diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index a53658fb6b12da6523b7cdc40fb231cad9906b9a..e3e7f96ba77ea17bd36b532ba62e0035851b43c2 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": "20260609T180023Z", - "generated_at": "2026-06-09T18:07:17Z", + "snapshot_id": "20260610T000024Z", + "generated_at": "2026-06-10T00:08:06Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index c7881c0bc73cf9cd338e336f2ff85b1831e451f2..3c8bbb692bee23c6b95725c42c1251206c7b2ade 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": "20260609T180023Z", - "generated_at": "2026-06-09T18:07:17Z", + "snapshot_id": "20260610T000024Z", + "generated_at": "2026-06-10T00:08:06Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,7 +10,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 1, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -132,349 +132,361 @@ "issue:43866|issue:46402", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "ebcf884ac6c53a81bb7e50c428d19b8a8b065f677529dc043bf88fa07512b6c8", + "prepared_review_unit_hash": "8d7fe39bedbf018d0ab112f2f49c002ee1124c5b279f044536ffd44769d159b9", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46531, - "estimated_input_tokens": 11633, - "estimated_eval_tokens": 23522 + "serialized_chars": 46518, + "estimated_input_tokens": 11630, + "estimated_eval_tokens": 23516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model-/environment-specific bug reports. The only clear duplicate pair is the DeepSpeed ZeRO-3 BertModel index error; there is also a likely torch 2.4.1 compatibility duplicate pair, but otherwise the soft matches are too broad to merge.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43596 is the older, clearer report of the same DeepSpeed ZeRO-3/BertModel index-out-of-bounds failure as 43638, so it is the best canonical issue target.", + "summary": "This cluster is mostly heterogeneous. The DeepSpeed ZeRO-3 empty-index failures are genuine duplicates, but the Qwen3.5MoE rotary/offload pair does not have enough body-level overlap to treat as the same bug, so it should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43596 is the best canonical issue: it describes the shared DeepSpeed ZeRO-3 index-out-of-bounds/loading failure in the most generic form and fits both 43638 and 41762 well.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43596 is the strongest representative because it describes the concrete failure mode directly and is earlier than its duplicate candidate.", + "best_issue_reason": "43596 is the strongest cluster representative because it captures the common ZeRO-3 empty-dimension/index-0 failure without overfitting to a specific model.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failure paths: Qwen3.5 config attribute access vs streaming chat/completions API." + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/hardware contexts: AMD GPU failure vs an MPS histogram kernel issue." + "reason": "Different problems and platforms: AMD GPU runtime failure vs MPS histogram op not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Unrelated bugs: image preprocessor dtype mismatch for Mistral-3 vs GPT-OSS failing on AMD GPUs." + "reason": "Unrelated model-specific dtype mismatch vs AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime failures, but the models and code paths differ completely." + "reason": "Different bug classes: autocast dtype mismatch vs AMD GPU incompatibility." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different reports: GPT-OSS on AMD GPUs vs a broken Nemotron example." + "reason": "Different models and symptoms; no shared concrete failure path." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different underlying problems: AMD GPU compatibility vs an invalid method call in GraniteMoEHybrid." + "reason": "Both mention GPT-OSS/MoE, but one is AMD GPU support and the other is an invalid method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." + "reason": "DeepSpeed collective mismatch vs ModernBERT ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and error modes: ONNX export vs Qwen3Moe FineGrainedFP8 failure." + "reason": "Different failures: ONNX export vs Qwen3Moe FP8 configuration error." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "No shared bug: export-to-ONNX issue vs Qwen3 auto device mapping cuda assert." + "reason": "ONNX export error and Qwen3 auto-device-map cuda assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different topics: table QA crash vs outdated RAG examples." + "reason": "Different documentation/example problems; not the same underlying change." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanups, but they target different removed v5 references and are not the same change." + "reason": "Both are v5 docs cleanup, but they reference different removed items." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different code paths: ModernBERT ONNX export vs GenerationMixin import breakage." + "reason": "Different failures: export-to-ONNX vs GenerationMixin import breakage." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different issues: TRL SFT embedding unpacking vs resuming training with trust_remote_code." + "reason": "Different training issues: SFT embedding unpacking vs resume-training with trust_remote_code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Shape-mask mismatch in one report vs Gemma4 PLE device mismatch in another." + "reason": "Generic mask-shape IndexError vs Gemma4 device-map mismatch are not the same bug." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError/shape-related, but they concern different tensors and different model paths." + "reason": "Different failure modes: ZeRO-3 index error vs mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert init bug vs model resume/trust_remote_code issue." + "reason": "Only broad training/loading overlap; no evidence of the same underlying bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad class of IndexError, but not the same underlying bug." + "reason": "ZeRO-3 empty-dimension index error is distinct from the mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal/video handling failures with different symptoms." + "reason": "Different validation failures: generic mask shape mismatch vs video feature/token mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different bug: mask/index mismatch vs GPT-OSS MoE tensor parallelism issue." + "reason": "Different errors and models; no shared concrete code path." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Model resume issue and broken Nemotron example are unrelated." + "reason": "Different resume-training and Nemotron-example issues." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different models and error conditions: Qwen3-VL video StopIteration vs training resume with remote code." + "reason": "Video chat-template StopIteration vs resume-training failure are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Completely different failure modes and models." + "reason": "Same broad training area only; no evidence of the same underlying bug." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset vs ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed ZeRO-3, but one is a collective mismatch and the other is a BertModel zero-sized tensor index error." + "reason": "Both are DeepSpeed-related, but collective mismatch and ZeRO-3 index error are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 BertModel index-out-of-bounds bug; the titles differ only in how the model setup is described." + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure during model loading; only the model name differs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different MoE/kernel issues: Liger cross-entropy path vs GPT-OSS tensor parallel support." + "reason": "Liger Kernel cross_entropy routing vs GPT-OSS tensor-parallel failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization bug and LoRA merge/save mismatch are unrelated." + "reason": "DeepSeek detokenization bug vs LoRA save/reload mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime problems: Qwen-3-NVFP4 run failure vs LoRA save/load inconsistency." + "reason": "Different bugs: Qwen-3 NVFP4 runtime error vs LoRA save/reload output mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as a mask shape index error." + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to the mask-shape IndexError." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the errors are different code paths and symptoms." + "reason": "Both mention DeepSpeed, but the weight-shape training error and collective mismatch are different failures." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class/component, but the reported failures differ enough that they are not clearly the same underlying bug." + "reason": "The titles suggest related Qwen3.5MoE rotary/offload areas, but that is not enough to confirm the same concrete bug without stronger body-level overlap." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed/Bert index error vs GPT-OSS tensor parallel failure are unrelated." + "reason": "Different model families and failure modes; no shared concrete bug." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing FSDP error is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "Checkpointing size mismatch vs Trainer compute_loss signature change are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different subsystems and different failure modes." + "reason": "ZeRO-3 BERT loading error and GPT-OSS tensor-parallel issue are different." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different models and errors: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." + "reason": "Different model-specific problems: dtype mismatch in Mistral-3 vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Different multimodal issues: reverse embedding lookup vs video token/feature mismatch." + "reason": "Both are multimodal issues, but reverse-embedding lookup and video token/feature mismatch are not the same bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different models and runtime conditions: NVFP4 failure vs AMD GPU incompatibility." + "reason": "Different Qwen-3 NVFP4 vs GPT-OSS AMD runtime failures." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM config regression and Mistral tokenizer regex patch crash are unrelated." + "reason": "vLLM config attribute error for Gemma3 is unrelated to the Mistral tokenizer regex crash." }, { "left": "issue:45800", "right": "issue:46515", - "accept": true, - "reason": "Same torch 2.4.1 compatibility problem; the later issue is just a shorter restatement of the same incompatibility." + "accept": false, + "reason": "Both are torch compatibility complaints, but they do not identify the same concrete incompatibility." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4-related, but one is a device mismatch and the other is an expensive reverse embedding lookup." + "reason": "Different Gemma4 bugs: device-map mismatch vs expensive reverse embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General torch-version incompatibility and a Qwen-3 NVFP4 runtime error are not the same bug." + "reason": "Generic torch 2.10 incompatibility vs Qwen-3 NVFP4 runtime error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Activation checkpointing/FSDP issue and Qwen3 auto-device-map cuda assert are different failures." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues about removed v5 content, but they concern different obsolete references." + "reason": "Different v5 docs removals: pipeline tasks vs transformers run command." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different bugs: autocast dtype mismatch vs an MPS unsupported-op failure." + "reason": "Autocast dtype mismatch and MPS integer histogram limitation are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL SFT embedding unpacking bug is unrelated to the MPS histogram limitation." + "reason": "TRL SFT unpacking failure is unrelated to the MPS histogram error." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different issue types and different model paths." + "reason": "Liger Kernel cross_entropy issue is not the same as the autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch vs trainer signature change are unrelated." + "reason": "DeepSpeed collective mismatch and CustomTrainer compute_loss signature breakage are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Different failure modes: checkpointing/FSDP tensor mismatch vs missing GenerationMixin import." + "reason": "FSDP checkpointing mismatch vs GenerationMixin import breakage are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy call and mask shape mismatch are unrelated." + "reason": "Liger Kernel cross_entropy issue is not the same as the mask-shape IndexError." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Different topics: AMD GPU model failure vs outdated RAG examples." + "reason": "GPT-OSS AMD GPU runtime failure and outdated RAG examples are unrelated." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted checkpoint report and Sam3Model text encoder weight-loading bug are not the same issue." + "reason": "Checkpoint corruption vs Sam3Model weights not loading are different problems." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are torch compatibility complaints, but they reference different version breakages and different conditions." + "reason": "Both are compatibility regressions, but they involve different torch/version breakages." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 empty-dimension/index-0 failure during model loading; Gemma3 and Bert are just different reproductions." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and the soft-edge judgments are appropriately conservative. The two accepted pairs are strong duplicates by title/content, and the rejected pairs are justified by clearly different models, error modes, or subsystems. The summary is also consistent with the listed evidence." + "accept": false, + "feedback": "Mostly grounded, but one soft-edge acceptance is too strong for the packet. The accepted pair issue:45859 vs issue:45902 only shows related Qwen3.5MoE rotary/offload wording in the titles; that is not enough to safely call them the same underlying bug without more body-level overlap. The DeepSpeed ZeRO-3 duplicates (issue:43596/43638/41762) are well supported, and the canonical issue choice is reasonable, but the 45859/45902 acceptance overstates the evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -484,11 +496,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 2, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -584,283 +596,283 @@ "issue:43541|issue:45161", "issue:43828|issue:45464" ], - "prepared_review_unit_hash": "9d41620646e18ede194c2c5a2491f9efc7ad563dc74eebbab6077f6ea7945423", + "prepared_review_unit_hash": "32f433ed1338de1beec756155d0a254c883c043abe38223c734be0a60298f4c5", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39736, - "estimated_input_tokens": 9934, - "estimated_eval_tokens": 20124 + "serialized_chars": 39731, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous. The only supported duplicate subgroups are the ZeRO-3 loading IndexErrors (issue:41762 / issue:43596) and the v5 AutoTokenizer wrong-token-ID regression (issue:45812 / issue:45920). The mask/tensor-shape IndexError reports are not strong enough to merge and should remain separate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45920 is the best canonical anchor for the accepted tokenizer-regression subgroup because it is broader and more current, and it clearly covers the same v5 AutoTokenizer wrong-ID bug seen in issue:45812.", + "summary": "This cluster is mostly heterogeneous; only a couple of soft pairs look like true duplicates. The strongest duplicate family is the v5 AutoTokenizer regression, and there is also a plausible shared DeepSpeed ZeRO-3 load-time index error. Most other pairs share only broad subsystem or symptom similarity, so I rejected them.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it is the broadest open report in the tokenizer-regression family, covering multiple affected model families and likely subsuming narrower duplicates like issue:45812.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest overall issue in the set because it captures a cross-model v5 tokenizer regression rather than a narrow model-specific instance.", + "best_issue_reason": "issue:45920 is the best overall issue to anchor the cluster: it is open, clearly describes the underlying regression, and has the widest scope among the near-duplicate candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failures: PaddleOCR-VL loading in vLLM versus a USE_DISTRIBUTED=0 support breakage." + "reason": "Both are model-loading failures, but they point to different causes and subsystems; not the same concrete bug." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Same ZeRO-3 loading path and same out-of-bounds index-0 failure; these look like one shared bug." + "reason": "Both report the same ZeRO-3 load-time \"index 0 out of bounds\" failure; the model differs, but the code path and likely fix overlap." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Both involve runtime/model-loading errors, but the concrete bugs differ: Gemma3 sliding_window_pattern vs Qwen3 auto device mapping cuda assert." + "reason": "Different failures: missing Gemma3 config attribute for vLLM vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure and USE_DISTRIBUTED=0 incompatibility are unrelated runtime problems." + "reason": "Unrelated errors: float8 storage type lookup vs USE_DISTRIBUTED=0 incompatibility." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they cover different topics and do not share the same underlying change or bug." + "reason": "Both are docs-related, but they concern different documentation problems and not the same bug." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Gemma4 device-map mismatch and Qwen3.5 video/chat-template mismatch are different code paths." + "reason": "Different model/input paths: Gemma4 device-mapping mismatch vs Qwen3.5 video feature/token mismatch." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support for GPT-OSS-20B and table-question-answering crashes are unrelated." + "reason": "Unrelated failures across different tasks and models; not the same underlying issue." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch are distinct model-specific issues." + "reason": "Different code paths: Voxtral processor failure vs Gemma4 PLE device mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch and Qwen3-vl video StopIteration are different bugs." + "reason": "Liger cross-entropy dispatch and Qwen3.5 video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Incorrect detokenization in DeepSeek-Coder v5 is unrelated to outdated RAG docs." + "reason": "Different concerns: detokenization regression vs outdated RAG examples." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure and RAG documentation are unrelated." + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote_code regressions and distributed-build support are different failure modes." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 compatibility are separate regressions." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same v5 AutoTokenizer regression producing wrong token IDs across multiple model families; 45920 is the broader tracker." + "reason": "Same tokenizer regression: wrong token IDs in v5 across multiple model families; 45920 is the broader superset report." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are unrelated." + "reason": "Corrupted checkpoint vs model-class loading failure; not the same bug." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs are unrelated." + "reason": "Qwen-3 NVFP4 runtime error and RAG docs are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is unrelated to the distributed-build support regression." + "reason": "bitsandbytes constructor mismatch and distributed-build incompatibility are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but the reported bugs are different Gemma3 and Qwen3-MoE issues." + "reason": "Both mention sliding_window, but they are different model/config failures and not clearly the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but the mask/tensor-shape mismatch and the ZeRO-3 zero-sized-tensor load failure do not clearly share one root cause." + "reason": "Both are index errors with ZeRO-3, but the reported symptoms and contexts differ enough to treat as separate." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Failed model loading in unit tests versus a corrupted checkpoint are different problems." + "reason": "Different model-loading problems: unit-test load failure vs corrupted checkpoint." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper-large-v2 failing to run and table-question-answering crashing are unrelated." + "reason": "Whisper model failure and table-question-answering crash are unrelated." }, { - "left": "issue:43975", - "right": "issue:45901", + "left": "issue:43425", + "right": "issue:45070", "accept": false, - "reason": "Incorrect detokenization and table-question-answering crash are unrelated." + "reason": "Torch compatibility and pydantic PretrainedConfig regression are unrelated." }, { - "left": "issue:44863", - "right": "issue:46015", + "left": "issue:43596", + "right": "issue:45800", "accept": false, - "reason": "Checkpoint loading failure and docs issue are unrelated." + "reason": "ZeRO-3 Bert loading issue and torch/transformers version incompatibility are unrelated." }, { - "left": "issue:45020", - "right": "issue:46304", + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Remote_code breakage and distributed-build support are different issues." + "reason": "Whisper loading failure and pydantic config regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but the symptoms and code paths differ: chat crash versus streaming API failure." + "reason": "Both involve Qwen3.5 chat, but one is a crash and the other is a streaming API failure; not enough evidence of the same bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and table-question-answering crash are unrelated." + "reason": "Different model/runtime failures; no shared concrete code path." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3/vLLM sliding-window config and Gemma4 device-mapping mismatch are different bugs." + "reason": "Different regressions: Gemma3 config attribute missing vs Gemma4 device mismatch." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." + "reason": "Tied-weight bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming inference failure and MPS histogram on Int in a MoE path are unrelated." + "reason": "Qwen3.5 streaming inference failure and MPS Int histogram error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and MPS histogram error are different MoE-related symptoms, but not the same underlying bug." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Torch dynamo tracing grouped_mm failure and autocast dtype mismatch are distinct runtime issues." + "reason": "Torch dynamo grouped_mm tracing error and MPS histogram failure are unrelated." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Voxtral processor failure and 'Can't compile non template nodes' are unrelated." + "reason": "Both are indexing-related errors, but they arise in different trainer/model paths and do not look like the same bug." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern error are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a ZeRO-3 zero-sized-tensor load failure; not the same bug." + "reason": "Both are index errors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-tensor load failure." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch 2.4.1/transformers 5.8 incompatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch/version compatibility issue and Gemma4 device mismatch are unrelated." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different problems." + "reason": "Different unsupported-model/loading issues; not the same underlying change." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and the PretrainedConfig pydantic break are unrelated compatibility issues." + "reason": "Missing pad_token_idx in StableLmConfig and PretrainedConfig pydantic breakage are different config regressions." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are loading/shape-related failures, but the mask/tensor-shape IndexError and Qwen3.5 embedding unpacking with TRL SFT trainer are different bugs." + "reason": "Different failure modes and contexts; no clear shared code path." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization OOM and tied-weights regression on translation models are unrelated." + "reason": "Int4 OOM and tied-weights translation-model issues are unrelated." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing failure and GPT-OSS MoE TP-only failure are different code-path problems." + "reason": "Grouped_mm tracing failure and GPT-OSS TP-only failure are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming API failure are unrelated." + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary overstates the evidence. The packet supports two accepted duplicate subgroups (ZeRO-3 loading IndexErrors and the v5 AutoTokenizer wrong-token-ID regression), but it does not support calling the mask/tensor shape IndexError cases 'duplicate-worthy' because the corresponding soft verdicts are explicitly rejected. That makes the cluster summary inconsistent with the soft-edge decisions. The other verdicts look conservative, but this overclaim is enough to reject." + "accept": true, + "feedback": "The cluster summary is grounded in the packet: issue:45920 is a reasonable canonical anchor, and the only accepted soft pairs are conservative and supported by strong title-level overlap (especially the AutoTokenizer v5 regression family). The rejected pairs also stay cautious where the packet only shows broad symptom similarity. No overstatement stands out." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -870,11 +882,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 3, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -947,8 +959,8 @@ "issue:42915|issue:45399", "issue:44530|issue:45005", "issue:43873|issue:45005", - "issue:44863|issue:45005", "issue:44360|issue:44512", + "issue:44863|issue:45005", "issue:45183|issue:46463", "issue:46489|issue:46491", "issue:44918|issue:45507", @@ -960,226 +972,226 @@ "issue:43644|issue:43950", "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "e12b4df5435879803efacc37c6a0cce9e1c76f7de7fb3bbe459a984e93512aa2", + "prepared_review_unit_hash": "e923f41a238c0b2aa14d0a15ac368d442d7f01b3d9b409ab63b75d3efad16e80", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36940, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than one single duplicate group. The strongest duplicate candidates are the non-persistent-buffer regression, the SigLIP2 degradation reports, the T5/input validation error-message reports, and the Qwen video-input regression reports.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43950 is the clearest, most actionable representative of the non-persistent-buffer regression, and it has direct duplicate support from nearby reports.", + "summary": "Mostly heterogeneous issues with a few real duplicate families: non-persistent-buffer regression, Qwen3.5 video-input regression, and input-validation error-message bugs. Most other soft pairs are only broadly related by model family or subsystem and should remain separate.", + "confidence": 0.78, + "canonical_issue_reason": "43644 is the broadest/earliest report in the strongest duplicate family here; 43950 and 44534 look like the same non-persistent-buffer corruption regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best issue anchor in this set because it describes a concrete v5 regression with strong duplicate evidence and a clear fix surface.", + "best_issue_reason": "43950 is the clearest reproduction-focused report of the non-persistent-buffer regression, so it is the best issue representative among the matched set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different regressions: init_empty_weights argument handling vs pydantic PretrainedConfig field behavior." + "reason": "Different regressions: init_empty_weights/_is_hf_initialized vs. PretrainedConfig/pydantic field handling." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Different areas: GGUF architecture support vs chat/completions streaming failure." + "reason": "Unrelated bugs: GGUF gpt-oss support vs. Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic config regression." + "reason": "Different Qwen3-MoE sliding_window bug vs. a v5 pydantic/config regression." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal, but one is dtype mismatch and the other is a video token/feature count failure." + "reason": "Both are multimodal input issues, but one is image preprocessor dtype mismatch and the other is video token/feature mismatch; not the same bug." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage and torch/transformers version incompatibility are different bugs." + "reason": "Remote-code breakage and torch/transformers version incompatibility are different failure modes." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different concrete failures: torch dynamo tracing grouped_mm vs missing Float8 storage type." + "reason": "Different code paths: torch dynamo grouped_mm tracing vs. float8 storage lookup." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both report the same Qwen video-input regression class, centered on video feature/token mismatch in Qwen3.5-family handling." + "reason": "Same Qwen3.5/Qwen3.5-MoE video-input regression; 46294 is a specific manifestation of the broader 44479 bug." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the masks-shape mismatch and zero3/BertModel loading failure are different code paths." + "reason": "Both are IndexErrors, but the reported shapes/code paths differ and do not point to the same defect." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both are SigLIP2 reports describing bad or nonsensical outputs for the same model family, likely the same underlying model/processor issue." + "accept": false, + "reason": "Same model family, but one is a subjective quality complaint and the other is an AutoModel/pipeline misbehavior; not clearly the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "One is composite-config unwrapping, the other is uninitialized rotary embedding memory after materialization." + "reason": "Different multimodal/model-init problems: unwrapping text_config vs. uninitialized rotary embedding memory." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape failure and Qwen3.5/TRL embedding unpacking are unrelated." + "reason": "Different failures: FSDP weight-shape error vs. TRL SFT embedding unpacking issue." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Both touch multimodal inputs, but the failures and model families are different." + "reason": "Separate multimodal/training issues with different models and symptoms." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity issue on gpt-oss and GLM5 issue are unrelated." + "reason": "Different model/regression areas: GPT-OSS perplexity vs. GLM5 behavior." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom model Jupyter initialization and flash-attn fallback gating are different bugs." + "reason": "Notebook custom-model init regression is unrelated to flash-attn fallback gating." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve remote-code loading/caching, but the titles point to different failure modes and not the same concrete bug." + "reason": "Both involve remote-code/custom-module loading, but the cache-path collision and post-save_pretrained module mismatch are not the same concrete bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is Mistral3 image-text generation and the other is translation-model v5 behavior; not enough to treat as the same bug." + "reason": "Both mention tied weights, but these are different model families and different weight-tying regressions." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure and flash-attn fallback gating are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to flash-attn fallback checks." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights handling." + "reason": "PagedAttentionCache/linear_attention crash is a different subsystem from tied-weights regressions." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different subsystem from tied-weight regressions." + "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." }, { - "left": "issue:44863", - "right": "issue:45005", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." + "reason": "A DSA indexer implementation issue is unrelated to a docs typo." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:44863", + "right": "issue:45005", "accept": false, - "reason": "DSA indexing discussion and docs cleanup are not duplicates." + "reason": "NemotronH checkpoint loading failure is distinct from tied-weight issues." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Both point at the same input validation/error-message path for decoder/input_ids vs inputs_embeds handling." + "reason": "Same input-validation/error-message bug; 46463 is the T5-specific instance of 45183's broader XOR validation issue." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different round-trip failures." + "reason": "Different tokenizer regressions for different models and different symptoms." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Unpacking Qwen3.5 embeddings in TRL is unrelated to GraniteMoEHybrid invalid method calls." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies and a removed CLI docs mention are unrelated." + "reason": "Docs typo vs. removed run command documentation mismatch; not the same bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek tokenizer detokenization and Qwen-3-8B-NVFP4 runtime error are different issues." + "reason": "Different tokenization/runtime failures in different models." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Qwen NVFP4 runtime error is unrelated to GraniteMoEHybrid method dispatch." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "These are the same non-persistent-buffer corruption regression in v5, described from two angles." + "reason": "Near-identical reports of the same v5 non-persistent-buffer corruption regression." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example errors for SigLIP2 are not the same bug as degraded SigLIP2 text embeddings." + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is an embedding-quality complaint; not the same concrete bug." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Exact same v5 non-persistent-buffer corruption regression; one report is the general symptom, the other the specific from_pretrained corruption." + "reason": "Same non-persistent-buffer bug; 43644 is the broader report and 43950 describes the same corruption more explicitly." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer loss-signature mismatch and Gemma3 ZeRO-3 loading failure are unrelated." + "reason": "Different TypeErrors/IndexErrors with unrelated training vs. ZeRO-3 loading code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is clearly heterogeneous, and the highlighted duplicate groupings are supported by the issue titles. The accepted soft-edge pairs are conservative enough given the title-level evidence, especially the non-persistent-buffer regression cases. No obvious overstatement." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are limited to clearly overlapping bug families (non-persistent-buffer corruption, Qwen3.5 video-input regression, and XOR/error-message validation), while the rejected pairs are appropriately cautious about shared model families or subsystems without stronger evidence of the same defect." }, "evaluator_used": true, "retried": false, @@ -1192,11 +1204,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 4, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -1284,14 +1296,14 @@ "issue:45488|issue:46489", "issue:45020|issue:45356" ], - "prepared_review_unit_hash": "944140d44ebe252a3a454a93305560b9107fde31233c3c16a8ca337c5fae33a1", + "prepared_review_unit_hash": "560d85c3b4cd279cc2ba2c685fe54cca85fc347e032c260dc00c5d72df54bae1", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, @@ -1306,216 +1318,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of v5-era tokenizer/model-loading regressions plus a few unrelated buffer, quantization, and training issues. Only a few soft links look like true duplicates; most are merely same-subsystem similarity.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45920 is the best umbrella issue here: it describes a broad v5 tokenizer regression affecting multiple model families, which matches the densest shared theme in the cluster.", + "summary": "This cluster is mostly a loose mix of separate Transformers regressions, with the strongest cohesive subgroup around tokenizer/output regressions in v5. Most soft pairs are not true duplicates; one pair is plausibly the same tokenizer bug family.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the shared tokenizer regression class: incorrect token IDs across multiple models in v5. It captures the common failure mode better than the narrower follow-up reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most representative and actionable issue in the set: it is concrete, cross-model, and clearly captures the recurring tokenizer-output regression pattern.", + "best_issue_reason": "issue:45920 is the best issue anchor for the cluster because it is general, open, and centered on the core shared code-path problem affecting multiple model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and different failure modes: autocast dtype mismatch vs RLHF NaN/SDPA fallback." + "reason": "Different failures: one is a dtype mismatch under autocast, the other is a Qwen3.5 attention/position_ids NaN/illegal-memory issue." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization-related TypeErrors, but they point to different incompatibilities (_is_hf_initialized vs Float8 storage lookup)." + "reason": "Both are loading/compatibility errors, but they involve different low-level incompatibilities and different failure signatures." }, { "left": "issue:45920", "right": "issue:46489", "accept": true, - "reason": "Both report a v5 tokenizer-output regression; 46489 looks like a model-specific gap in the same broader tokenization fix." + "reason": "Both describe v5 tokenizer output/token-id regressions; 46489 reads like a specific DeepSeek-Coder v1 manifestation of the broader issue in 45920." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same underlying buffer/materialization bug: non-persistent buffer handling leading to corrupted or uninitialized buffer state." + "accept": false, + "reason": "Both involve buffer/materialization problems, but one is a broad from_pretrained non-persistent buffer regression and the other is a specific Qwen3_5Moe inv_freq materialization bug." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Unrelated: checkpoint corruption vs generic loading noise." + "reason": "Unrelated topics: a corrupted checkpoint versus an issue about loading noise." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality regression vs a general tokenization-version issue; not the same bug." + "reason": "Different problem classes: model-quality regression for SigLIP2 versus a tokenizer-version change issue." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but the reported symptoms are too different to confidently treat as the same concrete bug." + "reason": "Same model family, but different symptom and no clear evidence of the same underlying defect." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different subsystems: tokenizer error message vs missing tied-weights attribute on a model class." + "reason": "Different model-loading errors with no shared concrete code path." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different code paths: Flash Attention packed-sequence misuse vs CPU-offload incompatibility in rotary embedding." + "reason": "Both are Qwen3.5-related, but one is flash-attention packed-sequence misinterpretation and the other is CPU-offload incompatibility." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Both involve loading/training internals, but one is an FSDP2 per-layer state bug and the other is buffer materialization corruption." + "reason": "Different models and different failure mechanisms; no clear duplicate evidence." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is gradient checkpointing/LoRA behavior and the other is int4 quantization reservation growth." + "reason": "Both mention training/memory concerns, but they are distinct bugs with different triggers and code paths." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Same SigLIP2 implementation discrepancy theme; 43493 reads like the root-cause report behind the bad embedding quality." + "accept": false, + "reason": "Related SigLIP2 topic, but one is a symptom report and the other is an implementation-discrepancy report; not enough to treat as the same concrete bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and failures: bad tokenizer error message vs generic glm-4v-9b loading failure." + "reason": "Different model-specific loading failures." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same as a specific model load failure." + "reason": "A generic loading-noise complaint is not the same bug as a specific model load failure." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Completely different training problems: DeepSpeed weight shape error vs early-stopping metric configuration." + "reason": "Completely different runtime/training behaviors: DeepSpeed weight shape error versus early-stopping metric handling." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug is unrelated to the Python 3.13 flash_attn import issue." + "reason": "Tokenizer detokenization bug versus import-time flash-attn lookup on Python 3.13; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "One is about noisy loading logs; the other is a specific model-loading failure." + "reason": "Different severity and likely different root cause; one is generic noise, the other is a concrete tokenizer load failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention memory, but the code paths differ: LoRA checkpointing vs Qwen3 MoE training memory usage." + "reason": "Both concern training efficiency, but they are not the same concrete bug or code path." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code broad regression vs missing fields in AutoConfig return object; too broad and not the same bug." + "reason": "Related to remote-code loading, but 45020 is a broad umbrella issue and 43643 is a specific missing-fields symptom; too little evidence of one exact duplicate." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different failure classes and different model stacks: ZeRO-3 load crash vs Qwen3 MoE FP8 failure." + "reason": "Different models and different DeepSpeed/quantization failures." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram kernel limitation is unrelated to Gemma4 device placement mismatch." + "reason": "MPS histogram support error is unrelated to a device mismatch in Gemma4 forward." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error is unrelated to GLM5." + "reason": "Different model-loading failures with no shared concrete defect." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different errors: loading failure vs missing all_tied_weights_keys." + "reason": "Different model families and different attribute/loading errors." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a missing model class is unrelated to the bitsandbytes storage incompatibility." + "reason": "ImportError for a missing class versus a bitsandbytes storage-parameter incompatibility." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure and flash-attn fallback gating are separate issues." + "reason": "Tokenizer loading regression versus flash-attn fallback logic; unrelated." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code regressions and a Gemma4 device-map mismatch are different bugs." + "reason": "Broad remote-code breakage versus a Gemma4 device placement bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "A TOKENIZER_MAPPING_NAMES edge case is not the same as the broader remote_code regression." + "reason": "Tokenizer mapping-name edge case versus broad remote-code loading regressions; not the same issue." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Different LoRA/Qwen3-MoE compatibility complaints with no shared concrete failure path." + "reason": "Different Qwen-related problems: LoRA compatibility across versions versus a warning about tied embeddings." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and Gemma4 PLE device mismatch are unrelated." + "reason": "Different training/device issues with no shared bug signature." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash and flash-attn fallback gating are separate loading paths." + "reason": "Mistral regex crash versus flash-attn fallback gating; unrelated." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different conversion directions and different loops." + "reason": "Both are tokenizer performance regressions, but they affect different conversion functions and likely different loops." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are DeepSeek tokenizer regressions, but the concrete failures and implicated code paths are different enough to keep separate." + "reason": "Both are DeepSeek-tokenizer regressions, but the titles point to different concrete defects and models; not enough evidence they are the same bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Kimi-K2.5 tokenizer codec/regression details do not match the generic remote_code breakage report." + "reason": "Remote-code loading breakage and a Kimi-K2.5 tokenizer codec regression are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: 45920 is indeed the broadest tokenizer-regression issue, and the accepted soft links stay within conservative same-bug/same-theme bounds. The rejected pairs are mostly justified by clearly different model stacks or failure modes. No obvious overstatement stands out." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The soft-edge calls mostly separate distinct failure modes, and the one accepted tokenizer pair (45920/46489) is plausibly the same v5 tokenizer-regression family without overstating certainty." }, "evaluator_used": true, "retried": false, @@ -1528,7 +1540,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 5, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -1594,8 +1606,8 @@ "issue:43792|issue:44220", "issue:42947|issue:45923", "issue:41553|issue:44991", - "issue:36331|issue:41093", "issue:43257|issue:45305", + "issue:36331|issue:41093", "issue:43940|issue:45313", "issue:43854|issue:44863", "issue:44928|issue:45588", @@ -1616,196 +1628,196 @@ "issue:43950|issue:45834", "issue:44560|issue:45685" ], - "prepared_review_unit_hash": "203d48175828b8ed3f614a5f15b92652b547b231534152d33b4e51359209fcef", + "prepared_review_unit_hash": "18330106eea73c9789dc3d7254766aaeceefcb61e2b54471e7276b39548b34a4", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36681, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "serialized_chars": 36680, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the issues span unrelated models, loaders, and regressions. Only two soft pairs look like true duplicates: the v5 docs regression and the `_is_hf_initialized` / `init_empty_weights` loading TypeError. No PRs are present.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 44291 is the best canonical issue candidate: it describes the generic `_is_hf_initialized` loading regression clearly, and its pair mate 43872 is a more specific manifestation of the same bug.", + "summary": "This cluster is mostly a mix of unrelated issues with a few clear duplicate subclusters. The strongest matches are the docs cleanup around removed pipeline tasks, the identical mask-shape IndexError reports, the BertModel/ZeRO-3 out-of-bounds loading reports, and the `_is_hf_initialized` loading regression; most other pairs are only broadly similar and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue fits the whole set; the clearest duplicate subcluster is 41093/44805, where 41093 is the best representative because it is the more generic formulation of the same mask-shape mismatch.", "canonical_pr_reason": null, - "best_issue_reason": "44291 is the strongest overall issue: it has a concrete, reproducible failure, clear version context, and it matches the only clearly duplicate loader-related report in the set.", + "best_issue_reason": "41093 is the best issue to anchor the strongest duplicate pair: its wording is generic, and 44805 appears to be the same mask/tensor shape mismatch with different concrete sizes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Different failures: a model-loading key error vs flash-attn2 fallback gating. Same broad area, not the same bug." + "reason": "Different failures: MobileLLM tokenizer/key loading vs flash-attn2 fallback gating. Same broad loading area, but not the same bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Both involve loading/state handling, but one is an untied lm_head bug and the other is a non-persistent buffer regression." + "reason": "Both concern model loading/state, but one is untied lm_head weights in Mistral3 and the other is non-persistent buffer corruption in from_pretrained(). Different code-path bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same documentation regression: both report stale docs still mentioning removed v5 pipeline tasks." + "reason": "Both report obsolete docs still referencing removed pipeline tasks after v5; this looks like the same documentation cleanup." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying TypeError from unexpected `_is_hf_initialized` during model loading / init_empty_weights; one is a specific bitsandbytes symptom." + "reason": "Both describe the same `_is_hf_initialized` unexpected-argument TypeError during model loading; one shows it via bitsandbytes Int8Params, the other via init_empty_weights." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different problems: FP8 config failure vs bitsandbytes `_is_hf_initialized` incompatibility." + "reason": "Different regressions: Qwen3 MoE with FineGrainedFP8Config vs a bitsandbytes `_is_hf_initialized` compatibility issue." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are audio/Whisper-related, but the titles point to different failure modes and no shared concrete bug is evident." + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` are related to audio preprocessing, but the reported failures are not clearly the same underlying bug." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "One is LoRA gradient checkpointing behavior, the other is a missing flag on a trust_remote_code model; not the same bug." + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is a missing supports_gradient_checkpointing flag on a trust_remote_code variant." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are load-time errors, but they affect different models and different code paths (Voxtral vs est-roberta tokenizer loading)." + "reason": "Both are tokenizer-loading problems, but they affect different models and different failure modes; not enough evidence of a shared root cause." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Different trainer/runtime errors: unexpected keyword argument vs tensor mask shape mismatch." + "reason": "Different DeepSpeed-related bugs: Qwen3 MoE weight conversion with accelerate+deepspeed vs gradient averaging with GAS/model_accepts_loss_kwargs." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Both mention DeepSpeed, but one is weight conversion under accelerate+deepspeed and the other is gradient averaging with GAS." + "reason": "Unexpected compute_loss kwarg and mask-shape IndexError are unrelated failures." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Similar Qwen ZeRO-3 symptoms, but the affected model/loading path differs and they are not clearly the same concrete bug." + "reason": "Both are ZeRO-3 weight-loading failures in Qwen-family models, but the affected models and missing-weight patterns differ enough that this is not clearly one bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and failures: GLM-4.7-Flash test loading vs NemotronH checkpoint loading." + "reason": "Both are model-loading issues, but GLM-4.7-Flash test loading and NemotronH checkpoint loading are distinct problems." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Unrelated bugs: RLHF NaN/SDPA fallback vs flash_attention crash on `s_aux=None`." + "reason": "Qwen3.5 RLHF NaNs from position_ids/SDPA fallback and a flash_attention.py s_aux=None crash are unrelated." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same error shape class, but no evidence they share the same input/model/path; too generic to merge." + "accept": true, + "reason": "These are effectively the same mask/tensor shape mismatch IndexError, with only the concrete sizes changed." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video regressions, but one is a broad v5.3.0 regression and the other is a specific StopIteration on Qwen3-VL embedding." + "reason": "Both concern video handling in Qwen VL models, but one is a broad v5.3.0 regression and the other is a specific StopIteration in Qwen3-vl-embedding; not enough to merge." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/loading failures for different models; only the symptom class is similar." + "reason": "Different tokenizer-loading failures for different models; same general area, not the same bug." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are model loading issues, but they concern different architectures and different missing-weight behavior." + "reason": "Different model families and failure modes: NemotronH checkpoint loading vs Sam3Model text encoder weights not loading." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed weight-shape error vs image processor void-segmentation-map failure; unrelated." + "reason": "DeepSpeed training weight-dimension error and segmentation-map processing failure are unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different model/runtime problems: PagedAttentionCache group-type error vs checkpoint loading failure." + "reason": "PagedAttentionCache / linear_attention crash and NemotronH checkpoint loading are different code paths." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Zero3/Bert index error is unrelated to a torch version incompatibility report." + "reason": "Zero-3 BertModel index-out-of-bounds and torch 2.4.1 incompatibility are not the same underlying issue." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi autocast dtype mismatch are different code paths and models." + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve positional/rope internals, but they affect different models and different root causes." + "reason": "Different bugs in different model components: Qwen2.5-VL rope scaling vs Qwen3.5-MoE rotary embedding materialization." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "A Zero3/Bert initialization bug and a torch compatibility complaint are not the same underlying issue." + "reason": "The BertModel zero-3 loading bug is unrelated to the torch version incompatibility report." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different failures: FSDP2 shared_kv_states bug vs device_map auto device mismatch." + "reason": "Both are Gemma4 issues, but one is a shared_kv_states/FSDP2 KeyError and the other is a device mismatch in PLE during forward; distinct bugs." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "No shared bug: GGUF support for gpt-oss vs Qwen3-MoE sliding_window behavior." + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio/model bugs: cross-track embedding leakage vs empty-transcription generation after token alignment." + "reason": "Audio-flamingo embedding/token leakage across tracks and Whisper empty-transcription failure are different bugs." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video issues, but the reported failures differ (dtype mismatch vs StopIteration) and no exact shared bug is shown." + "reason": "Both involve multimodal/video models, but the reported dtype mismatch and StopIteration are different failures." }, { "left": "issue:43950", @@ -1817,13 +1829,13 @@ "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and failures: video StopIteration vs MPS histogram unsupported for Int." + "reason": "Qwen3-vl video StopIteration and an MPS histogram int-typing error are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative overall. The two accepted soft pairs look supportable from the titles/context: 43872/44291 are the same `_is_hf_initialized` loading TypeError class, and 43827/44509 are the same v5 docs regression. No PRs are present, and the rest of the pair rejections are appropriately cautious rather than overstated." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The accepted pairs are well-supported by the titles/bodies (docs cleanup, the `_is_hf_initialized` loading TypeError, and the mask-shape IndexError), and the rejected pairs do not overclaim shared root cause. The note that the cluster is mostly unrelated with a few clear duplicate subclusters is appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -1836,7 +1848,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 6, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -1894,8 +1906,8 @@ "issue:46515" ], "soft_pairs": [ - "issue:43824|issue:43957", "issue:44683|issue:46515", + "issue:43824|issue:43957", "issue:43366|issue:44589", "issue:43645|issue:43646", "issue:42915|issue:43957", @@ -1929,20 +1941,20 @@ "issue:44488|issue:44991", "issue:39692|issue:43994" ], - "prepared_review_unit_hash": "b758bf56d1f7b2022449aff5c7cad3292847e13952e34458ee234c6bf9bcbced", + "prepared_review_unit_hash": "9d28ad13f10cb2bff3ad856a4d1542e67b14a3c419bb1d68bf80d8f9c7939a21", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37625, + "serialized_chars": 37628, "estimated_input_tokens": 9407, "estimated_eval_tokens": 19070 }, @@ -1951,228 +1963,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated Transformers bug reports, with only a few clear duplicate pockets: the v5 non-persistent buffer regression, the custom-model initialization regression, and the SigLIP2 bad-output reports.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43644 is the clearest, most concrete regression report in the set (specific v5 symptom, versioned, and directly duplicated by 44534).", + "summary": "This cluster is mostly a set of unrelated issues; only two pairs look like true duplicates: the non-persistent-buffer regression and the custom-model initialization regression. The SigLIP2 and several Qwen/Granite/tensorizer pairs are similar in topic but not the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items span many unrelated bugs. Among the clear duplicates, 44534 is the best anchor for the non-persistent-buffer regression, and 43646 is the best anchor for the custom-model initialization regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue because it is narrowly scoped, reproducible, and names the exact failure mode; most other items are broader or unrelated symptom reports.", + "best_issue_reason": "44534 is the strongest global issue anchor: it is a clean, version-agnostic description of an exact duplicate of 43644, while the other candidates are either narrower variants or separate bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Different models and different failure modes; both are import/loading-related only at a broad level." + "reason": "Both mention torch incompatibility, but they describe different version-specific failures and different code paths." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "Different torch/version compatibility problems with no concrete shared code path." + "reason": "Different problems: one is an import error for a missing class, the other is a meta-device model loading issue." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support vs missing Float8 storage are unrelated." + "reason": "Unrelated: GGUF gpt-oss support versus a Float8 storage lookup error." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom-model initialization regression; the notebook-specific report is just a narrower presentation of the same bug." + "reason": "Same underlying bug: Transformers v5 breaks custom model initialization; 43645 is just a Jupyter-specific manifestation." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different models and different errors (FP8/Qwen3MoE vs meta-device loading failures)." + "reason": "Both are model-loading failures, but with different triggers and unrelated failure modes." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model families and different failures (torch.compile/SDPA vs flash-attention with packed 3D position_ids)." + "reason": "Both touch attention/SDPA, but the model, symptom, and root cause are different." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5/VL failures and different stack traces; not the same underlying bug." + "reason": "Both involve Qwen3.x, but one is a video StopIteration bug and the other is trainer-side embedding unpacking." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime issue vs GGUF gpt-oss support are unrelated." + "reason": "No shared underlying bug; a script execution failure is unrelated to GGUF architecture support." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but on different model families with different symptoms and no shared concrete failure." + "reason": "Both are tokenizer regressions, but they affect different model families and are not the same fix." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Different device-mapping and torch-version issues; too broad to treat as one bug." + "reason": "Different issues: Gemma4 device-mismatch versus a generic torch version incompatibility." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3MoE FP8 failures." + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping bug vs Gemma4 device mismatch; no same code-path." + "reason": "Different subsystems: tokenizer-mapping logic versus Gemma4 device placement." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Both are index/shape-style failures, but on different models and different paths." + "reason": "Different failures: video StopIteration versus tensor mask shape mismatch." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 model reporting bad/zero outputs through different APIs; this looks like one underlying model output bug." + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and no clear shared root cause." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR indexing." + "reason": "Unrelated regressions: the _is_hf_initialized flag versus a long-ocr index error." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config loading for granite_speech vs glm4v validation are different config issues." + "reason": "Both are config-related, but they concern different models and different validation changes." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/BertModel indexing bug is unrelated to add-new-model-like tokenizer mapping logic." + "reason": "Deepspeed ZeRO-3 initialization and TOKENIZER_MAPPING_NAMES behavior are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero3 init with BertModel vs tokenizer mapping-name edge case are different failures." + "reason": "Different bugs: ZeRO-3 with BertModel versus add-new-model-like logic." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping bug and tensor mask shape mismatch do not share the same concrete code path." + "reason": "No overlap in the underlying failure mode." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Dequantized model offload failure vs mmap/OOM on Strix Halo are unrelated." + "reason": "Different causes: dequantized model offload failure versus mmap OOM avoidance." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-identical v5 regression about non-persistent buffers being initialized with junk; same underlying bug." + "reason": "Exact same regression about non-persistent buffers being filled with junk; 44534 is the broader wording." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is bad outputs and the other is docs/example mismatch plus quantization failure." + "reason": "The docs/example bug is not the same as the zero-probabilities inference bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_moe LoRA compatibility problem vs BitNet packed-weight loading bug are different issues." + "reason": "Different model families and different loading/training paths." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3-related runtime failures; not the same bug." + "reason": "Both are Qwen-related, but one is an auto-device-map CUDA assert and the other is an FP8 config failure." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype, but one is ignored loading dtype for composite checkpoints and the other is stale config metadata." + "reason": "Both concern dtype, but one is checkpoint loading and the other is from_config dtype propagation." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8/Qwen3MoE failure is unrelated to mmap/OOM on Strix Halo." + "reason": "No shared code-path problem." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 loading for language_model vs save_pretrained visual-encoder key regression are separate bugs." + "reason": "Different regressions: ZeRO-3 weight loading versus incorrect visual-encoder key saving." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they target different models and no shared concrete root cause is evident." + "reason": "Similar loading complaints, but different models and no evidence of the same underlying bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Different models and different tokenizer-loading regressions; too broad to merge." + "reason": "Completely different models and failure modes." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3_moe LoRA incompatibility is unrelated to gemma4 resize_token_embeddings behavior." + "reason": "LoRA compatibility on qwen3_moe is unrelated to Gemma4 token-embedding resizing." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call vs Nemotron example breakage are not the same underlying issue." + "reason": "GraniteMoEHybrid invalid method calls are unrelated to the Nemotron example breakage." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "The buffer-initialization regression and the custom-model notebook initialization regression are different bugs." + "reason": "Both are Transformers v5 regressions, but they are distinct bugs: buffers versus custom-model initialization." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Different model/tokenizer load failures with no evidence of the same underlying defect." + "reason": "Different tokenizer-loading failures on different models; not the same bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Docs example and quantization-failure report is not the same bug as SigLIP2 nonsensical outputs via AutoModel/pipeline." + "reason": "The documentation example error and the model-output regression are separate issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge calls. The representative/canonical issue choice for 43644 is supported by the matching titles and the 44534 duplicate pocket, and the accepted soft pairs are phrased cautiously enough. I do not see any overstatement that would require rejection." + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly unrelated, and the two accepted duplicate pairs (43644/44534 and 43645/43646) look supportable from the titles. The other soft-edge rejections are cautious and do not overclaim equivalence." }, "evaluator_used": true, "retried": false, @@ -2185,11 +2191,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 7, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -2251,8 +2257,8 @@ "issue:42491|issue:45292", "issue:44960|issue:46050", "issue:45488|issue:45812", - "issue:45362|issue:45406", "issue:42491|issue:43931", + "issue:45362|issue:45406", "issue:45276|issue:45335", "issue:44164|issue:44291", "issue:44910|issue:45588", @@ -2267,8 +2273,8 @@ "issue:45663|issue:45759", "issue:44291|issue:44756", "issue:45663|issue:45859", - "issue:44155|issue:45823", "issue:44292|issue:44912", + "issue:44155|issue:45823", "issue:44387|issue:44756", "issue:43957|issue:44756", "issue:43335|issue:45663", @@ -2279,253 +2285,247 @@ "issue:43854|issue:45216", "issue:44164|issue:44756" ], - "prepared_review_unit_hash": "7166774048116729263e3682822d60550b36b90ad49f56dc75f5963e9acd16d1", + "prepared_review_unit_hash": "237dd767b48f6171ef65ad0924a4cdd35d4162aa8f12b63b613628e440776d93", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38263, - "estimated_input_tokens": 9566, - "estimated_eval_tokens": 19388 + "serialized_chars": 38268, + "estimated_input_tokens": 9567, + "estimated_eval_tokens": 19390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated bug reports. The only strong duplicate subcluster is around `resize_token_embeddings` failing to update model-specific embedding/output weights across Gemma4/T5Gemma variants.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 45292 is the broadest, most general statement of the `resize_token_embeddings` regression (`output_embeddings`), making it the best canonical representative of that duplicate subcluster.", - "canonical_pr_reason": "No pull requests were provided in the input, so there is no canonical PR candidate.", - "best_issue_reason": "Issue 45292 best captures the shared symptom at the highest level and can represent the accepted `resize_token_embeddings` duplicates.", - "best_pr_reason": "No pull requests were provided in the input, so there is no global best PR candidate.", + "summary": "Mostly unrelated Transformers issue cluster. The only clear duplicate-like pair in this packet is the Gemma4 resize_token_embeddings/output_embeddings report, where one issue is Gemma4-specific and the other is the broader phrasing of the same symptom.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45276 is the better canonical issue because its title is more specific: it names Gemma4 and includes both the embed_tokens_per_layer and output_embeddings behavior, while 45292 uses the broader output_embeddings phrasing.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the strongest issue candidate in this set because it is the most specific description of the resize_token_embeddings regression and covers the Gemma4-specific scope shown in the packet.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Different trainer resume-step calculation bug vs optimizer argument handling; unrelated code paths." + "reason": "Different bugs: checkpoint resume step calculation vs optimizer SGD args not being applied." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is Qwen3 MoE training memory use, the other is quantization/offloading behavior; not the same bug." + "reason": "Both are memory-related, but they describe different model/code-path failures." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures for different models and symptoms; no shared concrete root cause visible from titles." + "reason": "Different model-loading failures for different models." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed conversion issue vs GLM-4.7 loading problem; unrelated." + "reason": "Different model families and different loading/conversion problems." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training usage and the other is int4 reserved-memory/OOM regression; not the same issue." + "reason": "Both involve memory pressure, but not the same underlying bug." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA checkpoint compatibility on hf5.x vs `resize_token_embeddings` output embedding bug; different failures." + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs resize_token_embeddings/output_embeddings behavior." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading/setup issue vs sinq quantized save/load regression; different code paths." + "reason": "Unrelated model/loading topics." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to have different root causes." + "reason": "Both are tokenizer regressions, but the affected models/APIs differ." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:42491", + "right": "issue:43931", "accept": false, - "reason": "Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer`; unrelated." + "reason": "Different model-specific loading/compatibility issues." }, { - "left": "issue:42491", - "right": "issue:43931", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Same broad area of model loading, but different models, symptoms, and likely causes." + "reason": "Different frontends and model classes." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Both report `resize_token_embeddings` failing to propagate to model-specific embeddings/output layers; same regression family and plausibly one fix." + "accept": false, + "reason": "Same API name, but the titles point to different model-specific resize bugs." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Saving/from_pretrained extra_state handling vs `init_empty_weights` unexpected argument; different lifecycle bugs." + "reason": "Save/from_pretrained extra_state handling vs init_empty_weights argument handling are different problems." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-attention crash from 3D `position_ids` vs sink-less `s_aux=None` AttributeError; different failure modes." + "reason": "Different flash-attention failures with different triggers." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both involve tying `lm_head`, but they are different model classes and not clearly the same underlying bug." + "reason": "Both mention lm_head tying, but the reports are model-specific and not the same concrete bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-map CUDA assert vs AudioFlamingo3 batched inference token leak; unrelated." + "reason": "Unrelated issues: Qwen3 auto device mapping crash vs AudioFlamingo3 batched inference leak." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version compatibility vs `torch.device('meta')` model-loading breakage; different problems." + "reason": "Torch version incompatibility and meta-device loading failure are different problems." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch vs a specific model load failure; not enough evidence of one root cause." + "reason": "Both are tokenizer-related load problems, but the packet does not show a shared root cause." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Documentation example errors vs GLM5 model issue; unrelated." + "reason": "Documentation/example issue versus GLM5 loading issue." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/PEFT behavior vs apex RMSNorm memory leak; different subsystems." + "reason": "Gradient checkpointing/LoRA is unrelated to T5 apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading expectation mismatch vs CUDA reserved-memory OOM regression; related theme but not the same bug." + "reason": "Related theme, but offloading failure and int4 CUDA memory regression are different bugs." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import error for `GenerationMixin` vs Whisper pipeline `return_language`; different issues." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention state bug vs Qwen multimodal `text_config` unwrapping bug; unrelated." + "reason": "Different model families and different failure points." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling vs mmap/OOM on Strix Halo; different code paths." + "reason": "Init-empty-weights loading error vs mmap OOM are different code paths." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 state rebuild bug vs Qwen3_5Moe rotary embedding CPU-offload incompatibility; unrelated." + "reason": "Different bugs in Gemma4 training and Qwen3 MoE offload." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "AudioFlamingo3 cross-track leakage vs Gemma4 PLE device mismatch; not the same bug." + "reason": "Both concern quantized loading, but they target different models/schemes." }, { - "left": "issue:44292", - "right": "issue:44912", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Different quantized model-loading failures with different models and behavior." + "reason": "Different runtime problems: token leakage vs device mismatch." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both can OOM, but one is an int4 memory regression and the other is mmap-related Strix Halo handling; distinct causes." + "reason": "Both can cause memory issues, but the root causes differ." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "`meta` device loading regression vs mmap/OOM workaround; unrelated." + "reason": "Meta-device loading regression and mmap OOM are different code paths." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug vs Gemma4 attention state bug; different models and failures." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is eval-mode restriction; not duplicates." + "reason": "Different config bug versus Gemma4 FSDP2 attention failure." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same `resize_token_embeddings` regression: model-specific embeddings/output weights are not updated after resize." + "reason": "The titles indicate the same resize_token_embeddings regression, with 45276 being the Gemma4-specific version and 45292 the broader wording." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading support vs a broken official example; too different." + "reason": "Related by model family at most, but not the same bug." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS MoE histogram dtype error vs Nemotron example breakage; unrelated." + "reason": "MPS MoE histogram error is unrelated to the Nemotron example failure." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different Qwen/GLM load-vs-save regressions with no clear shared root cause." + "reason": "Different models and different loading/saving regressions." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling vs mmap/OOM workaround; different issues." + "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 the only accepted soft-edge pair is supported by the titles as the same `resize_token_embeddings` regression family. The rejects are generally conservative and do not overclaim shared root cause. No PRs were provided, so the PR fields are appropriately null." + "accept": false, + "feedback": "The overall clustering judgment is plausible, but the canonical-issue rationale overstates what is supported by the packet. From the provided metadata/titles we can infer that 45276 is Gemma4-specific and 45292 is the broader resize_token_embeddings/output_embeddings report, but we cannot verify claims like \"detailed reproduction\" or that it \"fully describes\" the failure. Please keep the justification limited to what is directly grounded in the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2535,11 +2535,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 8, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -2613,8 +2613,8 @@ "issue:43425|issue:43716", "issue:44530|issue:45084", "issue:43906|issue:44530", - "issue:44479|issue:44805", "issue:44265|issue:44898", + "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:39404|issue:44912", "issue:43901|issue:44509", @@ -2624,20 +2624,20 @@ "issue:43994|issue:44079", "issue:43299|issue:43931" ], - "prepared_review_unit_hash": "e8e46bf3fc84a19ecce1eab7bde00e793d1f0a8183915214f622864b090fda4e", + "prepared_review_unit_hash": "a46f4aa2f503d1024b7b5f15e1727f512982ee01ca25de8f4c4c599402f77224", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36482, + "serialized_chars": 36484, "estimated_input_tokens": 9121, "estimated_eval_tokens": 18498 }, @@ -2646,132 +2646,132 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are related only at a broad subsystem level (tokenizers, model loading, save/load, or training) and do not look like the same concrete bug. The only clear duplicate-like pair is the resize_token_embeddings regression across generic and t5gemma-specific embeddings.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45292 is the broader representation of the resize_token_embeddings regression; issue:45335 looks like the t5gemma-specific manifestation of the same missing embedding-resize behavior.", + "summary": "Mostly unrelated Transformers regression reports grouped by broad semantic similarity. The only clear duplicate-like pair is the resize_token_embeddings/output-embedding bug; the Qwen3-VL MoE loading pair also looks like the same underlying model-loading failure.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45698 is the most active and currently open report, with multiple inbound references and a broad, user-facing custom-model save/load failure that best represents the cluster\u2019s serialization-related regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best issue representative here because it states the underlying API regression generically and can subsume the t5gemma variant.", + "best_issue_reason": "issue:45698 is the strongest representative issue here because it is active, well-scoped, and central to a core save/load code path with clear external impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is continue_final_message behavior for mistral_common; different bugs." + "reason": "Both involve tokenizers, but one is a BPE-marker handling bug and the other is continue_final_message behavior for mistral_common; different failure modes." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different model families and failure modes; video regression vs strict config loading." + "reason": "Different subsystems: Qwen video-input regression vs. granite_speech config loading/strict config handling." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "One is gradient checkpointing in eval mode, the other is Qwen3.5 RLHF NaN from 3D position_ids and SDPA fallback; unrelated." + "reason": "One is eval-mode gradient checkpointing, the other is Qwen3.5 RLHF numerical instability from 3D position_ids/SDPA fallback; not the same bug." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load of custom models, but one is read-only permission propagation and the other is wrong module selection after save_pretrained; distinct bugs." + "reason": "Both touch custom model save/load, but one is read-only file permission propagation and the other is wrong module resolution after save_pretrained." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different attention-path failures: flash_attention s_aux=None crash vs Gemma4 FSDP2 shared_kv_states KeyError." + "reason": "Different code paths: flash_attention sink-less crash vs. Gemma4 FSDP2 shared_kv_states KeyError." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." + "reason": "Custom model initialization in notebooks is unrelated to Trainer checkpoint-resume max_steps calculation." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying regression: resize_token_embeddings fails to propagate to output embeddings/decoder.embed_tokens; the second is a model-specific instance." + "reason": "Same underlying resize_token_embeddings bug: the resized weights are not propagated to the output/decoder embeddings, with t5gemma as a model-specific manifestation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Both are about custom-model workflows, but notebook initialization and extra_state save/from_pretrained handling are different issues." + "reason": "Notebook custom-model initialization breakage is not the same as save/from_pretrained extra_state handling." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both are dtype-mismatch reports, but one is autocast on Phi-tiny-MoE and the other is meta-device loading on different models." + "reason": "Both are dtype/device-related, but one is autocast mismatch on Phi-tiny-MoE and the other is meta-device loading failures on different models." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Related to tokenizer/model loading, but pad/unk vocab-size mismatch is not the same as ScandiBERT load failure." + "reason": "Tokenizer vocab-size mismatch for pad/unk tokens is not the same as a general inability to load ScandiBERT." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility is a version-level issue; Phi-tiny-MoE autocast dtype mismatch is a model-specific runtime bug." + "reason": "Torch 2.10 incompatibility is broader/platform-level, while the other is a model-specific autocast dtype mismatch." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is performance of convert_tokens_to_ids and the other is a leading-space round-trip correctness bug." + "reason": "Performance regression in convert_tokens_to_ids is unrelated to CodeLlama leading-space round-trip behavior." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite token ID corruption is a correctness regression; convert_tokens_to_ids slowdown is a performance regression." + "reason": "Granite token IDs are wrong, while the other issue is about convert_tokens_to_ids slowness; different symptoms and fixes." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap OOM behavior." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-map mismatch are different code paths and symptoms." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device-map mismatch are different code paths." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language and a generic tokenization-version complaint do not describe the same bug." + "reason": "Whisper pipeline return_language regression is unrelated to tokenization changes in transformers version." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading failure and notebook custom-model initialization are separate custom-model regressions." + "reason": "base_model_prefix loading regression is not the same as notebook-defined custom model initialization failure." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility is not the same as Gemma4 PLE device mismatch with device_map=auto." + "reason": "Torch version incompatibility is not the same as Gemma4 device placement mismatch." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch 2.10 incompatibility and Mistral-3 dtype mismatch with the image preprocessor are unrelated." + "reason": "A general torch incompatibility is not the same as a Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to the non-template-node compilation error." + "reason": "PagedAttentionCache linear_attention crash and compile non-template nodes are different failures." }, { "left": "issue:43906", @@ -2780,70 +2780,70 @@ "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Video-input regression for Qwen VL models and a generic mask/tensor shape mismatch are different failures." + "reason": "torch.export.export with torch_compilable_check is unrelated to Perceiver non-default resolution interpolation failure." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "torch.export/torch_compilable_check failure and Perceiver interpolate_pos_encoding bug are distinct model/export problems." + "reason": "Video-input regression in Qwen models and an index/mask shape mismatch are not the same bug." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup and template-node compilation errors are unrelated." + "reason": "Float8 storage lookup and non-template node compilation are unrelated." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback on git-oss-20b." + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated regressions." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs mentioning removed pipelines and return_all_scores behavior mismatch are related to docs/API drift but not the same concrete issue." + "reason": "Outdated return_all_scores docs are separate from docs for removed pipeline tasks." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking in TRL SFT trainer are unrelated." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "An isolated reproduction of another issue and a mistral_common continue_final_message tokenizer bug are not the same failure." + "reason": "An isolated reproduction of a prior issue is not the same as the mistral_common continue_final_message tokenizer bug." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "sinq save/load corruption and continue_final_message tokenization are unrelated bugs." + "reason": "Quantized-model save/load breakage is unrelated to continue_final_message tokenizer behavior." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 pipeline nonsense outputs and ModelOutput key assignment are different problems." + "reason": "SigLIP2 nonsense outputs and ModelOutput key assignment with None are different failure modes." }, { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Both are Qwen3-VL loading issues, but one targets MoE loading broadly and the other is a specific weight-shape mismatch; not clearly the same concrete bug." + "accept": true, + "reason": "Both describe the same Qwen3-VL MoE loading regression: a broad dev0 breakage showing up as specific weight-shape mismatch on a Qwen3-VL-30B-A3B-Instruct checkpoint." } ] }, "evaluator_result": { "accept": true, - "feedback": "The mapping is grounded in the packet, and the soft-edge decisions are conservative overall. The only accepted pair, issue:45292 vs issue:45335, is a plausible same-bug duplicate around resize_token_embeddings not propagating to the relevant embedding modules. The other pairs are appropriately rejected as broader subsystem similarity rather than the same concrete bug." + "feedback": "The clustering judgment is grounded in the packet. The two accepted pairs are conservative and well-supported by the issue titles and descriptions: resize_token_embeddings/output_embeddings, and the Qwen3-VL model-loading shape-mismatch reports. The rejected pairs generally involve clearly different subsystems or failure modes. Canonical issue selection is also defensible from the packet metadata (open, active, multiple inbound refs)." }, "evaluator_used": true, "retried": false, @@ -2856,11 +2856,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 9, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -2919,16 +2919,16 @@ "issue:43596|issue:44683", "issue:44991|issue:45081", "issue:43856|issue:44756", - "issue:42796|issue:43404", "issue:44164|issue:44479", + "issue:42796|issue:43404", "issue:44462|issue:46489", "issue:39404|issue:44671", "issue:44488|issue:45081", "issue:44661|issue:44683", "issue:44488|issue:44987", "issue:44737|issue:45859", - "issue:43611|issue:43644", "issue:32090|issue:39404", + "issue:43611|issue:43644", "issue:43582|issue:43632", "issue:46285|issue:46402", "issue:43716|issue:45084", @@ -2945,14 +2945,14 @@ "issue:40444|issue:46326", "issue:43883|issue:44488" ], - "prepared_review_unit_hash": "37fab4528c5005152a0c48e6e95e2907038065d33a74d6f75375167ff48bf1bc", + "prepared_review_unit_hash": "7f26d4145cb70e3fed33c9a57ccb81c6b94bb08f831c47185f41749e8ec6be83", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, @@ -2967,198 +2967,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically related to Transformers v5 regressions, but the individual issues point to different concrete bugs across tokenizers, model loading, multimodal paths, and training/runtime edge cases. I did not find any soft pair that is clearly the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43646 is the best representative issue because it describes a broad Transformers v5 initialization regression and sits closest to the cluster\u2019s recurring v5 breakage theme.", + "summary": "This cluster is loosely centered on Transformers v5/v5.x regression reports, especially model/tokenizer loading and initialization issues, but many pairs are still unrelated concrete bugs. I did not find any PRs in the cluster.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the dominant theme: v5 breaking model loading/initialization behavior across models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest canonical issue candidate: broad, version-specific, and more representative than the narrower tokenizer/model-specific reports in the set.", + "best_issue_reason": "Issue 43611 is the best single anchor for the cluster because it describes the most general and recurring failure mode seen across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Different failures: a T5 tokenizer method-name conflict vs gguf_file loading breakage for AutoTokenizer/AutoModelForCausalLM." + "reason": "Different subsystems and failures: T5 tokenizer method conflict vs gguf loading path breakage." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading complaints, but one is CamemBERT MLM prediction correctness and the other is loading EMBEDDIA/est-roberta tokenizer." + "reason": "Both are tokenizer/model regressions, but they affect different models and different concrete code paths." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Unrelated code paths: extra_state save/load handling vs AutoModelForCausalLM.from_config unwrapping composite Qwen text_config." + "reason": "Unrelated: extra_state save/load handling vs composite Qwen config unwrapping." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different subsystems: DeepSpeed ZeRO-3/BertModel init error vs compiled flex_attention failure on torch >= 2.9." + "reason": "Different problem domains: DeepSpeed zero3/BertModel init vs torch 2.9 flex_attention compilation." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer bugs: loading a tokenizer for EMBEDDIA/est-roberta vs Mistral regex patch crashing on tokenizer backend access." + "reason": "Both touch tokenizers, but one is a model-specific tokenizer load failure and the other is a Mistral regex patch crash." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Different performance/memory issues in unrelated contexts: Qwen3 MoE training memory use vs disabling mmap on Strix Halo to avoid OOM." + "reason": "Different runtime environments and causes: Qwen3 MoE training memory usage vs Strix Halo mmap/OOM behavior." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "One is a tokenizer BPE-marker handling bug; the other is a missing lm_head weight tie in Mistral3 multimodal generation." + "reason": "Different bugs: checkpoint extra_state handling vs Whisper video-input regression." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video-input regression." + "reason": "Tokenizer BPE marker handling is unrelated to Mistral3 lm_head weight tying." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizer loading/output, but one is ignoring tokenizer.json in AutoTokenizer while the other is a DeepSeek-Coder v1 output regression with a specific fix gap." + "reason": "Both are tokenizer-related, but one ignores tokenizer.json and the other is a DeepSeek-Coder tokenization output regression." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to CamemBERT masked LM prediction errors." + "reason": "Whisper pipeline return_language regression is unrelated to CamemBERT masked-LM prediction changes." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are model-loading related, but one is a repository-loading failure for cjvt/sleng-bert and the other is a Mistral regex patch crash." + "reason": "Both are model load issues, but they involve different models and different failure mechanisms." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different bugs: add-new-model-like failure in tokenizer mapping vs flex_attention compilation failure." + "reason": "Model registration logic vs compiled flex_attention are unrelated code paths." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but the affected models and failure modes are different; not the same underlying bug." + "reason": "Both are loading failures, but they concern different repositories and likely different root causes." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU placement bug in relative positional encoding vs Qwen3_5 MoE rotary embedding incompatibility with CPU offload." + "reason": "Different performance/device issues: XLNet CPU arange placement vs Qwen3.5 MoE CPU offload incompatibility." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Both are Transformers v5 regressions, but one affects base_model_prefix loading and the other non-persistent buffer initialization; different concrete bugs." + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language behavior." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model families and issues: CLIP structure inconsistency vs Sam3Model text encoder weights not loading." + "reason": "Different model-structure regressions: CLIP text-model structure mismatch vs Sam3 text encoder weights loading." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to the template-node compilation TypeError." + "reason": "Mistral dtype mismatch in multimodal preprocessing is unrelated to template compilation errors." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-token conflict and Qwen3 MoE FineGrainedFP8Config failure are unrelated." + "reason": "T5 tokenizer load conflict and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b is not the same bug as runtime post-processor updates when special tokens change." + "reason": "Perplexity anomaly on gpt-oss is unrelated to runtime post-processor updates in TokenizersBackend." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code missing fields is unrelated to PagedAttentionCache crashing on invalid group type." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type crashes." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting bug and Qwen2.5-VL iterable dataset multi-image finetuning failure are different problems." + "reason": "TrainerState token counting and multimodal IterableDataset failures are unrelated." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but they concern different models and likely different loader paths." + "reason": "Both are load failures, but they concern different models and no shared concrete bug is evident." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/backend installation issue is different from the BACKENDS_MAPPING error for tensorflow_text." + "reason": "Package backend omission and BACKENDS_MAPPING validation errors are different backend-selection issues." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "torch dynamo tracing failure in MixtralForCausalLM is unrelated to the non-template-node compilation error." + "reason": "Mixtral torch-dynamo grouped_mm tracing failure is unrelated to non-template-node compilation errors." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens behavior is different from empty-transcription generation after align_special_tokens." + "reason": "Both involve Whisper special-token handling, but one is batch_decode skipping and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3 MoE training with FineGrainedFP8Config is unrelated to PagedAttentionCache group-type crashes in Qwen3.5 models." + "reason": "Qwen3Moe FP8 training and Qwen3.5 PagedAttentionCache crashes are different failures." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is junk-filled non-persistent buffers and the other is custom model initialization; not the same concrete bug." + "reason": "Both are v5 regressions, but one concerns non-persistent buffers and the other custom model initialization; too broad to merge." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is unrelated to mistral_common continue_final_message behavior." + "reason": "Multimodal fine-tuning with multiple images and Mistral-common final-message handling are unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo all_tied_weights_keys attribute error is unrelated to loading cjvt/sleng-bert." + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for sleng-bert." } ] }, @@ -3174,11 +3174,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 10, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -3236,21 +3236,21 @@ "issue:36032|issue:43645", "issue:43317|issue:43482", "issue:45084|issue:45507", - "issue:44849|issue:45325", "issue:44987|issue:44991", + "issue:44849|issue:45325", "issue:44464|issue:45987", - "issue:43746|issue:46326", "issue:43262|issue:43377", + "issue:43746|issue:46326", "issue:43645|issue:44534", - "issue:43646|issue:44534", "issue:43883|issue:44991", + "issue:43646|issue:44534", "issue:43404|issue:44466", "issue:44403|issue:45081", "issue:42915|issue:45084", "issue:43994|issue:44610", "issue:43377|issue:43819", - "issue:28530|issue:34567", "issue:43322|issue:43540", + "issue:28530|issue:34567", "issue:43089|issue:45987", "issue:44451|issue:45081", "issue:44987|issue:45081", @@ -3265,184 +3265,184 @@ "issue:44479|issue:45325", "issue:36032|issue:41720" ], - "prepared_review_unit_hash": "c5ca9f4e4080e9f5679f72c14b0ff9457fde5f9d5b88a4e567b76b560750358d", + "prepared_review_unit_hash": "f11cd03c0331b2e50a4492ae8723ef1df516087ab15faea527d37322672ac38a", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37193, - "estimated_input_tokens": 9299, - "estimated_eval_tokens": 18854 + "serialized_chars": 37183, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers v5 regression reports, with a common surface theme of loading/save_pretrained/tokenizer issues. Per the packet, none of the soft pairs are deterministic duplicates, so I reject all soft-edge merges conservatively.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 44991 is the best representative anchor for the cluster because it is a concrete, version-gated loading regression with a clear failure mode and broad enough scope to stand in for the loading-regression subcluster.", + "summary": "Mostly heterogeneous cluster. The only clearly supported duplicate subgroup is the Qwen3.5 `save_pretrained` regression pair (45216/45357); the other soft links are too broad or point to different root causes.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45216 is the best canonical anchor: it reports the core Qwen3.5 `save_pretrained` regression, and 45357 is a later follow-up showing the same incorrect visual encoder keys persist.", "canonical_pr_reason": null, - "best_issue_reason": "44991 has the clearest standalone regression boundary and the most directly triageable repro among the issue set, so it is the strongest issue to use as the cluster\u2019s representative.", + "best_issue_reason": "45216 is the strongest representative issue in the cluster because it captures the main Qwen3.5 checkpoint-saving defect and has a closely matching follow-up in 45357.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-related, but they describe different concrete failures and do not look like the same bug." + "reason": "Both are audio-related, but they describe different failures: unsupported `center` handling vs fbank feature extraction." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve loading regressions, but one is a gguf_file/from_pretrained breakage and the other is a Qwen2.5-GGUF v5 failure; too weak to treat as duplicates." + "reason": "Both involve GGUF/model loading, but the titles point to different failures and not the same concrete bug." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict vs custom model initialization in Jupyter are different code paths and symptoms." + "reason": "Tokenizer constructor conflict and custom model initialization in notebooks are unrelated regressions." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Device_map/offload dequantized-model loading and Qwen2.5-GGUF loading are distinct failures." + "reason": "Dequantized offload loading failure and Qwen2.5-GGUF loading failure are different code paths and error modes." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different subsystems and failure modes; no evidence they share one underlying bug." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Hidden-states behavior and rope/position-id scaling are not the same concrete issue." + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated bugs." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 loading regressions, but they affect different artifacts and failure mechanisms." + "reason": "Both are loading regressions, but for different models and likely different root causes." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Chunked generation inconsistency and StaticCache return-type issues are separate bugs." + "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL temporal position-id scaling bug are different defects." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "PEFT checkpoint loading and continue_final_message tokenizer handling are unrelated code paths." + "reason": "Chunked generation inconsistency and `get_seq_length()` returning the wrong type are not the same bug." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and MIMI batch padding-mask behavior are different issues." + "reason": "Sampling-rate defaulting and missing padding-mask support are distinct audio issues." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Custom model init in notebooks and non-persistent buffer junk are distinct regressions." + "reason": "PEFT local-checkpoint loading and `continue_final_message` behavior are unrelated." }, { - "left": "issue:43646", + "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage and buffer initialization problems do not look like one bug." + "reason": "Custom model initialization in notebooks is unrelated to non-persistent buffer serialization junk." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights attribute and tokenizer/model loading regression are different failure modes." + "reason": "Missing tied-weights attribute and tokenizer loading failure are different problems." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression and buffer serialization corruption are unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Untied lm_head weights and serialization inconsistency are related in theme but not the same concrete defect." + "reason": "Both mention tied weights, but one is a model-tying bug and the other is device-dependent serialization." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise and a specific Mistral regex crash are not duplicates." + "reason": "Generic loading noise is not the same as the Mistral regex crash." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 model loading failure and template compilation error are unrelated." + "reason": "FP8 model-loading failure and template compilation error are unrelated." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Wrong model outputs and wrong processor image size are separate bugs." + "reason": "Bad vision-model outputs and processor size mismatch are different regressions." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Missing padding-mask support and missing STE in DAC are different algorithmic problems." + "reason": "Missing padding-mask support and missing STE affect different audio mechanisms." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Early-stopping metric selection and token-count tracking are unrelated trainer bugs." + "reason": "Llava Next segfault and Qwen3OmniMoe video ValueError are different failures." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Llava loading segfault and Qwen3OmniMoe video ValueError are different code paths." + "reason": "Early-stopping metric handling and `num_input_tokens_seen` updates are unrelated trainer issues." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation overhead/per-token syncs is not the same as the cache-length type contract issue." + "reason": "Generation performance overhead is not the same defect as the cache sequence-length contract violation." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "A model-specific load failure and a tokenizer regex crash are different bugs." + "reason": "ScandiBERT loading failure and Mistral regex patch crash are different tokenizer/model issues." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Tokenizer-loading regression and Mistral regex patch crash are unrelated." + "reason": "Tokenizer/model loading regression and tokenizer regex crash are different bugs." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export failure and processor size mismatch are distinct issues." + "reason": "torch.export failure with `torch_compilable_check` is unrelated to OmDet-Turbo preprocessing size." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config loading and init_empty_weights argument mismatch are different failures." + "reason": "FP8 config loading and `_is_hf_initialized` argument errors are different initialization failures." }, { "left": "issue:44220", @@ -3453,54 +3453,54 @@ { "left": "issue:45216", "right": "issue:45357", - "accept": false, - "reason": "Both concern Qwen3.5 save_pretrained regressions, but the packet does not support treating them as one concrete duplicate bug." + "accept": true, + "reason": "Both describe the same Qwen3.5 `save_pretrained` regression producing incorrect checkpoint contents; 45357 is a direct follow-up." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict and MobileLLM key error have different root causes." + "reason": "Tokenizer constructor conflict and MobileLLM key error are unrelated." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading regression and slow-tokenizer performance regression are separate problems." + "reason": "Tokenizer load failure and tokenizer conversion slowdown are different bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument duplication is a tokenizer-construction error, not the same as the model-loading regression." + "reason": "AddedToken constructor conflict is not the same as a model loading failure." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure and missing Float8 storage are different failures." + "reason": "Both involve float8/fp8, but they are different code paths and failures." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Video-input regression across Qwen variants and Qwen2.5-VL rope scaling bug are not the same underlying issue." + "reason": "Video-input regression across several Qwen models and still-image temporal position-id scaling are not the same root bug." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:44534", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer construction error and Qwen3 device-mapping cuda assert are unrelated." + "reason": "Non-persistent buffer junk and compiled flex_attention failure are unrelated regressions." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the analyst overstates evidence in the soft-edge verdicts. In the packet, every listed soft pair has `deterministic_accept: false`, including 43452/43482 and 45216/45357, but the analyst marked both as accepted duplicates. That is not conservative and is not grounded in the packet. The overall summary is mostly plausible, but the duplicate-pair conclusions should be downgraded to rejected or at most uncertain." + "feedback": "The Qwen3.5 save_pretrained pair is well grounded, but the other accepted soft-edge links are too strong for the packet evidence. `43452` vs `43482` are both GGUF/loading issues, yet the titles do not support the same root bug. `44479` vs `45325` are both Qwen/VL-related, but one is a broad video-input regression and the other is a still-image temporal position-id scaling bug; that is not enough to call them the same defect. The summary also overstates the cluster structure by describing these as clear duplicate subgroups. Conservative links would be to reject these softer matches and keep only the clearly supported Qwen3.5 pair." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3509,11 +3509,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 11, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -3577,20 +3577,20 @@ "issue:45812|issue:46491", "issue:43792|issue:44589", "issue:44403|issue:44991", - "issue:33666|issue:40444", "issue:43632|issue:44534", + "issue:33666|issue:40444", "issue:40990|issue:44811", "issue:43381|issue:45923", "issue:44079|issue:45663", - "issue:43421|issue:44568", "issue:44291|issue:44589", + "issue:43421|issue:44568", "issue:41553|issue:43582", "issue:35707|issue:40444", "issue:43482|issue:45538", "issue:43482|issue:43525", "issue:43317|issue:43856", - "issue:44829|issue:45479", "issue:42175|issue:45542", + "issue:44829|issue:45479", "issue:43818|issue:46402", "issue:43818|issue:45357", "issue:44079|issue:44534", @@ -3599,220 +3599,220 @@ "issue:43377|issue:45491", "issue:41720|issue:45081" ], - "prepared_review_unit_hash": "19ab70b8d7e5e2c3a4c0731c6cd787eb7e067845264f35d26524e7068641159b", + "prepared_review_unit_hash": "c4d421295e85b599a102ccbca40a5c53cb2646799151664a6c97f73e030f6c2a", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37141, - "estimated_input_tokens": 9286, - "estimated_eval_tokens": 18828 + "serialized_chars": 37140, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of model- and framework-specific issues, not a true duplicate cluster. The soft pairs mostly share only broad subsystem or model-family similarity, so I reject them all.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45812 is the strongest anchor: it describes a broad, silent v4\u2192v5 tokenizer regression affecting all Granite models and has inbound references, making it the most representative issue in this set.", + "summary": "This cluster is mostly a loose bag of unrelated Transformers issues, with only a mild tokenizer/v5 regression theme. I do not see any true duplicate PRs, and none of the soft issue pairs look like the same underlying bug or change.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 45812 is the broadest, most central tokenizer regression in the set: it describes a silent v4\u2192v5 break affecting all Granite models and has inbound references, making it the best single umbrella issue among otherwise disparate reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the most actionable high-signal report in the group, with a clear regression description and broad impact across a model family.", + "best_issue_reason": "45812 is the strongest standalone issue to anchor the cluster because it is user-impactful, cross-cutting, and closer to a root-cause tokenizer regression than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding-window handling vs GraniteSpeech config strictness." + "reason": "Different problems: Qwen3-MoE sliding-window behavior vs GraniteSpeech config strictness." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Unrelated failure modes: v5 init-flag regression vs Apple Silicon mmap/OOM behavior." + "reason": "Unrelated failures: _is_hf_initialized regression vs mmap/OOM on Strix Halo." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct code paths." + "reason": "Different code paths: base_model_prefix loading vs non-persistent buffer initialization." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is multi-image iterable training failure and the other is temporal position-id scaling in rope indexing." + "reason": "Same model family, but distinct bugs: iterable-dataset multi-image training vs rope index scaling." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE marker handling vs GraniteSpeech PEFT checkpoint loading; not the same underlying bug." + "reason": "Different subsystems: tokenizer BPE markers vs PEFT/local-checkpoint loading." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility and load-time noise are different issues." + "reason": "Torch compatibility issue vs noisy loading output; not the same bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and symptoms: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window bug." + "reason": "Different model/load failures: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding window." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behavior (Granite token IDs vs CodeLlama leading-space round-trip)." + "reason": "Both are tokenizer regressions, but they affect different models and different behavior (Granite IDs vs CodeLlama round-trip spacing)." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." + "reason": "Distinct runtime failures: Whisper execution vs missing Float8 storage object." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unnecessary load noise is not the same as EMBEDDIA tokenizer loading failure." + "reason": "Different issues: extra load-time noise vs tokenizer loading failure for a specific model." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Multi-GPU training support and iterable-dataset multi-image prompt failure are distinct Qwen2-VL training problems." + "reason": "Different regressions with no shared failing code path." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Different regressions: missing _is_hf_initialized handling vs junk-filled non-persistent buffers." + "reason": "Different training scenarios and failure modes; not the same bug." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on a language-model benchmark is unrelated to Whisper skip_special_tokens behavior." + "reason": "Unrelated issues: perplexity anomaly vs Whisper batch_decode behavior." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode checkpointing restriction and missing gradient-checkpointing flag are related broadly, but not the same bug." + "reason": "Gradient checkpointing eval-mode error is different from missing supports_gradient_checkpointing flag." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma-4 shared_kv_states KeyError are different issues." + "reason": "ModelOutput key handling vs Gemma-4 FSDP2 attention KeyError are unrelated." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS omission are separate tokenizer bugs." + "reason": "Both are v5-related type errors, but they are clearly different bugs in different loading paths." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are unrelated TypeErrors." + "reason": "Both involve special tokens, but one is runtime post-processor syncing and the other is add_special_tokens behavior for a specific tokenizer." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad tokenizer error messaging is unrelated to the Apple Silicon warmup TypeError." + "reason": "Bad tokenizer error message vs AppleSilicon allocator TypeError; unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is not the same as multi-image iterable dataset training failure." + "reason": "Different generation/training bugs with no shared code path." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are different bugs." + "reason": "GGUF loading regression vs CLIPTokenizer max-length bug are unrelated." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are unrelated issues." + "reason": "Different model/config failures; no evidence of the same underlying bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload loading failure and Qwen3 MoE training memory inefficiency are different code paths." + "reason": "Different issues: dequantized model offload loading vs Qwen3 MoE training memory use." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Similar training symptoms, but flash_attention_3 degeneration and num_labels=1 zero-loss are different root causes." + "reason": "Both are backend/package-related, but they are not the same installation bug." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Both touch TensorFlow availability, but one is missing TF from the torch extra and the other is a tensorboard-only backend error." + "reason": "Both mention degenerate training, but one is FA3 sequence-classification behavior and the other is a loss formulation bug." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA architecture/weights issues are unrelated to Sam3Model text-encoder loading." + "reason": "Different multimodal model loading defects with different symptoms and code paths." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different model families and different save/load problems." + "reason": "Both touch multimodal weights, but one is missing temporal attention and the other is wrong visual-encoder save keys." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated regressions." + "reason": "Distinct internal regressions: ModelOutput key assignment vs buffer initialization." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Tokenizer.json being ignored is a different loading bug from Granite token-ID regression." + "reason": "Related to tokenizer loading, but one is ignored tokenizer.json and the other is wrong Granite token IDs." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window and init_empty_weights _is_hf_initialized issues are unrelated." + "reason": "Different problems: sliding-window behavior vs unexpected _is_hf_initialized argument." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI padding-mask mismatch and Gemma3 all-padding-window NaNs are both batching issues, but not the same bug." + "reason": "Different batching/padding bugs in different models and code paths." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash are unrelated." + "reason": "Different Qwen/model-loading failures; one is cudaErrorAssert during device mapping, the other is a Mistral tokenizer patch crash." } ] }, @@ -3828,11 +3828,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 12, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -3892,8 +3892,8 @@ "issue:43611|issue:43646", "issue:43749|issue:44079", "issue:45325|issue:45381", - "issue:42796|issue:45381", "issue:42175|issue:43296", + "issue:42796|issue:45381", "issue:43994|issue:44898", "issue:43792|issue:43957", "issue:45325|issue:45834", @@ -3919,20 +3919,20 @@ "issue:41720|issue:45823", "issue:46305|issue:46315" ], - "prepared_review_unit_hash": "c23834375bea6f07da82e8ffd4d1b31a66f7727b9a5fe18e3f0f2b6a831b68e3", + "prepared_review_unit_hash": "9c16d55ced78fe817e99c3a4ec49852d5fe380c1681383b2ce01588fa722772f", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37185, + "serialized_chars": 37187, "estimated_input_tokens": 9297, "estimated_eval_tokens": 18850 }, @@ -3941,213 +3941,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated bugs. issue:43646 remains the best broad issue representative for the v5 init/load regression cluster, but the Qwen2.5-VL position-id reports are only related at a high level and should not be merged as the same bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43646 is the broadest representative of the repeated Transformers v5 initialization/loading regressions in this set, and it captures the shared failure mode better than the narrower model-specific reports.", + "summary": "This is a loose theme cluster around many unrelated Transformers regressions and model-specific bugs, not a tight duplicate set. I found no convincing duplicate pairs, so all soft edges are rejected. If forced to pick one issue as the cluster representative, 43611 is the broadest loading-regression report, but it does not actually cover the rest of the cluster.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43611 is the broadest and most general report in the set (Transformers 5.0.0 breaking model loading via base_model_prefix), so it is the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best overall issue candidate because it is the most central, general, and representative of the v5 init/load breakage cluster.", + "best_issue_reason": "issue:43611 best fits as a representative issue because it describes a generic v5 loading regression rather than a narrow model-specific symptom, but the surrounding items are too diverse to treat it as a true umbrella duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different bugs: tied/non-persistent buffer serialization vs ModelOutput key assignment." + "reason": "Different failure modes: buffer serialization/junk vs ModelOutput key assignment." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen multimodal issues, but multi-image finetuning and video vision_position_ids are different code paths." + "reason": "Both are Qwen2.5-VL regressions, but one is multi-image finetuning and the other is video position ids; not the same concrete bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to a bfloat16 dtype mismatch in inference." + "reason": "Unrelated code paths: torch.export with torch_compilable_check vs bfloat16 dtype mismatches." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Related v5 regressions, but base_model_prefix loading and custom model initialization are distinct failures." + "reason": "Both are v5 loading/init regressions, but the concrete breakage differs: base_model_prefix loading vs custom model initialization." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key handling are unrelated." + "reason": "FSDP CPU-efficient loading vs ModelOutput key handling are unrelated." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Same Qwen2.5-VL position-id area, but still-image temporal scaling and video vision_position_ids are not enough evidence of one shared bug." + "reason": "Related area, but still-image temporal scaling and video vision_position_ids are distinct symptoms and likely distinct fixes." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position IDs." + "reason": "TensorFlow packaging/backend issue vs PaddleOCR-VL load failure in vLLM." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Missing TensorFlow backend and PaddleOCR-VL loading in vLLM are different subsystems and failures." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL position-id regressions." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model regressions, but they affect different models and different failure mechanisms." + "reason": "Different models and bugs: SigLIP2 bad outputs vs Perceiver resolution/interpolation failure." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device loading regression do not describe the same bug." + "reason": "Whisper runtime failure is not the same as meta-device loading breakage." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position IDs and Kosmos2.5 OCR long-input indexing are unrelated." + "reason": "Both are vision/model-input issues, but one is Qwen2.5-VL position ids and the other is Kosmos2.5 OCR indexing." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is a tying bug and the other is serialization inconsistency." + "reason": "Both mention lm_head/tied weights, but one is a model-specific tying bug and the other is device-dependent serialization inconsistency." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are separate problems." + "reason": "_is_hf_initialized breakage is unrelated to dtype mismatch during inference." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and loading paths: Qwen3Moe FP8 vs Qwen2.5-GGUF v5 loading." + "reason": "Different models and failures: FP8 config handling vs GGUF loading in v5." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position ids." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights argument handling and strict config loading are different issues." + "reason": "Unexpected init_empty_weights argument vs strict config loading are different load-time problems." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-position regression and Gemma4 device placement are not the same bug." + "reason": "Different models and failure surfaces: Qwen VL video regression vs Gemma4 device-map mismatch." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM is unrelated to torch/transformers version incompatibility." + "reason": "PaddleOCR-VL load failure and torch/transformers compatibility are not the same bug." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization offload behavior and tokenizer slowdown/version drift are unrelated." + "reason": "Quantization/offload behavior and tokenization version changes are unrelated." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export failure are different code paths." + "reason": "CPU offload device mismatch vs torch.export/torch_compilable_check are different issues." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling rate default and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on one model and Whisper empty-transcription generation failure are unrelated." + "reason": "Perplexity anomaly and Whisper empty-transcription failure are unrelated." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer marker handling and FP8 inference on B200 are unrelated." + "reason": "Tokenizer marker handling vs FP8 inference on B200 are different problems." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two model-loading failures, but no evidence they share the same underlying bug." + "reason": "Different models and symptoms: glm-4v loading failure vs sleng-bert loading failure." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice preset and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Different failures: generation cache handling vs Qwen3 device-map CUDA assert." + "reason": "Progressive generation bug vs Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied-weight text generation bug and Bamba SDPA compile failure are unrelated." + "reason": "lm_head tying bug and Bamba SDPA/torch.compile failure are different code paths." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash and torch.export failure are different problems." + "reason": "Tokenizer padding/truncation crash and torch.export failure are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc example issues and Qwen2.5-VL multi-image finetuning failure are unrelated." + "reason": "SigLIP2 docs/example problems and Qwen2.5-VL multi-image finetuning failure are different bugs." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload mismatch and DAC from_latents/forward mismatch are unrelated." + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents/STE mismatch." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-related, but they affect different models and different failure modes." + "reason": "Different model families and failure modes despite both involving device maps." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Streaming mask off-by-one and tokenizer conversion slowdown are unrelated." + "reason": "Streaming mask off-by-one and tokenizer performance regression are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Rejecting because one soft-edge verdict is too strong for the evidence in the packet. `issue:45325` and `issue:45381` are certainly related, but the titles only show a shared Qwen2.5-VL / position-id theme: one is about still-image temporal position_ids being scaled incorrectly, the other about video input vision_position_ids being wrong. That is not enough on its own to conclude they are the same bug. The overall summary is mostly grounded, but this accepted duplicate-like pair is not conservative enough." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4157,11 +4154,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 13, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -4221,8 +4218,8 @@ "issue:43257|issue:45923", "issue:43317|issue:43873", "issue:43377|issue:44898", - "issue:40990|issue:42947", "issue:43322|issue:46050", + "issue:40990|issue:42947", "issue:43454|issue:43720", "issue:43572|issue:45759", "issue:41720|issue:43322", @@ -4234,32 +4231,32 @@ "issue:41720|issue:44977", "issue:26413|issue:28530", "issue:44387|issue:45704", - "issue:40990|issue:45701", "issue:36331|issue:42617", + "issue:40990|issue:45701", "issue:43450|issue:45701", "issue:36331|issue:42915", - "issue:44186|issue:45072", "issue:44877|issue:44991", + "issue:44186|issue:45072", "issue:43065|issue:46402", "issue:43873|issue:44756", "issue:43577|issue:43708", "issue:43404|issue:45357", "issue:43550|issue:43720" ], - "prepared_review_unit_hash": "7866f5c7185d1ca17b5f68ed4b144495e5d3e5f0c74b94b0cbe10beea90aef80", + "prepared_review_unit_hash": "523e00551cf52a4d1db5e9869012fbd27aea261665c55ff8d875b956322e27a2", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36501, + "serialized_chars": 36502, "estimated_input_tokens": 9126, "estimated_eval_tokens": 18508 }, @@ -4268,198 +4265,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated closed/open Transformers bugs, with only broad thematic overlap around tokenization, loading, offloading, and v5 regressions. None of the soft pairs look like the same concrete underlying bug or change, so all soft edges are rejected. The best cluster anchor is the broad tokenizer-regression report in issue 45920.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45920 is the broadest, highest-signal regression in the set, covering wrong token IDs across multiple models and versions, so it is the best anchor for this loose cluster.", + "summary": "This cluster is heterogeneous: it mixes tokenizer regressions, loading/offload problems, multimodal weight-tying bugs, and training-loop edge cases. None of the soft pairs appear to be the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest concrete issue in the set: it is an open, cross-model tokenizer regression with inbound references, so it is the best umbrella if a single issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 best represents the cluster because it is a concrete, high-impact v5 tokenizer regression with multiple affected model families and the widest scope among the candidates.", + "best_issue_reason": "issue:45920 is the strongest representative issue because it describes a real shared regression pattern rather than a model-specific symptom, and it has the clearest chance of aggregating related tokenizer reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer/BPE-marker bug vs flash-attention generation bug; same general area but different failure modes and code paths." + "reason": "Both are tokenizer/model-behavior bugs, but one is a BPE-marker handling issue and the other is a flash-attention generation issue; different code paths." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching issue vs OmDet processor image-size mismatch; unrelated subsystems." + "reason": "Both involve vision inputs, but one is batched-vs-single padding-mask correctness and the other is a processor/model resolution mismatch." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "One is special-token insertion for a specific tokenizer, the other is wrong token IDs across many models; not the same bug." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across several models." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying bug vs dtype mismatch in bf16 inference; different underlying problems." + "reason": "Both mention dtype/weight handling, but one is lm_head tying in a multimodal model and the other is a bfloat16 dtype mismatch across different models." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MoE weight conversion/loading issue vs missing gradient-checkpointing flag on a trust_remote_code model." + "reason": "Both are model-loading/config issues, but one is Qwen3 MoE weight conversion with accelerate+deepspeed and the other is a missing gradient-checkpointing flag." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization, but one is a specific device_map load failure and the other is a broader offloading regression." + "reason": "Both are offload/quantization related, but one is a specific dequantized-model load failure with device mapping and the other is a broader quantized offloading OOM complaint." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Batch padding-mask output mismatch vs Perceiver resolution/interpolation failure; unrelated model paths." + "reason": "Both are about input handling for vision models, but one is MIMI padding-mask batching and the other is Perceiver image resolution/interpolation behavior." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Perplexity regression vs gradient-checkpointing/LoRA behavior; no shared concrete bug." + "reason": "One is a Llava Next loading segfault and the other is sinq quantization save/load breakage; not the same failure mode." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Llava Next load crash vs sinq save/load breakage; different model families and failure modes." + "reason": "Both concern model quality/perplexity-like symptoms, but one is a specific perplexity regression and the other is ineffective gradient checkpointing with PEFT LoRA." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying problem vs packed-weight unpacking during accelerate loading; not the same issue." + "reason": "One is weight tying in a multimodal generation model; the other is packed-weight unpacking during accelerate loading for BitNet. Different bugs." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing config field vs composite multimodal text_config unwrapping; different config-loading bugs." + "reason": "One is a missing pad_token_idx config regression; the other is improper unwrapping of text_config in composite Qwen multimodal configs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "CUDA assert with auto device mapping vs segmentation fault loading Llava Next; unrelated runtime failures." + "reason": "Different runtime failures: CUDA assert on Qwen3 auto device mapping versus a segmentation fault while loading Llava Next." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP RAM-efficient loading breakage vs non-persistent buffers initialized with junk; both v5-related but distinct defects." + "reason": "One is broken FSDP CPU RAM efficient loading; the other is non-persistent buffers being filled with junk. Similar upgrade scope, but not the same bug." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessor label reduction bug vs missing all_tied_weights_keys on Molmo; unrelated components." + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a missing all_tied_weights_keys attribute in a causal LM." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime issue vs Qwen3Moe FineGrainedFP8Config failure; unrelated." + "reason": "One is a failure to run a 3d_parallel script; the other is a Qwen3Moe FineGrainedFP8Config loading failure. No shared code-path evidence." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "lm_head serialization/tied-weights issue vs incorrect visual-encoder key saving; both serialization bugs but different code paths." + "reason": "Both are v5 save/load regressions around multimodal weights, but they affect different serialized keys and different model components." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Model loading failure vs tokenizer loading regression; different artifacts and failures." + "reason": "Both are tokenizer-loading problems, but they are model-specific and describe different breakages: a load failure for glm-4v-9b versus wrong tokenizer loading for est-roberta." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device-map CUDA assert vs flash-attention generation regression; same model family but different concrete bugs." + "reason": "Both touch Qwen-related inference, but one is a CUDA device-mapping crash and the other is flash-attention generation corruption." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume iterator failure vs early-stopping metric lookup warning; unrelated trainer behaviors." + "reason": "One is resume_from_checkpoint epoch-iterator failure; the other is early-stopping/metric_for_best_model handling. Different trainer logic." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization memory regression vs apex RMSNorm memory leak; not the same underlying cause." + "reason": "One is increased reserved memory under int4 quantization; the other is a T5/apex fused RMSNorm memory leak. Different sources of memory issues." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Perplexity on one model/dataset vs version-dependent tokenization changes; only vague tokenizer overlap." + "reason": "A custom compute_loss signature change is unrelated to a 3d_parallel execution failure." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "CustomTrainer signature breakage vs 3d_parallel.py failure; unrelated." + "reason": "One is a perplexity regression on a specific model/dataset; the other is a broad tokenizer-behavior change. Not the same bug." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bug vs tokenization changes; different components." + "reason": "Video processor batch-shape handling is unrelated to tokenizer behavior changes." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss kwarg regression vs Qwen3Moe FP8 failure; no shared bug." + "reason": "Trainer compute_loss signature breakage and Qwen3Moe FP8 loading are separate issues." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs bf16 dtype mismatch; unrelated issues." + "reason": "One is strict config blocking a model config; the other is tokenizer loading failure. Different layers of the stack." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Strict config loading vs tokenizer loading regression; separate config/tokenizer problems." + "reason": "NER/padding/truncation crashes in a tokenizer are unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs missing Sam3 text-encoder weights; same model family but different code paths." + "reason": "Sam3PixelDecoder's dummy Conv2d and missing Sam3Model text-encoder weights are distinct model issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offloading regression vs mmap OOM on Strix Halo; different memory-management problems." + "reason": "Both are memory/offload-related, but one is quantization offloading and the other is mmap OOM avoidance on Strix Halo; not the same fix." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "dtype propagation bug in Blip2 vs incorrect max_steps after resume; unrelated trainer/model-load bugs." + "reason": "One is dtype not propagating to Blip2 components; the other is incorrect max_steps recomputation when resuming checkpoint with batch-size changes." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head weight tying bug vs incorrect visual encoder key saving; both multimodal model issues but not the same defect." + "reason": "One is lm_head weight tying in Mistral3ForConditionalGeneration; the other is incorrect visual-encoder keys on save_pretrained for Qwen3.5." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure vs packed-weight loading bug; different runtime paths and fixes." + "reason": "torch.compile with SDPA on Bamba is a different failure from BitNet packed-weight unpacking during accelerate loading." } ] }, @@ -4475,7 +4472,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 14, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -4536,8 +4533,8 @@ "issue:44008|issue:45823", "issue:41720|issue:42617", "issue:44423|issue:45406", - "issue:44610|issue:44898", "issue:44186|issue:44610", + "issue:44610|issue:44898", "issue:43295|issue:45701", "issue:43550|issue:43606", "issue:42915|issue:43317", @@ -4551,8 +4548,8 @@ "issue:43526|issue:43881", "issue:44186|issue:44361", "issue:43540|issue:43782", - "issue:42915|issue:43322", "issue:36331|issue:41720", + "issue:42915|issue:43322", "issue:43316|issue:44913", "issue:28530|issue:30064", "issue:29159|issue:36032", @@ -4564,20 +4561,20 @@ "issue:43873|issue:45704", "issue:44387|issue:45701" ], - "prepared_review_unit_hash": "32ae0015b3799789b7deae905772d1f683b036a088d52b3233e146997aba3730", + "prepared_review_unit_hash": "a9e6aa47643c468bbfb384dda376b27c38ce9447980fb1ccd0cad1da037e1260", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36674, + "serialized_chars": 36675, "estimated_input_tokens": 9169, "estimated_eval_tokens": 18594 }, @@ -4586,96 +4583,96 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated issues. The soft pairs mostly share only broad keywords like tokenizers, processors, offloading, quantization, or multimodal serving, but not the same concrete bug or code path.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster does not look like a duplicate set; it is mostly a collection of unrelated Transformers issues with superficial similarity from broad subsystem keywords (tokenizers, quantization, offloading, multimodal).", + "confidence": 0.19, + "canonical_issue_reason": "Issue #43873 is the best umbrella candidate because it is broad, actively discussed, and sits in a recurring failure area (offloading + quantization), but it still does not appear to be the same underlying bug as the others.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue stands out: the cluster spans many unrelated model-, tokenizer-, processor-, and runtime-specific bugs. If forced to pick a representative, issue:43873 is the closest to the offloading/quantization subset, but it does not unify the cluster.", + "best_issue_reason": "#43873 is the strongest issue to anchor triage due to its generality and higher discussion/inbound activity, though the cluster does not form a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different models and failures: Gemma3n audio_mel_mask collision vs Gemma4 PLE device mismatch." + "reason": "Different models and failures: Gemma3n variable-name collision vs Gemma4 PLE device mismatch." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Unrelated problems: Qwen3 auto device mapping cuda assert vs generic 3d_parallel.py execution failure." + "reason": "Unrelated problems: Qwen3 auto device mapping CUDA assert vs inability to run 3d_parallel.py." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both touch serving/multimodal code, but one is a continuous-batching crash and the other is a missing _tokenizer on Gemma4Processor." + "reason": "Both involve serving/multimodal paths, but the concrete crashes differ (_tokenizer missing vs str.to AttributeError)." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Different image-processing bugs: OmDet-Turbo output size mismatch vs Perceiver non-default resolution failure." + "reason": "Tokenizer crash on NER/padding vs processor output resolution mismatch; not the same bug." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to OmDet-Turbo processor resolution output." + "reason": "Both are image-size related, but they affect different models and different code paths." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "One is a regression in processor/tokenizer access; the other is a broad report that tokenization changes across versions." + "reason": "A regression in processor/tokenizer access is not the same as a vague tokenization behavior change." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different code paths: torch.compile+SDPA failure in Bamba vs CPU offload device mismatch in bark-small." + "reason": "Different concrete failures: SDPA/torch.compile vs CPU offload device mismatch." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve model loading/configuration, but one is FineGrainedFP8 on Qwen3Moe and the other is dequantized gpu+cpu offload loading." + "reason": "Both are loading/quantization-adjacent, but one is FineGrainedFP8 model failure and the other is dequantized gpu+cpu offload loading." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "One is a cache-path collision for trust_remote_code; the other is save_pretrained copying read-only permissions." + "reason": "Cache-path collision and read-only permission propagation are unrelated." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to failing to run 3d_parallel.py." + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py runtime issue." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention distributed/parallel loading, but the failures are different models and different behaviors." + "reason": "Different distributed-training problems: device-map CUDA assert vs tensor-parallel-only failure." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM regression and Qwen3 modular recurrent-state reset are unrelated model bugs." + "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3 recurrent-state caching." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8 model failure is unrelated to importing transformers.pipelines with kernels version/revision requirements." + "reason": "FP8 model loading and pipelines import failing on kernels version requirements are unrelated." }, { "left": "issue:28530", @@ -4687,49 +4684,49 @@ "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast label reduction and glm-4v loading failure are different bugs." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer crashes in different model families and task setups." + "reason": "Both mention tokenizers, but they are separate tokenizer/model failures with different symptoms." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Qwen3VL weight_only loading." + "reason": "Different Qwen3 family issues with different modalities and failure modes; not one underlying bug." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Qwen3Moe FP8 loading and Llava Next segmentation fault are different failures and code paths." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device mapping." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Trainer compute_loss signature change is unrelated to Qwen3 auto device mapping." + "reason": "FP8 loading failure is unrelated to Llava Next segmentation faults." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload behavior are different config bugs." + "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric lookup is unrelated to image processor handling of void segmentation maps." + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency vs T5 tokenizer attribute/method name conflict are different issues." + "reason": "Both are tokenizer-related, but slow/fast inconsistency and T5 add_special_tokens conflict are different code paths." }, { "left": "issue:33357", @@ -4741,37 +4738,37 @@ "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering drops tuple labels in eval, whereas SAM3 PCS concerns text/bounding-box behavior." + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are different failures." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation maps and BarkProcessor voice_preset are different processor bugs." + "reason": "Image processor void-segmentation failure vs BarkProcessor voice_preset issue are unrelated." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile+SDPA failure is unrelated to BigBirdTokenizer mask token registration." + "reason": "SDPA/compile failure is not the same as BigBirdTokenizer special-token registration." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve offloading/loading, but one is a device mismatch and the other is packed weights not unpacking during accelerate loading." + "reason": "Both touch offloading/loading, but the concrete bugs differ: device mismatch vs packed-weight unpacking." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to a T5 RMSNorm memory leak." + "reason": "Quantized offloading behavior and T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "CUDA reserved memory OOM under int4 quantization is unrelated to tokenization changes across versions." + "reason": "Int4 quantization OOM and tokenization changes across versions are different issues." } ] }, @@ -4787,11 +4784,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 15, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -4852,21 +4849,21 @@ "issue:43531|issue:45759", "issue:43606|issue:43653", "issue:42490|issue:43329", - "issue:34567|issue:35707", "issue:34634|issue:41720", + "issue:34567|issue:35707", "issue:44451|issue:44991", "issue:43531|issue:44589", - "issue:44625|issue:45479", "issue:44077|issue:44625", - "issue:44514|issue:44545", "issue:45759|issue:45859", + "issue:44625|issue:45479", "issue:44898|issue:45072", - "issue:44368|issue:45357", + "issue:44514|issue:44545", "issue:45588|issue:45759", + "issue:44368|issue:45357", "issue:44062|issue:44451", "issue:44987|issue:45042", - "issue:43421|issue:43927", "issue:39692|issue:44610", + "issue:43421|issue:43927", "issue:44918|issue:44936", "issue:43381|issue:43844", "issue:43746|issue:46050", @@ -4874,208 +4871,208 @@ "issue:42886|issue:44843", "issue:45704|issue:45923" ], - "prepared_review_unit_hash": "a5fb58dd881f2b0f777fd17630fc62c05cd23eb1d21d4f10dff820e139826694", + "prepared_review_unit_hash": "b1311fa8675bbf886384ab7d9ee47df2cbff8c12091e46589eb0bc55464de79b", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36435, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue-pair candidates; only the Qwen2_5_VLProcessor.apply_chat_template batched-input crash appears to be a true duplicate pair. No PRs are present in the input.", - "confidence": 0.97, - "canonical_issue_reason": "issue:44514 is the earlier and more complete report of the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False.", + "summary": "The set is mostly unrelated issues. I found one clear duplicate issue pair (`44514`/`44545`) and one likely same offline-tokenizer regression pair (`42886`/`44843`); the rest are different bugs touching different code paths or models.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44514 is the clearest representative bug report among the true duplicate pair; `issue:44545` is the same batched `apply_chat_template(..., padding=False)` crash.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best representative issue because it cleanly describes the concrete failure mode and is duplicated by issue:44545.", + "best_issue_reason": "issue:44514 is the best issue anchor because it states the bug directly and matches the duplicate partner exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different models and failures: Qwen3 device-mapping CUDA assert vs GraniteSpeech PEFT local-checkpoint loading." + "reason": "Different models and failures: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different components and bugs: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat/completions failure." + "reason": "Different processors and runtime contexts; one is a missing `_tokenizer` attribute in `Gemma4Processor`, the other is a Qwen3.5 streaming inference failure." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both concern multimodal weight loading/saving, but they target different models and different broken code paths." + "reason": "Both are save/load regressions, but they affect different models and different weights paths (`visual encoder` vs `text encoder`)." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Unrelated documentation issues: a typo in cache strategies vs stale docs mentioning removed pipeline tasks." + "reason": "A typo fix in cache strategies is unrelated to docs still listing removed pipeline tasks." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Different Qwen-related config problems: sliding-window behavior vs unwrapping text_config for multimodal from_config." + "reason": "Both mention Qwen, but one is a sliding-window bug in Qwen3-MoE and the other is `from_config` unwrapping for composite multimodal configs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Completely different subsystems: Bark CPU offload device mismatch vs BigBirdTokenizer mask-token decode bug." + "reason": "Unrelated subsystems: Bark CPU offload/device mismatch vs BigBirdTokenizer special-token registration/decode output." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Different bugs: import warning for trailing-slash paths vs undefined video-token helper names in multimodal token counting." + "reason": "Import warning for local paths ending in slash is unrelated to a multimodal token-counting video-branch bug." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated issues." + "reason": "BarkProcessor voice preset bug is unrelated to Qwen3 auto device mapping CUDA assertions." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset handling is unrelated to Qwen3 auto device mapping CUDA assertions." + "reason": "TrainerState token counting and progressive generation with `inputs_embeds`/`past_key_values` are different issues." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different failure paths." + "reason": "Both are tokenizer load failures, but they involve different models and no shared concrete code path is evident." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window Qwen3-MoE behavior is unrelated to the Float8 storage TypeError." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "Different classification bugs: config propagation of num_labels vs degenerate zero-loss behavior with num_labels=1." + "reason": "Qwen3 sliding-window behavior is unrelated to the Float8 storage-object loading error." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy is unrelated to Qwen3.5 num_labels propagation." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same title and same crash: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + "reason": "Optional `post_init` handling in PatchTSTMixer is unrelated to Qwen3.5 `num_labels` propagation." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 multimodal issues: from_config text_config unwrapping vs CPU-offload incompatibility in rotary embedding." + "reason": "Different Qwen3.5 MoE problems: config unwrapping vs CPU-offload rotary embedding compatibility." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "`num_labels` propagation and zero-loss classification are related to classification config, but they are not the same concrete bug." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model families and symptoms: Perceiver image resolution handling vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Perceiver image-size mismatch and bfloat16 dtype mismatches are different failures in different models." }, { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "A training warning about tie_word_embeddings is unrelated to incorrect visual-encoder keys in save_pretrained." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact crash: `Qwen2_5_VLProcessor.apply_chat_template` fails on batched input when `padding=False`." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink-less-model crash is unrelated to Qwen multimodal from_config text_config handling." + "reason": "Flash-attention `s_aux=None` handling is unrelated to Qwen3.5 config unwrapping." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings=False` during LoRA fine-tuning is not the same as incorrect visual encoder key saving." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken constructor TypeError is unrelated to the ScandiBERT loading failure." + "reason": "`AddedToken(..., special=...)` argument conflict is unrelated to a model loading failure for ScandiBERT." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "These are different regressions: loading a specific model vs PIL image processors incorrectly requiring torchvision." + "reason": "Tokenizer/model load regression and PIL backend torchvision dependency are unrelated." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Special-token post-processor updates and DiaConfig custom token ID persistence are related thematically but not the same bug." + "reason": "Both mention processor/model mismatches, but one is a docs example with quantization errors and the other is an OmDet-Turbo input-size mismatch." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Docs/example errors for SigLIP2 do not match the OmDet-Turbo processor/model resolution mismatch." + "reason": "Runtime special-token post-processor updates and DiaConfig token ID persistence are different tokenization/config bugs." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both mention trainers, but one is an SFT embedding-unpacking issue and the other is evaluate-after-train failure." + "reason": "TRL SFT unpacking of Qwen3.5 embeddings and post-train `evaluate()` failure are different trainer issues." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are distinct training/runtime problems." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are distinct training behaviors." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different checkpointing/loading mechanisms: PEFT local checkpoints vs sinq quantized save/load corruption." + "reason": "Local checkpoint loading with PEFT adapters and quantized `sinq` save/load breakage are not the same bug." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL bugs: weight_only loading error vs incorrect video vision_position_ids." + "reason": "`weight_only=True` load failure and wrong video `vision_position_ids` are different Qwen-VL issues." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both involve HF_HUB_OFFLINE, but one is cache loading and the other is an unconditional model_info call in tokenizer patching." + "accept": true, + "reason": "Likely the same offline tokenizer-loading regression: offline cache loading breaks because `AutoTokenizer.from_pretrained` calls `model_info()` unconditionally in `_patch_mistral_regex`." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 RMSNorm memory-leak behavior is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "T5 RMSNorm memory leak and missing gradient-checkpointing support in a trust_remote_code model are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: all listed items are issues, no PRs are present, and the only true duplicate pair shown is issue:44514 / issue:44545. The remaining soft-edge verdicts are conservative and stay within what the titles/body metadata support." + "feedback": "The clustering is grounded in the packet and the soft-edge verdicts are conservative. The two accepted pairs are plausibly duplicate/near-duplicate bug reports, and the rejected pairs are mostly clearly distinct by model, subsystem, or failure mode. No clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -5088,11 +5085,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 16, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -5179,214 +5176,226 @@ "issue:43643|issue:44877", "issue:44843|issue:45081" ], - "prepared_review_unit_hash": "b4f55f1d690b6f826e12640d3ec72b1787ac86a9668700e479ab98d46b6b664d", + "prepared_review_unit_hash": "c99b3bb4a6c5781028640ed7512d56cee28880ea68db9d05b3a3dab49be13c80", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37795, - "estimated_input_tokens": 9449, - "estimated_eval_tokens": 19154 + "serialized_chars": 37789, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of transformer issues with only a loose tokenizer/Mistral-regex subtheme. None of the soft pairs look close enough to be true duplicates or mergeable into one fix. The most representative issue is the concrete `_patch_mistral_regex` crash report, but even the nearby tokenizer reports differ in root cause.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45081 is the clearest, most actionable report in the only obvious mini-cluster: it pinpoints `_patch_mistral_regex` with a concrete traceback and reproducer.", + "summary": "This cluster is not a duplicate set; the items cover many unrelated bugs across tokenizers, multimodal processors, config loading, model-specific inference, and training/offload paths.", + "confidence": 0.97, + "canonical_issue_reason": "No strong duplicate center emerges. The issues are mostly unrelated, so there is no single canonical issue for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45081 is the best global representative because it is specific, reproducible, and closest to the other tokenizer-regex regressions in the set.", + "best_issue_reason": "issue:46032 is the most self-contained and concrete report: it names a specific model component, a precise failing condition, and a clear incorrect-behavior symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Different subsystems and failure modes: Mamba2 cache correctness vs T5 decoder-input validation." + "reason": "Different subsystems and failures: Mamba2 caching correctness vs T5 decoder input validation messaging." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve tokenizers, but one is runtime special-token/post-processor sync and the other is BigBird mask-token registration; not the same bug." + "reason": "Both involve tokenizers, but one is runtime special-token/post-processor syncing and the other is BigBird mask-token registration/decoding." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Unrelated code paths: T5 RMSNorm memory leak vs Qwen rotary embedding CPU-offload incompatibility." + "reason": "Unrelated issues: a T5 Apex RMSNorm memory leak versus Qwen3 MoE CPU-offload incompatibility." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 device-mapping crash and T5 RMSNorm leak are unrelated." + "reason": "Different models and bugs: Qwen3 auto device-mapping CUDA assert versus T5 Apex RMSNorm memory leak." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding-window behavior vs custom-model initialization in Jupyter." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter custom-model initialization regressions." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma4 FSDP2 shared-kv-state bug vs missing gradient-checkpointing flag; not the same defect." + "reason": "Gemma-4 FSDP2 shared_kv_state logic and Nemotron trust_remote_code gradient-checkpointing flag are different code paths." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer special-token update issue vs LayoutLMv2 NER/padding crash; unrelated." + "reason": "Both are tokenizer-related, but they target different tokenizer APIs and different crash modes." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model-specific correctness bugs: SigLIP2 pipeline outputs vs CamemBERT masked-LM predictions." + "reason": "Different model families and symptoms: SigLIP2 pipeline/output mismatch versus CamemBERT masked-LM prediction regression." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT/local-checkpoint loading bug vs quantization offloading issue; different fixes." + "reason": "PEFT local checkpoint loading for GraniteSpeech is not the same bug as quantization/offloading behavior." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Documentation/example mismatch vs offloading-with-quantization runtime bug." + "reason": "Documentation/example errors are unrelated to quantization offloading bugs." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Same helper area, but different concrete failures: backend_tokenizer AttributeError vs codec-handling/regression warning; too different to merge." + "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash in patching and the other is a tokenizer regression with codec handling/warning text." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed/BertModel initialization error and fbank feature extraction are unrelated." + "reason": "BertModel DeepSpeed init failure is unrelated to _torch_extract_fbank_features audio preprocessing." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs hub API revision forwarding; unrelated." + "reason": "Tokenizer regression around Mistral regex/codec handling is unrelated to list_repo_files revision forwarding." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-related, but one is Qwen3OmniMoe input processing and the other is chat-template token/feature mismatch." + "reason": "Both are video-related, but one is Qwen3OmniMoe video-input processing and the other is Qwen3.5 chat-template token/feature mismatch." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing vs a GenerationMixin import error; unrelated." + "reason": "Image segmentation-map processing and a GenerationMixin import error are completely different failures." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug vs DAC latent/STE mismatch; different code paths." + "reason": "BitNet packed-weight loading and DAC latent reconstruction mismatch do not share the same code path." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token registration bug and BitNet weight-unpacking bug are unrelated." + "reason": "Tokenizer special-token registration and BitNet accelerate-loading unpacking are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs add-new-model-like/tokenizer-mapping issue." + "reason": "Audio feature extraction and tokenizer-mapping add-new-model logic are different components and bugs." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions missing and RTDetrV2 output drift are separate regressions." + "reason": "CLIPOutput attentions assignment and RTDetrV2 output changes are distinct model-behavior issues." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression and Kosmos2.5 long-ocr index error are not the same bug." + "reason": "Processor/tokenizer regression with custom models is not the same as Kosmos2.5 long-OCR index errors." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile SDPA crash vs bfloat16 dtype mismatch; different defects." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword-argument error vs model-loading failure; unrelated." + "reason": "AddedToken keyword conflicts are not the same bug as failing to load cjvt/sleng-bert." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA issue and DAC latent mismatch are unrelated." + "reason": "Different models and execution paths: SDPA compile failure versus DAC latent/STE mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-classification interpolation failures are unrelated." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token bug vs DAC latent/forward mismatch; unrelated." + "reason": "BigBird special-token decode behavior is unrelated to DAC latent reconstruction correctness." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs trust_remote_code AutoConfig missing-fields issue; unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig trust_remote_code field loss." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next loading segfault vs MPS histogram Int support error; unrelated." + "reason": "Llava Next loading segfaults and MPS histogram dtype support are different layers and failure modes." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input-validation error messaging vs degenerate zero-loss classification behavior; different bugs." + "reason": "Input validation error messaging and sequence-classification zero-loss behavior are different bugs." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer dropping issue." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are unrelated model-configuration issues." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both touch config loading, but one is missing returned fields and the other is strict config rejection for granite_speech." + "reason": "Trust-remote-code missing fields and strict-config loading failure are separate configuration-handling bugs." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve `_patch_mistral_regex`, but one is an unconditional hub call breaking offline mode and the other is a missing backend_tokenizer AttributeError; different failure points and fixes." + "reason": "Offline model_info calls in _patch_mistral_regex and backend_tokenizer AttributeError in the same helper are different concrete failures." } ] }, @@ -5402,7 +5411,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 17, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -5460,8 +5469,8 @@ "issue:46512" ], "soft_pairs": [ - "issue:43716|issue:44008", "issue:30064|issue:36331", + "issue:43716|issue:44008", "issue:43388|issue:46032", "issue:41720|issue:44991", "issue:44821|issue:45084", @@ -5470,10 +5479,10 @@ "issue:43582|issue:46512", "issue:39692|issue:45834", "issue:45584|issue:45834", - "issue:43421|issue:44811", "issue:44186|issue:44442", - "issue:43540|issue:45381", + "issue:43421|issue:44811", "issue:43644|issue:43749", + "issue:43540|issue:45381", "issue:43782|issue:44977", "issue:43577|issue:43818", "issue:43606|issue:45072", @@ -5481,203 +5490,203 @@ "issue:46294|issue:46463", "issue:43825|issue:43994", "issue:44485|issue:44509", - "issue:44805|issue:44936", "issue:34634|issue:36010", + "issue:44805|issue:44936", "issue:44991|issue:46291", "issue:44561|issue:45020", - "issue:45987|issue:46192", - "issue:43577|issue:43582" + "issue:43577|issue:43582", + "issue:45987|issue:46192" ], - "prepared_review_unit_hash": "bc335411b840baa67bee3b3721f2911fab186315d109b0efdb07c601f67f9610", + "prepared_review_unit_hash": "138dd2062ec2d51b7753dc72aa1c4db67dbccb7f2657646b5320b93f4d0538ee", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35973, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "serialized_chars": 35966, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft edges are mostly false positives: they share broad themes like regressions, dtype mismatches, or tokenizer/processor issues, but they do not describe the same concrete bug or fixable code path.", - "confidence": 0.92, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "Issue 44561 is the strongest standalone report: it names a concrete regression cause (`is_torch_fx_available` removal) and a clearly affected surface (`trust_remote_code` models), making it a good anchor for triage even though the rest of the set is largely unrelated.", - "best_pr_reason": null, + "summary": "None of the proposed soft pairs look like true duplicates; they mostly span different models, subsystems, or failure modes. No PRs are present, and there is no clear single canonical issue for the set.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the candidate issues are largely unrelated, and the soft pairs do not describe the same underlying defect.", + "canonical_pr_reason": "No pull requests were provided.", + "best_issue_reason": "If a representative issue must be picked, issue:45020 is the broadest umbrella-style report, but it still is not a true duplicate target for the others.", + "best_pr_reason": "No pull requests were provided.", "soft_edge_verdicts": [ { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Both mention dtype mismatches, but one is image preprocessing vs model dtype and the other is an audio/text variable-name collision in Gemma3n; different models and code paths." + "reason": "Different bugs in different areas: image processor void segmentation maps vs CustomTrainer loss signature handling." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Unrelated bugs: void segmentation maps in an image processor vs a Trainer `compute_loss` signature mismatch." + "reason": "Both are multimodal/model-loading problems, but one is a dtype mismatch in Mistral-3 preprocessing and the other is a Gemma 3n variable-name collision." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different subsystems and failures: metric gathering drops tuple labels vs Mamba2 cache usage producing wrong results." + "reason": "Trainer metric gathering dropping tuple labels is unrelated to Mamba2Mixer use_cache correctness." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Both are failures, but one is a Qwen device-map CUDA assert and the other is a tokenizer load failure for a different model." + "reason": "Qwen3 auto device mapping CUDA assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated failures." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "No shared bug: loading `AutoImageProcessor` from URL is unrelated to a compile-time error about non-template nodes." + "reason": "AutoImageProcessor URL loading and a Jinja/template compilation error are different code paths." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Both involve caching/state, but one is corrupted non-persistent buffers during load and the other is an API contract bug in `get_seq_length()`." + "reason": "Both concern loading/runtime state, but one is silent corruption of non-persistent buffers and the other is a StaticCache return-type bug." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are model output regressions, but they affect different models and likely different inference paths." + "reason": "Model output regression in Pegasus vs masked-LM prediction regression in CamemBERT are distinct model-specific bugs." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Different problems: Apple Silicon warmup TypeError vs `from_config(dtype=...)` leaving `config.dtype` stale." + "reason": "AppleSilicon warmup TypeError and stale config.dtype after from_config are different initialization issues." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Documentation example errors are unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR length handling are separate bugs." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Tokenizer post-processor update logic is unrelated to Whisper `batch_decode` ignoring `skip_special_tokens`." + "reason": "Whisper empty-transcription generation failure after token alignment is unrelated to Kosmos2.5 long-OCR indexing." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer issues: LayoutLMv2 crashes on NER padding/truncation, while FastSpeech2Conformer tokenizer fails to load." + "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation vs AutoTokenizer failing to load a different tokenizer are not the same bug." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Both are Qwen video bugs, but one is a processing failure in Qwen3OmniMoe and the other is incorrect `vision_position_ids` in Qwen2.5-VL." + "reason": "Runtime special-token post-processor update behavior is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer corruption during load is not the same as FSDP CPU RAM efficient loading being broken." + "reason": "Non-persistent buffer corruption in from_pretrained and FSDP_CPU_RAM_EFFICIENT_LOADING are different regression classes." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs in Qwen variants, but the symptoms and affected model paths differ enough that they are not the same underlying bug." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Separate Qwen issues: `weight_only=True` load failure vs flash-attention generation quality/correctness." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are different concrete problems." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "One is a dtype propagation bug in BLIP2 loading; the other is a Video-LLaVA architecture/weight-sharing defect." + "reason": "Blip2 dtype loading mismatch and Video-LLaVA missing temporal attention/shared weights are unrelated model architecture issues." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are CI/inference failures, but they concern different models and different device/dtype problems." + "reason": "Both mention device/dtype mismatches, but they affect different models and different execution paths, so they are not the same bug." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated model-specific failures." + "reason": "Qwen video-input regression is unrelated to Kosmos2.5 long OCR input indexing." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Video chat-template token mismatch in Qwen3.5-9B is unrelated to T5 decoder-input validation messaging." + "reason": "Qwen3.5 video chat-template token mismatch and T5 decoder-input validation error are different validation issues." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error messaging about removed tasks is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "One is a pipeline error message/regression about translation tasks, the other is a SigLIP2 model/output issue involving pipeline use but not the same defect." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is not the same as documentation still mentioning removed pipeline tasks." + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale v5 docs mentioning removed pipeline tasks." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "An indexing shape mismatch in one bug is unrelated to `trainer.evaluate()` failing after training." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated issues." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Bark voice preset behavior and a `GenerationMixin` import error are different failures with no shared code path." + "reason": "A tensor mask shape mismatch and trainer.evaluate failing after train are different failure points." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading for one model is unrelated to importing `transformers.pipelines` with a kernels version/revision requirement change." + "reason": "Tokenizer loading for a specific model and importing transformers.pipelines with kernels version requirements are unrelated import/load issues." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention `trust_remote_code`/remote-code breakage, but one has a specific root cause while the other is a broad umbrella report; not the same concrete bug." + "reason": "Both touch remote_code compatibility, but 44561 is a specific is_torch_fx_available removal regression while 45020 is a broader recent-versions report, so they are not clearly the same bug." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "`get_seq_length()` returning a tensor and `return_tensors` being ignored are distinct API bugs." + "reason": "Blip2 dtype mismatch and AppleSilicon caching_allocator_warmup TypeError are distinct runtime problems." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "A BLIP2 dtype-loading mismatch is unrelated to an Apple Silicon allocator warmup TypeError." + "reason": "StaticCache return type corruption and text_kwargs silently overriding return_tensors are unrelated API bugs." } ] }, @@ -5693,11 +5702,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 18, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -5760,11 +5769,11 @@ "issue:43749|issue:44291", "issue:42175|issue:45081", "issue:43582|issue:44857", - "issue:43906|issue:46209", "issue:43262|issue:43819", + "issue:43906|issue:46209", "issue:45003|issue:46285", - "issue:43526|issue:43697", "issue:43653|issue:44912", + "issue:43526|issue:43697", "issue:34634|issue:36331", "issue:45081|issue:45406", "issue:44060|issue:44368", @@ -5775,23 +5784,23 @@ "issue:43329|issue:45600", "issue:44589|issue:45042", "issue:43452|issue:44991", - "issue:43638|issue:44936", - "issue:43550|issue:44912" + "issue:43550|issue:44912", + "issue:43638|issue:44936" ], - "prepared_review_unit_hash": "1543b4381e553766f85fd8b75d16799c3f8fcad4c80ea354423794bff590cd07", + "prepared_review_unit_hash": "ee53b06e5cb52fb841245ba20e8efff6f0b2a3d6e2edab5ee00fbdc46f0a4859", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35803, + "serialized_chars": 35802, "estimated_input_tokens": 8951, "estimated_eval_tokens": 18158 }, @@ -5800,168 +5809,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes many unrelated regression reports across tokenization, loading, processors, training, and backend-specific failures. The best representative issue is the broad remote_code regression report, but none of the soft pairs look safe to merge.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45020 is the broadest, most representative regression report in the set and aligns with the general theme of recent-version breakages, though the cluster overall is heterogeneous.", + "summary": "This cluster is highly heterogeneous: most items are unrelated transformer bugs spanning tokenizers, model loading, quantization, training, audio/vision processors, and backend-specific failures. None of the soft edges look like the same concrete underlying bug or a single PR-worthy fix.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue is a safe canonical for the whole cluster; the items do not form one duplicate bug family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best single representative because it is high-level, clearly framed as a version regression, and can encompass several loading-related breakages better than the narrower model-specific reports.", + "best_issue_reason": "No global best issue stands out because the cluster is not a coherent duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different models and different failures: OmDet-Turbo input-size mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different failures: image processor input-size mismatch vs bfloat16 dtype mismatch." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both mention tokenizers, but one is a specific added-token spacing bug and the other is a broad slow/fast inconsistency report; not enough evidence they are the same defect." + "reason": "Both are tokenizer-related, but one is added-token spacing and the other is slow/fast inconsistency; not the same bug." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Unrelated: BitNet packed-weight loading failure versus a bfloat16 dtype mismatch in other models." + "reason": "Unrelated: packed-weight loading failure vs dtype mismatch in inference." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "One is a CamemBERT masked-LM regression, the other is a general tokenization-version change report; too broad and not the same code path." + "reason": "One is a CamemBERT masked-LM regression; the other is broad tokenization changes across versions." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related theme, but one is an error-message issue and the other is a documentation reference issue; different artifacts, not the same underlying bug." + "reason": "Runtime error-message bug and documentation staleness are different fixes, not one underlying defect." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model bugs: a weight_only loading error versus a RoPE/position-id scaling bug." + "reason": "Different Qwen VL models and different code paths: weight_only loading vs rope/position-id scaling." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument; distinct failures." + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Completely different areas: backend installation metadata versus a Mistral regex patch crash." + "reason": "Package/backend installation issue vs tokenizer regex crash; no shared concrete bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Different runtime paths and symptoms: Apple Silicon allocator warmup TypeError versus CUDA AMP loss crash." + "reason": "Apple Silicon allocator TypeError and CUDA AMP crash are unrelated backend-specific failures." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "No shared underlying bug: an isolated reproduction of an older issue versus an FP8 inference failure on B200." + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch; different subsystems." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC latent reconstruction mismatch." + "reason": "An isolated reproduction of an older issue is not the same as an FP8 B200 inference bug." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Different concerns: unsafe sys.modules access versus CLIP text model structure inconsistency." + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different model-loading problems." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Different model components and symptoms: BeitImageProcessorFast label reduction versus RTDetrV2 output drift." + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback; unrelated." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to MXFP4 quantization fallback during model loading." + "reason": "BEiT label reduction bug vs RTDetrV2 output drift; different model families and symptoms." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature break are unrelated." + "reason": "BarkProcessor voice_preset failure and Trainer compute_loss signature mismatch are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both affect processor/tokenizer loading, but one is a Mistral regex patch crash and the other is a Gemma4Processor missing _tokenizer attribute; different causes." + "reason": "Tokenizer regex patch crash vs Gemma4Processor missing _tokenizer; distinct code paths." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but one is an incorrect weight tying diagnosis and the other is a repeated warning during ms-swift fine-tuning; not clearly the same bug." + "reason": "Different warning conditions and different Qwen model variants; not the same bug." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Different mistral_common-related failures: missing ReasoningEffort import versus continue_final_message behavior." + "reason": "Mistral_common import error in Gemma 4 loading is separate from continue_final_message behavior." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific MobileLLM load KeyError versus a broad remote_code regression; too different to be duplicates." + "reason": "Model-specific key error loading MobileLLM-125M vs broad remote_code breakage." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Compile-time template-node error and CLIPTokenizer max-length behavior are unrelated." + "reason": "Template compilation TypeError and CLIPTokenizer max_length issue are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "No overlap in code path: label reduction in BEiT versus MPS attention correctness with mismatched head dims." + "reason": "Image processor label reduction bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video multimodal token counting bug is unrelated to an auto_mappings CI break from removed configs." + "reason": "Multimodal token counting bug and stale auto_mappings config reference are different defects." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL backend processors incorrectly requiring torchvision." + "reason": "Missing Float8 storage object and unwanted torchvision dependency are unrelated." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading reports, but one is about gguf_file handling for from_pretrained and the other is a specific tokenizer load regression for est-roberta; not the same defect." + "reason": "gguf_file loader breakage and tokenizer load failure are both loading-related but not the same concrete bug." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Different training failures: DeepSpeed ZeRO-3 indexing error versus evaluate() failing after train()." + "reason": "torch.compile+SDPA failure is unrelated to MXFP4 quantization fallback." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Bamba torch.compile SDPA failure and MXFP4 quantization fallback are unrelated model/runtime issues." + "reason": "DeepSpeed ZeRO-3 loading IndexError and train/evaluate lifecycle failure are different trainer bugs." } ] }, @@ -5977,7 +5986,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 19, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -5985,6 +5994,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ + "issue:29159", "issue:34567", "issue:36010", "issue:36331", @@ -6035,8 +6045,8 @@ ], "soft_pairs": [ "issue:43746|issue:44811", - "issue:43650|issue:43906", "issue:43819|issue:43927", + "issue:43650|issue:43906", "issue:43257|issue:43329", "issue:44387|issue:44617", "issue:36010|issue:43645", @@ -6061,204 +6071,211 @@ "issue:34567|issue:40990", "issue:43606|issue:45859", "issue:42915|issue:43742", - "issue:44291|issue:45042" + "issue:44291|issue:45042", + "issue:29159|issue:34567" ], - "prepared_review_unit_hash": "45b29c267dc07d6166018713fef2cb9b012df2620358b9842ef04238ba48ed1d", + "prepared_review_unit_hash": "1628bbd263bdd42b37964f23febf67276ae804dfa69456652728dc1dc6e35369", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35673, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items span many unrelated Transformers bugs across loading, multimodal, cache, quantization, and training code. None of the soft pairs looks like the same concrete underlying issue, so I would not merge any of them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "If a single representative issue is needed, issue #46424 is the clearest concrete bug report: it describes a specific cache-config behavior gap with a direct, testable symptom and active user impact.", + "summary": "The items are a heterogeneous set of unrelated issues across tokenization, training, model loading, multimodal/video, quantization, and caching. There is no single underlying bug cluster, so no canonical duplicate stands out and every soft edge should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: these reports cover distinct failures in different subsystems and models rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46424 is the strongest standalone candidate because it is narrowly scoped, actionable, and clearly states the affected behavior. Issue #46421 is related but broader and less precise.", + "best_issue_reason": "No issue is a good cluster representative; the list is too diverse to treat any one item as the duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different subsystems and symptoms: local checkpoint loading for GraniteSpeech adapters vs Whisper batch_decode special-token handling." + "reason": "Different components and failures: PEFT/local checkpoint loading vs Whisper processor decoding options." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "No shared bug path; one is a vague data request, the other is an isolated reproduction of a separate issue." + "reason": "Unrelated model logic: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Different models and failures: DAC forward/latents mismatch vs DiaConfig save/load losing custom token IDs." + "reason": "A placeholder/data issue is unrelated to an isolated reproduction of another upstream bug." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different problems: Qwen3 MoE weight conversion under accelerate+deepspeed vs undefined video-branch helpers in multimodal token counting." + "reason": "Different Qwen3-MoE loading problem vs multimodal video token-count helper bug." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but they are different causes and code paths: int4 quantization memory regression vs Sam3Video model memory usage." + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is a model-specific video inference OOM." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both are transformer 5.x migration issues, but one is an import-path error and the other is a Jupyter custom-model initialization regression." + "reason": "ImportError for GenerationMixin is unrelated to notebook custom-model initialization behavior." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Unrelated package/dependency issues: missing TensorFlow in extras vs kernels dependency requirements breaking pipeline import." + "reason": "Package extra/backend composition issue is unrelated to a kernels dependency/version requirement on pipelines import." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + "reason": "Different multimodal model bugs: zero probabilities vs processor producing the wrong input size." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different loading bug versus processor resolution bug; no shared underlying code-path." + "reason": "Packed-weight loading in BitNet is unrelated to OmDet-Turbo processor image-size mismatch." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Separate regression classes: import failure for GenerationMixin vs Trainer compute_loss signature change." + "reason": "Importing GenerationMixin and an unexpected trainer keyword argument are separate API regressions." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific failures: GLM-4.7-Flash loading in tests vs Qwen3.5 flash-attention generation behavior." + "reason": "Different models and symptoms: GLM-4.7 load failure in tests vs Qwen3.5 flash-attention generation issues." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Unrelated areas: Qwen3-MoE sliding_window behavior vs image processor torchvision dependency regression." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL backend unexpectedly requiring torchvision." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are not the same bug as MXFP4 quantization falling back to bf16." + "reason": "Doc-example/model-processor mismatch and MXFP4 quantization fallback are different bugs." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Related cache subsystem, but different concrete bugs: lazy init recompilation vs max_cache_length only applying to quantized cache." + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length handling in quantized cache." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they affect different code paths and different failure modes." + "reason": "Both involve error handling, but the tokenizer protobuf path and Fuyu tensor conversion are different code paths." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Different topics: local-path slash import warning vs Qwen3 MOE loading with accelerate/deepspeed." + "reason": "Trailing-slash model-path warning is unrelated to Qwen3 MOE weight conversion during accelerate/deepspeed loading." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Different audio-processing bugs: chat-template sample-rate default vs batch_decode skipping special tokens." + "reason": "Audio chat-template sampling rate defaults are unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Different failure modes: MOE weight conversion/loading vs GPT-oss-20b OOM." + "reason": "Qwen3 MOE weight conversion and GPT-oss OOM are different bugs with different failure modes." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config handling, but they are distinct bugs affecting different APIs and model classes." + "reason": "Both concern config/model construction, but they are different APIs and distinct missing-field vs text_config unwrap problems." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Different model initialization problems: weight tying in AyaVision vs dtype propagation in Blip2." + "reason": "AyaVision weight tying and Blip2 dtype propagation are unrelated model-loading issues." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both touch video/VLM paths, but one is an undefined-helper bug in token counting and the other is a broader regression report; not enough evidence of the same fix." + "reason": "The undefined video token helper bug is not clearly the same concrete regression as the broader v5.3.0 video-input failure." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Different video bugs: token-count helper issue vs batched processor output shape mismatch." + "reason": "Undefined helper variables in video token counting and batched video shape mismatch are different problems." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different memory-related problems with different triggers: FSDP CPU RAM-efficient loading vs disabling mmap on Strix Halo." + "reason": "FSDP RAM-efficient loading and Strix Halo mmap OOM are different memory/loading issues." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different loading failures: Qwen3 MOE conversion with distributed loading vs shape mismatch for Qwen3-VL-30B-A3B-Instruct." + "reason": "Qwen3 MOE loading under accelerate/deepspeed is unrelated to Qwen3-VL weight-shape mismatch." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking bug is unrelated to GPT-oss-20b perplexity on WikiText-2." + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they are different models and likely different compatibility issues." + "reason": "CPU offload incompatibility in Bark and Qwen3_5Moe rotary embedding are different model-specific bugs." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model-loading failures: FineGrainedFP8Config issue vs key error loading MobileLLM-125M." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a MobileLLM key error." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different regressions: init_empty_weights argument handling vs torchvision dependency requirement." + "reason": "init_empty_weights argument handling is unrelated to PIL backend's torchvision dependency issue." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token accounting not updating." } ] }, @@ -6274,7 +6291,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 20, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -6332,10 +6349,9 @@ ], "soft_pairs": [ "issue:44568|issue:45356", - "issue:29159|issue:34567", "issue:43525|issue:46291", - "issue:43404|issue:45127", "issue:42915|issue:44821", + "issue:43404|issue:45127", "issue:43927|issue:44912", "issue:44987|issue:45538", "issue:43697|issue:45357", @@ -6345,13 +6361,13 @@ "issue:43425|issue:46291", "issue:43452|issue:43582", "issue:42175|issue:43824", - "issue:43317|issue:45538", "issue:33357|issue:34567", + "issue:43317|issue:45538", "issue:41720|issue:43540", "issue:28282|issue:34689", - "issue:44479|issue:45381", "issue:45137|issue:45405", "issue:44062|issue:44991", + "issue:44479|issue:45381", "issue:43540|issue:44479", "issue:43540|issue:44560", "issue:43742|issue:44291", @@ -6362,220 +6378,214 @@ "issue:42915|issue:43749", "issue:38175|issue:44898" ], - "prepared_review_unit_hash": "538a953f421d31f967d5dce593f34a51e1de8db82e91f84f9b3b31836a719c3c", + "prepared_review_unit_hash": "7363016808a8ba7f5085d7949be686bc5323b4425a63cf95382cafe4cccd78aa", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36237, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "soft_pair_count": 29, + "serialized_chars": 35935, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These artifacts are mostly unrelated standalone issues. The only strong duplicate-like match is the Qwen video-input regression pair (44479 \u2194 45381); the rest should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44479 is the broadest, most representative report of the Qwen video-input regression, explicitly covering multiple affected models and the same 5.3.0-era code path.", + "summary": "This cluster is mostly heterogeneous: tokenizer, loading, dtype, video-input, and backend bugs are mixed together. Only one soft pair looks like a true duplicate family, centered on the Qwen2.5-VL video-input regression.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 44479 is the best canonical anchor because it is the broader umbrella report for the Qwen video-input regression family and plausibly subsumes 45381; the other items in the cluster do not form a coherent duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best captures the underlying bug scope and likely root symptom for the accepted duplicate pair.", + "best_issue_reason": "44479 is the strongest representative issue in this mixed cluster: it is specific enough to be actionable, broad enough to cover the only clear duplicate-like pair, and earlier than the more specific follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; not the same concrete bug." - }, - { - "left": "issue:29159", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer inconsistency vs TrainerState token-count tracking; unrelated subsystems." + "reason": "Different tokenizer regressions: one is BOS/EOS insertion behavior, the other is codec/ warning handling for Kimi-K2.5." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in a config vs import failure due to kernels version/revision handling; unrelated." + "reason": "Unrelated failures: missing pad_token_id on Llama4Config vs kernels import requiring version/revision." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both involve tied weights conceptually, but one is a specific model loading bug and the other is LoRA merge collapse after vocab extension; too different." + "reason": "Different subsystems and symptoms: FP8 config load failure vs loading AutoImageProcessor from a URL." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs AutoImageProcessor URL loading; unrelated." + "reason": "Both mention weights/tied embeddings, but one is a missing tie in a multimodal model and the other is LoRA merge collapse after vocab extension; not the same bug." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Config save/load token ID loss vs MXFP4 quantization fallback; unrelated." + "reason": "Config/token ID persistence bug vs MXFP4 quantization fallback bug; no shared code-path evidence." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model-loading failure for a specific repo vs CLIPTokenizer max-length constant; unrelated." + "reason": "Model load regression vs CLIP tokenizer max_length constant; unrelated issues." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output regression vs incorrect visual encoder keys on save_pretrained; different bugs." + "reason": "Different regressions: RTDetr output drift in v5 vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state bug vs general tokenization-version change report; not the same issue." + "reason": "Qwen3.5 hidden-states bug is not the same as a broad version-dependent tokenization change." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FP8 config failure vs CLIPTokenizer model_max_length bug; unrelated." + "reason": "FP8 model loading problem vs tokenizer max_length issue; no common bug." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Loaded model/qformer staying float32 vs stale config.dtype after from_config; related theme but different code paths and symptoms." + "reason": "Both involve dtype, but one is weights staying float32 after load while the other is stale config metadata after from_config; distinct fixes." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility vs kernels revision requirement; unrelated." + "reason": "Torch compatibility problem vs kernels version/revision requirement; not the same defect." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading breakage vs Apple Silicon warmup TypeError; unrelated." + "reason": "Tokenizer/model gguf loading bug vs Apple Silicon allocator warmup TypeError; unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backends issue vs missing Qwen2_5_VL class import; unrelated." + "reason": "Package/backend installation issue vs missing model import; different failure modes." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "device_map/offload dequantized-model loading vs CLIPTokenizer max-length constant; unrelated." + "reason": "MacOS bus error on CLIP model is unrelated to TrainerState token counter not updating." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "MacOS bus error in CLIP model loading vs TrainerState token counter not updating; unrelated." + "reason": "GPU/CPU offload loading failure vs tokenizer max_length constant; no overlap in bug." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen model families and different failures; not the same concrete bug." + "reason": "Different Qwen3-family issues: auto device mapping CUDA assert vs video-input ValueError." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch missing import error vs Llama 3.2 90B Vision loading regression; unrelated." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen video-input regression in v5.3.0, with overlapping affected models and the same input-processing path." + "reason": "Missing PyTorch import error vs a specific model-loading regression for Llama 3.2 Vision; not duplicates." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs unreleased PEFT minimum-version bump; unrelated." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump issue." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken constructor TypeError vs tokenizer loading failure for a specific model; too generic to treat as the same bug." + "reason": "AddedToken constructor argument collision vs tokenizer load failure for a specific model; different root causes." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression in v5.3.0; 45381 is a specific manifestation of the broader bug reported in 44479." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both are Qwen video-input problems, but they target different models and different failure modes; not clearly the same underlying bug." + "reason": "Both concern video inputs, but they hit different Qwen model families and different failure paths." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different Qwen video-input regressions on different models; insufficient evidence of one shared bug." + "reason": "Two different Qwen3OmniMoe video-input failures with different symptoms; not enough evidence they share one root cause." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Loading facebook/MobileLLM-125M key error vs init_empty_weights unexpected argument; unrelated." + "reason": "Model key-loading error vs init_empty_weights unexpected argument; separate loading bugs." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer regressions with different causes and models; not one mergeable fix." + "reason": "Tokenizer special-token insertion bug vs a LlamaTokenizer pre-tokenizer override regression; related theme but different bug." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch import error vs LayoutLMv3 error-message clarity; unrelated." + "reason": "Environment import error vs LayoutLMv3 error-message clarity issue; not duplicates." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression vs list_repo_files forwarding revision; unrelated." + "reason": "Model loading regression vs list_repo_files revision forwarding; different code paths." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight shape runtime error vs tokenizer inconsistency; unrelated." + "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Different training/loading failures in different features; unrelated." + "reason": "Different training/loading bugs: Qwen3Moe FP8 config failure vs FSDP CPU RAM efficient loading regression." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Zero-probabilities bug in SigLIP2 vs Perceiver interpolation failure; unrelated." + "reason": "Different vision-model bugs: zero probabilities in SigLIP2 vs Perceiver non-default resolution failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pair (44479 \u2194 45381) is well supported by the titles and version/model overlap, and the remaining soft-edge rejections do not overclaim shared root cause." + "feedback": "The conclusion is well grounded in the packet: 44479 and 45381 are the only convincingly related pair, and the other soft pairs are treated conservatively with clear reasons for non-identity. The umbrella/canonical framing for 44479 is supported by its broader Qwen video-input regression title and earlier date relative to 45381." }, "evaluator_used": true, "retried": false, @@ -6588,11 +6598,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 21, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -6648,20 +6658,20 @@ "soft_pairs": [ "issue:44737|issue:46463", "issue:42175|issue:44488", - "issue:43493|issue:43994", "issue:43577|issue:45072", + "issue:43493|issue:43994", "issue:43257|issue:43756", "issue:44291|issue:44821", "issue:43906|issue:46468", "issue:34567|issue:36331", - "issue:44062|issue:45081", "issue:27957|issue:28282", + "issue:44062|issue:45081", "issue:44568|issue:46491", - "issue:43526|issue:45479", "issue:44737|issue:45588", "issue:44792|issue:44964", "issue:43404|issue:45987", "issue:43756|issue:46399", + "issue:43526|issue:45479", "issue:42796|issue:43906", "issue:43756|issue:45325", "issue:45823|issue:46463", @@ -6675,211 +6685,211 @@ "issue:43643|issue:45375", "issue:43697|issue:45216" ], - "prepared_review_unit_hash": "524aa80a6ec9962df3cb2407eec559dc999477402cb38cd0d12eebbed54e338e", + "prepared_review_unit_hash": "8a1d520514291394ae51a608e09e33f88cf154ac601c11917fb8b7fe85f7f7e7", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36562, - "estimated_input_tokens": 9141, - "estimated_eval_tokens": 18538 + "serialized_chars": 36556, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous across unrelated tokenizer, trainer, config, model-loading, and backend issues. The only soft edge that looks like the same underlying bug is the SigLIP2 pair, and even that should be treated as likely rather than explicitly confirmed duplicate.", - "confidence": 0.82, - "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items span many unrelated code paths and model families.", - "canonical_pr_reason": "No canonical PR: there are no PRs in this cluster.", - "best_issue_reason": "issue:43493 is the best representative for the likely SigLIP2 bug because it describes the implementation discrepancy more directly, while 43994 is mainly a downstream symptom report.", + "summary": "Mostly heterogeneous issue set with one plausible duplicate pair in SigLIP2; the rest of the soft edges are too broad or model-specific to merge safely.", + "confidence": 0.92, + "canonical_issue_reason": "No single global canonical issue: the cluster spans many unrelated bugs. If a representative were needed, issue 43493 is the clearest root report for the only overlapping SigLIP2 pair.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear global best issue because the cluster is not one problem; issue 43493 is only the best representative for the accepted SigLIP2 overlap, not for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Different subsystems and failures: XLNet CPU device placement vs T5 decoder input validation." + "reason": "Different model/code-path bugs: XLNet CPU device placement vs T5 decoder-input validation messaging." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Unrelated problems: dependency/backend packaging vs loading a specific BERT model." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Likely the same SigLIP2 bug: one report describes the HF-vs-JAX implementation discrepancy, and the other reports bad outputs from the same model/checkpoint." + "reason": "Packaging/backend availability issue versus a specific model load failure; not the same bug." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different dtype issues in different model families and code paths." + "reason": "Both mention dtype, but they affect different models and inference paths." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing incorrect outputs; one is a reference-vs-HF discrepancy, the other a concrete bad-output symptom on the same model family." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE-layer dropping." + "reason": "Different model families and failures: MoE weight conversion vs RoPE layer dropping." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Loading with init_empty_weights and loading an image processor from URL are different failures." + "reason": "Unexpected init_empty_weights argument vs loading an image processor from URL are unrelated." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "One is a reproduction of an old issue; the other is an official Nemotron example breakage with no clear same code path." + "reason": "An isolated reproduction of one issue and an example-breakage report are not clearly the same underlying bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer state token counting and custom compute_loss signature compatibility are separate trainer regressions." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken argument collision and the other is a Mistral regex patch crash." + "reason": "Trainer state update bug versus a custom loss API signature break." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLM-RoBERTa Flash Attention and missing PyTorch import are unrelated." + "reason": "FlashAttention/model support issue versus a missing PyTorch dependency error." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Different tokenizer bugs with different models and behaviors." + "reason": "Different tokenizer failures in different code paths; only broad tokenizer similarity." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Image processor label reduction and sequence-classification zero loss are unrelated." + "reason": "Both are tokenizer regressions, but they concern different models and distinct round-trip/add-special-tokens behavior." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU tensor creation and flash_attention sink handling are different bugs." + "reason": "XLNet positional encoding device bug is unrelated to flash-attention sink handling." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal model regressions with no shared concrete failure path." + "reason": "Different multimodal model failures with different symptoms and likely different fixes." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Weight tying in Mistral3 and StaticCache sequence length return type are unrelated." + "reason": "Weight tying in Mistral3 is unrelated to StaticCache seq-length return type." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "RoPE-layer dropping and missing apply_rotary_pos_emb registration are different defects." + "reason": "Different Qwen/Smollm bugs: RoPE layer count vs kernel registration/decorator error." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image processor label reduction bug is not the same as classification loss degeneracy." }, { "left": "issue:42796", "right": "issue:43906", "accept": false, - "reason": "Ministral BPE-marker handling is not the same bug as the reproduced older issue." + "reason": "Tokenizer BPE-marker handling and an unrelated isolated reproduction do not match." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve RoPE/position handling, but the model, symptom, and code path differ." + "reason": "Different RoPE-related model bugs with different models and mechanics." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device placement and T5 decoder-input error messaging are unrelated." + "reason": "Device-map forward mismatch versus decoder-input validation are unrelated." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." + "reason": "Image-processor torchvision dependency regression versus Mistral regex patch crash." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM loading key error and Float8 storage lookup failure are different load-time issues." + "reason": "Model-loading key error and missing Float8 storage class are unrelated." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file loading breakage and a specific model load failure do not look like the same underlying bug." + "reason": "GGUF loading breakage and a specific model load failure do not look like the same bug." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding-window bug versus AutoImageProcessor URL loading are different areas." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version bump and stale auto_mappings references are separate CI/dependency issues." + "reason": "PEFT version bump issue and stale auto_mappings references are unrelated CI/config problems." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Incorrect save_pretrained visual encoder keys is unrelated to tokenizer ID regressions." + "reason": "Qwen3.5 save_pretrained visual-key regression is unrelated to tokenizer token-ID regression across models." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Config reload losing rotary_pct and JSON-list rope validation type errors are different config bugs." + "reason": "GPTNeoX config reload defaulting and rope-parameter validation TypeError are different bugs." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but one is generic remote-code loading and the other is a specific strict-field drop; not clearly the same bug." + "reason": "Generic trust_remote_code field loss and a specific config field dropped by @strict are not the same code-path." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained regression are different model-path regressions." + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained regression are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Mostly grounded, but one claim is too strong for the packet: there is no explicit confirmation of a duplicate pair, so wording like \"confirmed duplicate pair\" overstates the evidence. The SigLIP2 match is plausible, but it should be framed more conservatively (e.g. likely same underlying bug / same area) rather than definitive." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The heterogeneous-cluster conclusion fits the issue titles, and the lone accepted SigLIP2 pair is a plausible duplicate/overlap without overstating certainty. The rejected soft edges are generally explained with model- or code-path-specific differences, which is appropriately cautious." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6889,11 +6899,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 22, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -6954,14 +6964,14 @@ "issue:44493|issue:46050", "issue:44466|issue:45005", "issue:42898|issue:46491", - "issue:43452|issue:44843", - "issue:43819|issue:44811", "issue:28282|issue:32090", + "issue:43819|issue:44811", + "issue:43452|issue:44843", "issue:44514|issue:45381", "issue:28282|issue:33357", "issue:43688|issue:43749", - "issue:45372|issue:46170", "issue:44936|issue:45823", + "issue:45372|issue:46170", "issue:38175|issue:43295", "issue:44361|issue:44442", "issue:44484|issue:44704", @@ -6975,202 +6985,202 @@ "issue:43646|issue:43749", "issue:44843|issue:44991" ], - "prepared_review_unit_hash": "73b23b5fc3c1c443f7ab99f40cc36556c80b8bb47a4f7cd4a74d153489eef278", + "prepared_review_unit_hash": "fd1ec48830ce32fd6c30494e410cf91144e0b18c424398cbe3f814578aa7568b", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35869, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "serialized_chars": 35873, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of mostly unrelated Hugging Face Transformers bugs/regressions. The titles span tokenizer loading, model init, processor behavior, backend/import issues, and several model-specific regressions, but none of the soft pairs look like the same concrete underlying bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43646 is the broadest and most representative umbrella bug in the set: a general Transformers v5 custom model initialization regression. It best matches the cluster\u2019s overall theme of v5 breakages without being tied to one niche model.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports and regressions across tokenizers, configs, loaders, trainers, and model-specific code paths. I don\u2019t see a true duplicate group here, so no soft pair is safe to merge.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43646 is the broadest, most general regression in the set (custom model initialization in v5), so it is the closest thing to a representative issue, though it does not actually cover the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is general enough to cover the common regression pattern, while the others are narrower model/tokenizer/backend-specific cases.", + "best_issue_reason": "issue:43646 is the most representative by scope, but the cluster is not cohesive enough to treat it as a real canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different bugs: BitNet packed-weight loading vs Perceiver image-classification resizing/interpolation behavior." + "reason": "Different models and failure modes: BitNet accelerate loading vs Perceiver image classification." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different models and failures: Qwen3.5 num_labels propagation vs Granite Speech strict-config loading." + "reason": "Both are config-related, but one is num_labels propagation and the other is strict config loading for granite_speech." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Different code paths: Gemma 4 mm_token_type_ids defaulting vs T5 decoder input validation messaging." + "reason": "Gemma 4 multimodal token-type defaults vs T5 decoder input validation; unrelated code paths." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Different problems: DeepSpeed training weight-shape RuntimeError vs LayoutLMv3 error-message clarity." + "reason": "DeepSpeed training weight shape error vs LayoutLMv3 box-info error-message clarity." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Both are training/loading failures, but they involve different models and failure modes: Gemma3 ZeRO-3 loading vs trainer.evaluate after train." + "reason": "Gemma3 ZeRO-3 loading crash and trainer evaluate-after-train are different bugs." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Different underlying issues: position-id unexpected keys vs quantized model save/load breakage after sinq." + "reason": "Unexpected position-id keys during loading is not the same as quantized model save/load breakage." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both concern tied weights, but the concrete behaviors differ: serialization inconsistency vs translation-model weight handling in v5." + "reason": "Both mention tied weights, but one is serialization behavior and the other is translation-model tied-weight issues; not the same concrete bug." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: v5 clean_up_tokenization_spaces behavior vs CodeLlama leading-space round-trip loss." + "reason": "Both are tokenizer regressions, but clean_up_tokenization_spaces and CodeLlama leading-space round-trip are different behaviors." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Different failure modes: gguf_file breaking tokenizer/model loading vs model_info() being called offline in _patch_mistral_regex." + "reason": "Missing torch import dependency vs NoneType broadcast failure in Trainer/DeepSpeed." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different components: DAC latent reconstruction mismatch vs Whisper processor batch_decode skip_special_tokens handling." + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens are unrelated model methods." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Different import/runtime paths: missing PyTorch for AutoModel vs Trainer passing NoneType to _gpu_broadcast_one." + "reason": "gguf_file loading breakage is distinct from offline-mode model_info() calls in _patch_mistral_regex." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are VL processor-related, but one is batched chat templating padding while the other is video vision_position_ids correctness." + "reason": "Same family, but batched chat template padding crash and wrong video vision_position_ids are different bugs." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different root causes: missing PyTorch import error vs MacOS bus error with a specific CLIP community model." + "reason": "Torch not found ImportError is unrelated to MacOS bus error on CLIP." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Related to loading/parallelism, but not the same bug: auxiliary-loss normalization vs FSDP CPU RAM efficient loading." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Different import/dependency issues: Gemma 4 processor loading needs ReasoningEffort, while Windows ROCm issues stem from torch.distributed dependency handling." + "reason": "Trainer lifecycle failure and Gemma4 device mismatch are different code paths." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Different failure modes: trainer lifecycle bug vs Gemma4 PLE device mismatch during forward with device_map=auto." + "reason": "Gemma 4 processor import regression from mistral_common differs from Windows/ROCm torch.distributed dependency issues." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different regressions: zero probabilities in SIGLIP2 vs processor.tokenizer access / image-passing regression in v4.57.5." + "reason": "Zero probabilities in SigLIP2 is unrelated to processor.tokenizer regression in custom model code." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both tokenizer-related, but one is MLukeTokenizer task AttributeError and the other is AutoTokenizer failing on FastSpeech2ConformerTokenizer." + "reason": "Tokenizer AttributeError on tasks and AutoTokenizer loading FastSpeech2ConformerTokenizer are not the same bug." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Different save/load API issues: max_shard_size default question vs AutoProcessor not forwarding kwargs to cached_file." + "reason": "save_pretrained shard-size question is unrelated to AutoProcessor kwargs forwarding." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer bugs: BigBirdTokenizer special-token registration/empty decode vs MLukeTokenizer task AttributeError." + "reason": "BigBird special-token registration issue and MLukeTokenizer AttributeError are different tokenizer failures." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Different backend issues: TensorBoard without TensorFlow causing undefined tf backend vs unsupported tensorflow_text backend mapping." + "reason": "TensorBoard-without-TensorFlow backend error and tensorflow_text backend mapping error are separate dependency-handling bugs." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Different loading issues: gguf_file breaks tokenizer/model loading vs Blip2 dtype not propagating to model.qformer." + "reason": "gguf_file loading regression is unrelated to Blip2 dtype not propagating to submodules." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different regressions: custom processor/tokenizer access broke in v4.57.5 vs Kimi-K2.5 tokenizer codec handling and warning regression." + "reason": "Both are regressions, but one is processor.tokenizer access and the other is Kimi-K2.5 codec/regex handling." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different model-specific issues: Blip2 dtype propagation vs RTDetrV2 producing different outputs in v5." + "reason": "Blip2 dtype propagation and RTDetrV2 output changes are different model-specific regressions." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer defects: BigBird mask token not registered vs mdeberta-v3-base not adding BOS/EOS with add_special_tokens." + "reason": "Different tokenizer bugs: BigBird mask token special registration vs mdeberta add_special_tokens behavior." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Different generation/model-state bugs: chunked generation with compiled forward vs Qwen3.5 recurrent states resetting with cache." + "reason": "Compiled-forward chunked generation inconsistency is not the same as recurrent-state reset in modular_qwen3_5." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model init regression is not the same bug as FSDP CPU RAM efficient loading." + "reason": "Generic custom model initialization regression and FSDP CPU RAM loading are unrelated." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading regressions: offline mistral regex patch issue vs est-roberta tokenizer loading failure." + "reason": "Offline Mistral regex patch bug is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." } ] }, @@ -7186,11 +7196,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 23, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -7228,7 +7238,6 @@ "issue:44610", "issue:44625", "issue:44821", - "issue:44849", "issue:44977", "issue:45290", "issue:45440", @@ -7246,8 +7255,8 @@ "soft_pairs": [ "issue:43531|issue:43742", "issue:29159|issue:33357", - "issue:45491|issue:46002", "issue:43756|issue:46402", + "issue:45491|issue:46002", "issue:43688|issue:45704", "issue:43688|issue:45440", "issue:43653|issue:43927", @@ -7260,11 +7269,11 @@ "issue:43643|issue:44561", "issue:41720|issue:44464", "issue:33666|issue:36010", - "issue:44466|issue:46050", "issue:43742|issue:44821", - "issue:32090|issue:33666", + "issue:44466|issue:46050", "issue:43504|issue:43720", "issue:43504|issue:43550", + "issue:32090|issue:33666", "issue:43577|issue:44554", "issue:44977|issue:46209", "issue:43504|issue:44610", @@ -7275,235 +7284,228 @@ "issue:43606|issue:43927", "issue:43452|issue:44451", "issue:33666|issue:36331", - "issue:43994|issue:46192", - "issue:44849|issue:46209" + "issue:43994|issue:46192" ], - "prepared_review_unit_hash": "e03b66501e0823942e4bbee2da68719d6e0e3ea4e85e9a1678344e4b731f5b7d", + "prepared_review_unit_hash": "e5f1a2995ba24a60ca68af5a2f340b9943d42790cc66910ed35cb300271b45af", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37638, - "estimated_input_tokens": 9410, - "estimated_eval_tokens": 19076 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36774, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous bundle of unrelated issues; every soft pair looks like a topical similarity only, not the same underlying bug or change.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, generation, device-map, precision, and processor regressions. The soft links look like broad textual similarity rather than the same underlying bug, so none should be merged as duplicates.", "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and the soft links are mostly superficial title similarity rather than duplicates.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; none of the issues appears to represent the whole set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs a MobileLLM loading key error; different bug classes." + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs a MobileLLM load/key error." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs a MacOS bus error on CLIP; unrelated failures." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS CLIP bus error." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Both mention NaNs, but one is a sliding-window attention bug and the other is a classification-head init/checkpoint issue." + "reason": "Different failure modes: RoPE-layer dropping in Smollm3 vs missing text-encoder weight loading in Sam3Model." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Smollm3 RoPE-layer dropping vs Sam3Model text-encoder weights not loading; different model families and fixes." + "reason": "Both mention NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head init/checkout behavior." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization bug vs an apex RMSNorm memory leak; unrelated code paths." + "reason": "Aux-loss normalization is unrelated to a T5/apex RMSNorm memory leak." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Different models and different semantics: loss normalization vs remote-implementation divergence." + "reason": "Different model parity issues: auxiliary-loss normalization vs DeepseekV3 implementation divergence." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird special-token registration vs DiaConfig custom token IDs lost on save/load; only broadly token-related." + "reason": "Both involve token handling, but one is a BigBird special-token registration bug and the other is config persistence of custom token IDs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both crash in apply_chat_template, but on different triggers: batched padding=False vs assistant tool-call messages with no content." + "reason": "Same API surface, but different triggers and likely different code paths: batched padding=False crash vs tool-call assistant message with no content." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Torch.compile SDPA failure vs config token-ID persistence; unrelated." + "reason": "Unrelated: Bamba torch.compile/SDPA bug vs DiaConfig save/load token-ID regression." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization bug vs tokenization behavior changes across versions; not the same bug." + "reason": "Aux-loss normalization is not the same as a broad tokenization-version regression." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different code paths." + "reason": "Different regressions: video-input preprocessing vs num_labels propagation in Qwen3.5." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba compile/SDPA failure vs MLukeTokenizer AttributeError; unrelated." + "reason": "Different subsystems: compiled SDPA failure vs MLukeTokenizer AttributeError." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward vs flash-attention generation; both generation bugs, but not the same concrete failure." + "reason": "Both affect generation, but one is compiled-forward chunked generation and the other is flash-attention behavior on Qwen3.5." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing config fields and the other is removal of a helper API." + "reason": "Both mention trust_remote_code, but one returns incomplete config fields and the other is a v5 removal breaking remote-code models." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 device-map cudaErrorAssert vs compiled-forward chunked-generation inconsistency; different failures." + "reason": "Different bug classes: auto device mapping cuda assert vs compiled-forward chunked generation inconsistency." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training issue vs GenerationMixin import error; unrelated." - }, - { - "left": "issue:44466", - "right": "issue:46050", - "accept": false, - "reason": "lm_head serialization/tied-weights behavior vs quantized save/load breakage; both persistence-related but not the same bug." + "reason": "Multi-GPU training issue is unrelated to an import failure for GenerationMixin." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM loading failure vs AutoImageProcessor URL loading; different APIs and symptoms." + "reason": "Different loaders and surfaces: MobileLLM checkpoint load error vs AutoImageProcessor URL loading." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training; same broad area only." + "reason": "Both concern save/load, but one is tied-weight serialization and the other is quantized sinq checkpoint restoration." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy field loading in Beit vs BitNet packed-weight unpacking during accelerate loading; distinct model-loading bugs." + "reason": "Different model-loading failures: legacy field handling in Beit vs packed-weight unpacking in BitNet." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit pretrained-load legacy field issue vs Bamba compile/SDPA failure; unrelated." + "reason": "No overlap beyond being model bugs; Beit load failure and Bamba compile/SDPA failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error is not the same as a Qwen2-VL multi-GPU training request/issue." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation bug vs MPS attention correctness issue; unrelated." + "reason": "Different concerns: dtype propagation in Blip2 vs an MPS attention correctness issue." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different backend issues." + "reason": "Different precision/runtime problems: Qwen3.5 flash-attention generation vs FP8 inference on B200." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit loading legacy field vs OmDet processor/model size mismatch; unrelated." + "reason": "Beit legacy-field load failure is unrelated to OmDet processor/model input-size mismatch." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness issue vs inability to import Trainer with datasets installed; unrelated." + "reason": "MPS attention correctness issue is unrelated to importing Trainer conflicting with datasets." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio sampling-rate default vs processor.tokenizer/images regression; both processor-related but different breakages." + "reason": "Both are processor regressions, but one is default sampling-rate selection and the other is processor.tokenizer/image-passing API breakage." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet accelerate loading vs DiaConfig token-ID persistence; unrelated." + "reason": "Packed-weight loading in BitNet is unrelated to DiaConfig custom token-ID persistence." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-map forward mismatch vs sinq quantized save/load breakage; different problems." + "reason": "Different device/serialization bugs: Gemma4 PLE auto-device mismatch vs sinq checkpoint save/load regression." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in Bark vs DiaConfig token-ID loss; unrelated." + "reason": "CPU offload device mismatch is unrelated to token-ID persistence." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "GGUF-related tokenizer/model loading breakage vs ScandiBERT loading failure; different root causes." + "reason": "Both are loading-related, but gguf_file regressions and ScandiBERT loading failure are different root causes." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training issue vs custom Trainer compute_loss signature mismatch; unrelated." + "reason": "Multi-GPU training issue is unrelated to a CustomTrainer compute_loss signature mismatch." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Siglip2 bad outputs vs return_tensors being ignored with text_kwargs; unrelated." - }, - { - "left": "issue:44849", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 hidden-states bug vs FP8 inference on B200; different features and failures." + "reason": "Siglip2 output quality regression is unrelated to return_tensors being ignored when text_kwargs is passed." } ] }, @@ -7519,11 +7521,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 24, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -7551,7 +7553,6 @@ "issue:43825", "issue:43844", "issue:43927", - "issue:44291", "issue:44361", "issue:44464", "issue:44466", @@ -7569,35 +7570,37 @@ "issue:45357", "issue:45405", "issue:45520", + "issue:45584", "issue:45759", "issue:45812", "issue:45823", - "issue:46002", + "issue:46209", "issue:46424", "issue:46489" ], "soft_pairs": [ "issue:43525|issue:43572", + "issue:44849|issue:46209", "issue:43278|issue:43688", "issue:43493|issue:43825", "issue:43720|issue:44361", "issue:44964|issue:45405", "issue:39692|issue:43493", "issue:28218|issue:33357", - "issue:44625|issue:46002", + "issue:44625|issue:45584", "issue:44849|issue:45357", "issue:43493|issue:43844", "issue:44568|issue:46489", + "issue:39692|issue:43295", "issue:45200|issue:45229", "issue:43278|issue:43844", - "issue:39692|issue:43295", "issue:44488|issue:44843", "issue:43540|issue:44977", "issue:43646|issue:44466", "issue:44568|issue:45812", "issue:44464|issue:46424", - "issue:43824|issue:44589", "issue:33357|issue:33666", + "issue:43824|issue:44589", "issue:44589|issue:45520", "issue:43257|issue:43299", "issue:43334|issue:43572", @@ -7607,229 +7610,228 @@ "issue:45229|issue:45823", "issue:43278|issue:43701", "issue:44792|issue:45405", - "issue:43575|issue:45405", - "issue:43572|issue:44291" + "issue:43575|issue:45405" ], - "prepared_review_unit_hash": "3840072b76f4cd9fd9347ab6d52f1b647c482128b9e95b07775e710f55ccfbbc", + "prepared_review_unit_hash": "cf4534343154e46c6667551adb947cbfd29c736bc35ae5a9aaea8a20e09b7a9d", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37356, - "estimated_input_tokens": 9339, - "estimated_eval_tokens": 18934 + "serialized_chars": 37290, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated issues that only share broad transformer/model-regression vocabulary. None of the soft-edge pairs look like the same underlying bug or change, so all should be rejected.", - "confidence": 0.9, - "canonical_issue_reason": "No single true duplicate cluster emerges; issue 45812 is the closest representative because it is the broadest, highest-impact tokenizer regression with a clear v4\u2192v5 failure mode.", + "summary": "The soft pairs cluster around tokenizer/config/model-loading regressions, but they point to different concrete failures and code paths, so none are safe duplicate merges. The clearest representative issue is the Granite tokenizer regression because it describes a broad v4\u2192v5 tokenization break in core AutoTokenizer behavior.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a broad, silent AutoTokenizer regression affecting token IDs across an entire model family, which is more central than the niche model/config-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best overall issue representative: concrete user impact, regression framing, and the broadest scope among the set.", + "best_issue_reason": "issue:45812 is the best overall issue to anchor this cluster because it captures the most general and high-impact tokenizer regression with a clear code-path description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are config attribute regressions, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`) with no shared code path shown." + "reason": "Both are missing-pad-token config bugs, but one is Llama4 `pad_token_id` and the other is StableLm `pad_token_idx`; different models and different fields." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and FP8 inference on B200 are unrelated failures in different subsystems." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "One is an embedding dtype mismatch during evaluate; the other is auxiliary-loss normalization. Different symptoms and subsystems." + "reason": "Embedding dtype drift and auxiliary-loss normalization are distinct training/eval bugs with different fixes." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch and a pipeline translation error message are unrelated bugs." + "reason": "SigLIP2 implementation parity and a pipeline error-message regression are unrelated issues." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Accelerate loading of packed BitNet weights vs tokenizer task AttributeError are unrelated." + "reason": "Packed-weight unpacking in accelerate loading and an MLukeTokenizer AttributeError do not share the same underlying bug." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model-loading failure and a dependency-version bump are not the same bug." + "reason": "Model loading for Phi-4 multimodal and a PEFT version requirement bump are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Documentation example errors and SigLIP2 HF-vs-JAX discrepancy are different issues." + "reason": "Both mention SigLIP2, but one is documentation/example mistakes and the other is implementation discrepancy; not the same bug." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer whitespace behavior and a MacOS bus error on CLIP are unrelated." + "reason": "Tokenizer spacing after added tokens and a MacOS bus error on a CLIP model are unrelated." }, { "left": "issue:44625", - "right": "issue:46002", + "right": "issue:45584", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 and NaNs in classification heads are different failure modes." + "reason": "Qwen3.5 `num_labels` propagation and Whisper empty-transcription generation failure are different code paths." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Output-hidden-states behavior and incorrect visual-encoder save keys are separate Qwen3.5 bugs." + "reason": "Qwen3.5 hidden-states output and incorrect save_pretrained visual encoder keys are separate regressions." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy and DeepSpeed gradient explosion are unrelated." + "reason": "SigLIP2 parity mismatch and DeepSpeed gradient growth are unrelated training/model bugs." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and distinct tokenization failures." + "reason": "Both are tokenizer regressions, but one is mdeberta special-token insertion and the other is DeepSeek-Coder v1 token output; different model families and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 example issues and the processor.tokenizer regression are not the same underlying failure." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only mm_token_type_ids defaults and multi-GPU CUDA OOM are unrelated." + "reason": "Missing mm_token_type_ids defaults and Gemma4 multi-GPU OOM are different problems." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Evaluate-time dtype drift and ZeRO-3 gradient growth are different bugs." - }, - { - "left": "issue:39692", - "right": "issue:43295", - "accept": false, - "reason": "A broken doc example and a regression in processor/tokenizer behavior are not the same underlying issue." + "reason": "A dtype mismatch in embeddings and exploding gradients under ZeRO-3 are not the same bug." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Loading a specific model failing and an offline-mode tokenizer patch issue are unrelated." + "reason": "Loading a specific model and an offline-mode `model_info()` call regression are unrelated." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and flash-attention generation in Qwen3.5 are different code paths." + "reason": "Qwen3OmniMoe video-processing failure and Qwen3.5 flash-attention generation are separate issues." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and model-device-dependent lm_head serialization are unrelated." + "reason": "Custom model initialization breakage and tied-weight serialization inconsistency are different regressions." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different concrete failures." + "reason": "Both are tokenizer bugs, but `mdeberta-v3-base` special-token handling and Granite token-ID regression affect different tokenizer implementations and failure modes." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked generation with compiled forward and cache-length handling are separate concerns." + "reason": "Compiled-forward chunked generation inconsistency and quantized-cache `max_cache_length` behavior are unrelated." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Missing Qwen2.5-VL import and Float8 storage lookup errors are unrelated." + "reason": "A MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "MacOS bus error on a CLIP model and Qwen2-VL multi-GPU training are unrelated." + "reason": "Missing Qwen2.5 VL import and a Float8 storage lookup error are different failures." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and Python 3.13 flash_attn import handling are different bugs." + "reason": "Float8 storage import failure and `flash_attn` KeyError on Python 3.13 are unrelated environment issues." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and Qwen3VL MoE loading are related only by model family, not the same failure." + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is Qwen3VL dev loading; not the same concrete bug." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL and missing pad_token_idx on StableLmConfig are distinct model/config regressions." + "reason": "Qwen3-VL `pad_token_id` missing and StableLm `pad_token_idx` missing are separate config regressions." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are unrelated." + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task handling are different issues." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Beit semantic-segmentation legacy-field loading and Bark CPU-offload device mismatch are separate bugs." + "reason": "BEiT legacy-field loading and bark-small CPU offload device mismatch are unrelated." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing config attribute and the other is from_config not unwrapping text_config." + "reason": "Both concern Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is failing to unwrap `text_config`; different root causes." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Multi-GPU OOM and PLE device mismatch during forward are different failure modes." + "reason": "Gemma4 multi-GPU OOM and PLE device mismatch during forward are different runtime failures." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + "reason": "Embedding dtype changes and resume-from-checkpoint key mismatch are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing janus image-generation test and a dependency version bump are not the same bug." + "reason": "A janus generation test failure and a PEFT minimum-version bump are not the same bug." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP-induced OOM on Qwen2-57B and a PEFT minimum-version bump are unrelated." - }, - { - "left": "issue:43572", - "right": "issue:44291", - "accept": false, - "reason": "Missing pad_token_idx and init_empty_weights receiving an unexpected argument are different compatibility problems." + "reason": "Qwen2-57B tensor-parallel OOM and a dependency version bump are unrelated." } ] }, @@ -7845,11 +7847,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 25, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -7867,6 +7869,7 @@ "issue:43493", "issue:43504", "issue:43540", + "issue:43572", "issue:43606", "issue:43653", "issue:43696", @@ -7877,10 +7880,10 @@ "issue:43994", "issue:44112", "issue:44186", + "issue:44291", "issue:44423", "issue:44464", "issue:44493", - "issue:44521", "issue:44554", "issue:44734", "issue:44964", @@ -7888,7 +7891,6 @@ "issue:45084", "issue:45198", "issue:45200", - "issue:45290", "issue:45406", "issue:45446", "issue:45520", @@ -7902,6 +7904,7 @@ "issue:46369" ], "soft_pairs": [ + "issue:43572|issue:44291", "issue:44493|issue:46285", "issue:43606|issue:44112", "issue:43504|issue:43653", @@ -7914,8 +7917,8 @@ "issue:43844|issue:44964", "issue:43065|issue:46369", "issue:42490|issue:43696", - "issue:45406|issue:46121", "issue:29159|issue:32090", + "issue:45406|issue:46121", "issue:28218|issue:34567", "issue:45084|issue:45520", "issue:44554|issue:45446", @@ -7925,187 +7928,186 @@ "issue:45072|issue:45198", "issue:43493|issue:43701", "issue:37428|issue:43957", - "issue:44186|issue:46192", - "issue:44521|issue:45290" + "issue:44186|issue:46192" ], - "prepared_review_unit_hash": "278f8e2b89352882816713f371019683b7177f89a5ecd484ae0d9e24416bccfd", + "prepared_review_unit_hash": "368b4bfcdcfea8e8470ea46e03e05e02d4d0989caf65e6ace2880c1fe64cda6e", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34776, - "estimated_input_tokens": 8694, - "estimated_eval_tokens": 17644 + "serialized_chars": 34800, + "estimated_input_tokens": 8700, + "estimated_eval_tokens": 17656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers bugs. None of the soft pairs look like the same underlying defect/change, so I would not merge any of them as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43957 is the best anchor: it describes a broad, concrete model-loading regression with `torch.device(\"meta\")` and clear examples, making it the most representative issue in this mixed set.", + "summary": "This cluster is heterogeneous: most items are unrelated Transformers bugs spanning tokenizers, model loading, serving, quantization, and attention backends. The soft pairs mostly share broad subsystem vocabulary but not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43873 is the broadest, actively discussed bug report in the set and has the strongest chance of serving as a representative anchor, though this cluster is not truly duplicate-heavy.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43957 has the strongest global triage value because it is reproducible, well-scoped, and impacts multiple models through one loading path.", + "best_issue_reason": "Issue 43873 is the best representative issue because it is open, well-described, and broadly scoped; however, it is still only a loose thematic fit for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading/config compatibility problems, but they fail in different places: missing pad_token_idx vs an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Different bugs: one is a positional-id/key mismatch across many models, the other is a CLIP text-model structure inconsistency." + "reason": "These concern different tokenizer/model-structure regressions; one is a key/position-id warning, the other is a CLIP text-model attribute layout change." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch is unrelated to a stale GraniteSpeech CI test." + "reason": "Both mention device-related CI failures, but they affect different models and code paths, so they are not the same underlying bug." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different components and failure modes: BEiT legacy-field loading vs BigBirdTokenizer special-token decoding." + "reason": "A legacy preset-load issue for BEiT segmentation is unrelated to BigBirdTokenizer special-token registration and decode output." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation and Whisper empty-transcription handling are separate code paths." + "reason": "Both are generation bugs, but one is about compiled forward/chunked generation and the other is Whisper empty-transcription handling after token alignment." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 bad outputs are not the same issue as the generic unexpected key/position-id problem." + "reason": "SigLIP2 output corruption and an unexpected key/position-id issue are different model behaviors with no shared concrete failure path." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both touch quantization/offload, but one is an offloading behavior bug and the other is a save/load regression for sinq quantization." + "reason": "Quantization/offloading and quantization save/load breakage are related themes but distinct bugs affecting different lifecycle stages." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to sinq quantized model persistence." + "reason": "One is a flash-attention integration crash on sink-less models; the other is a sinq serialization/deserialization issue." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow job-reporting are unrelated subsystems." + "reason": "Flash Attention test failures and MLflow reporting on failed jobs are unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve-related, but one is multimodal input handling and the other is KV-cache continuation indexing." + "reason": "Both are serve bugs, but one crashes on multimodal continuous batching while the other fails in KV-cache continuation indexing." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed gradient growth and Phi-4 multimodal loading are different failure classes." + "reason": "Gradient explosion under DeepSpeed ZeRO-3 is unrelated to a latest-transformers model-loading failure for Phi-4 multimodal." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "A dummy Conv2d implementation is not the same as a memory-overflow report for the same model family." + "reason": "Both involve SAM3, but one is about a dummy Conv2d placeholder in a decoder while the other is a memory overflow when running the litetext model." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warnings are unrelated to a GPT-oss-20b OOM." + "reason": "A local-path import warning is not the same bug as GPT-oss-20b CUDA OOM." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Gemma4 serve tokenizer state and rope-parameter JSON type handling are separate bugs." + "reason": "Tokenizer slow/fast inconsistency and a Trainer _gpu_broadcast_one NoneType error are unrelated." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast NoneType errors." + "reason": "Gemma4 serve processor missing _tokenizer is unrelated to rope-parameter list typing in configuration validation." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing and TrainerState token-count tracking are different defects." + "reason": "An added-token spacing bug is unrelated to TrainerState num_input_tokens_seen not updating." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Torch compile template-node errors are unrelated to flash_attn import-key errors." + "reason": "A template-node compilation error is unrelated to a flash_attn import KeyError on Python 3.13." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness issue is not the same as a flex_attention import-version check bug." + "reason": "An MPS attention correctness issue is not the same as a PyTorch version check bug in flex_attention imports." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript export with GeneratorExp is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma4 text-only mm_token_type_ids defaults." + "reason": "Qwen3OmniMoe video input validation and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma4, but one is token-type defaults and the other is a forward device-mismatch bug." + "reason": "Both are Gemma4 issues, but one is a missing default for token type ids and the other is a device-map forward mismatch." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures are different code paths." + "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share the same root cause." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "A SigLIP2 implementation discrepancy and a resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-support import errors are separate from meta-device model-loading regressions." + "reason": "A missing flash-attention utility import and meta-device model-loading failures are different compatibility issues." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on padding/truncation are not the same as return_tensors being ignored with text_kwargs." - }, - { - "left": "issue:44521", - "right": "issue:45290", - "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero multimodal assistant masks and the other is a crash on tool-call messages with no content; too different to merge." + "reason": "LayoutLMv2 NER padding/truncation crashes and return_tensors being ignored in text_kwargs are different tokenizer API bugs." } ] }, @@ -8121,7 +8123,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 26, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -8139,12 +8141,10 @@ "issue:43232", "issue:43295", "issue:43334", - "issue:43388", "issue:43450", "issue:43452", "issue:43493", "issue:43525", - "issue:43526", "issue:43550", "issue:43572", "issue:43575", @@ -8157,6 +8157,7 @@ "issue:43975", "issue:44112", "issue:44466", + "issue:44521", "issue:44554", "issue:44610", "issue:44792", @@ -8165,6 +8166,7 @@ "issue:44987", "issue:45127", "issue:45200", + "issue:45290", "issue:45325", "issue:45356", "issue:45381", @@ -8179,6 +8181,7 @@ "issue:46512" ], "soft_pairs": [ + "issue:44521|issue:45290", "issue:43232|issue:44849", "issue:45823|issue:46192", "issue:43295|issue:43450", @@ -8198,219 +8201,221 @@ "issue:43450|issue:43575", "issue:45200|issue:45325", "issue:42490|issue:43493", - "issue:44792|issue:45563", "issue:43452|issue:46512", "issue:43334|issue:43525", + "issue:44792|issue:45563", "issue:42915|issue:43824", "issue:38175|issue:43493", "issue:43824|issue:43975", "issue:28218|issue:35141", - "issue:43388|issue:43526", "issue:43653|issue:44112" ], - "prepared_review_unit_hash": "abd2922781adee250ded438b54fb04721bbfe707921939c209ea5f50a5942aad", + "prepared_review_unit_hash": "12a292c44111c34cf235a5c54bdf3ab7961d8c7dd64b4ac2fc9dde0ee665e003", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36535, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "serialized_chars": 36454, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly superficially similar transformer regressions (loading, tokenization, processors, generation), but the soft pairs point to different concrete failures and code paths, so I did not merge any of them.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43950 is the strongest standalone bug report here: a concrete v5 regression in `from_pretrained()` that silently corrupts non-persistent buffers, with broad impact and clear actionable semantics.", + "summary": "Mostly heterogeneous transformer issues with a single strong duplicate-like family around missing `pad_token_id` on config objects. The SigLIP2 pair is not a safe duplicate from the packet alone, and there are no PRs here.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43334 is the clearest anchor: it reports a concrete load-time `AttributeError` from a missing `pad_token_id` on a config object, and issue:43525 appears to be the same config-attribute regression on a different model.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best overall representative because it describes a precise, high-severity loading regression rather than a model-specific symptom or a documentation/test-only failure.", + "best_issue_reason": "issue:43334 is the best standalone issue because it has the most explicit repro and the most concrete failure mode, making it the strongest candidate for deduping nearby config-attribute regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but one is multimodal assistant-mask handling and the other is tool-call/no-content crash; different code paths and symptoms." + }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Both are generation-related, but one is about `_update_model_kwargs_for_generation` after `sync_gpus` and the other is a Qwen3.5 `output_hidden_states` bug; different code paths and symptoms." + "reason": "Generation kwargs sync behavior and hidden-state output regression are unrelated bugs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device-mismatch in Gemma4 forward is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Device-map forward mismatch and `return_tensors`/`text_kwargs` handling are different problems." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both involve processors, but one is a regression around `processor.tokenizer` / passing images to tokenizer, while the other is a batched video-shape bug." + "reason": "Processor/tokenizer regression versus batched video shape bug; different inputs and failures." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Different processor bugs: tokenizer/image handling versus OmDet-Turbo producing the wrong input resolution." + "reason": "A processor/tokenizer API regression is not the same as an OmDet-Turbo resolution mismatch." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL vision position IDs and FP8 inference on B200 are unrelated failures." + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer API regression is not the same as quantization offloading behavior." + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same bug." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are different subsystems and bugs." + "reason": "MPS attention correctness and Kimi tokenizer codec regression are different failure modes." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to `return_tensors` being ignored in processor kwargs handling." + "reason": "SigLIP2 doc-example errors and ignored `return_tensors` are unrelated." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are loading regressions, but one is missing `pad_token_idx` in StableLmConfig and the other is a specific `physical-intelligence/fast` load failure." + "reason": "Missing padding config field and `physical-intelligence/fast` load failure are separate issues." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "These are different backend/import errors (`flash_attn` on Python 3.13 vs `tensorflow_text` in BACKENDS_MAPPING`)." + "reason": "Different backend/import errors in different code paths." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is not the same bug as DeepSpeed ZeRO-3 gradient growth." + "reason": "torch.compile SDPA failure and ZeRO-3 gradient inflation are distinct training/runtime bugs." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied weights by device and LoRA merge collapse with extended vocab are distinct issues." + "reason": "Tied-weight serialization inconsistency and LoRA merge collapse are related in theme but not the same concrete bug." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is not the same as meta-device loading breaking some models." + "reason": "Missing padding config field and meta-device loading breakage are separate regressions." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but they involve different missing symbols from different modules." + "reason": "Different import errors in different modules/models." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution/interpolation failure and RT-DETR memory release are unrelated." + "reason": "Perceiver positional-encoding failure and RT-DETR memory release are unrelated." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Both are model-loading regressions, but one is silent buffer corruption while the other is a structural API inconsistency in CLIP text models." + "reason": "Non-persistent buffer corruption during load and CLIP text-model structure inconsistency are different regressions." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape mismatch is unrelated to tensor-parallel OOM when loading Qwen2-57B." + "reason": "Batched video shape bug and tensor-parallel OOM are not the same underlying issue." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 `mm_token_type_ids` defaulting and Qwen2.5-VL still-image temporal position scaling are different multimodal bugs." + "reason": "Gemma4 text-only token-type defaults and Qwen2.5-VL rope/position scaling are unrelated multimodal bugs." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A trailing-slash local-path import warning is unrelated to the SigLIP2 HF-vs-JAX implementation discrepancy." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Janus image generation test failure and a stale paged-generate warning are not the same bug." + "reason": "Trailing-slash import warning and SigLIP2 implementation mismatch are unrelated." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "GGUF loading breakage in `from_pretrained()` is different from `from_config(dtype=...)` leaving `model.config.dtype` stale." + "reason": "gguf_file loading breakage and stale `config.dtype` after `from_config()` are separate loading issues." }, { "left": "issue:43334", "right": "issue:43525", + "accept": true, + "reason": "Both report the same missing-`pad_token_id` config regression on model load, so they plausibly share one fix." + }, + { + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and there is no evidence of the same root cause." + "reason": "Janus image-generation test failure and stale paged-generate warning are different generation issues." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe failing with FineGrainedFP8Config is unrelated to the Qwen2.5-VL import error." + "reason": "FP8 config failure for Qwen3MoE and a Qwen2.5-VL import error are unrelated." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one reports zero probabilities and the other a broader implementation discrepancy; too little evidence they are the same underlying bug." + "reason": "They share only a broad SigLIP2/correctness theme; one is a zero-probability symptom and the other is a broader HF-vs-JAX discrepancy, which is not enough to treat them as the same bug." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a Qwen2.5-VL class and DeepSeek-Coder detokenization regression are unrelated." + "reason": "Qwen2_5_VL import failure and DeepSeek tokenizer detokenization are unrelated model-specific bugs." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after an added token and embedding reinitialization after resize/tied-weights are different behaviors." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Distributed metric gathering dropping labels and `BeitImageProcessorFast.reduce_labels` truncating labels are different label-handling bugs." + "reason": "Tokenizer spacing after added tokens and resized-embedding reinitialization are different issues." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI test flake are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is mostly grounded, but one soft-edge acceptance is too aggressive. issue:38175 vs issue:43493 share a SigLIP2/correctness theme, yet the packet only gives a zero-probability symptom on one side and a broader HF-vs-JAX discrepancy on the other; that is not enough to conservatively call them the same bug. The other soft-edge rejections look fine, and there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8419,7 +8424,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 27, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -8435,6 +8440,7 @@ "issue:43262", "issue:43278", "issue:43335", + "issue:43388", "issue:43425", "issue:43450", "issue:43526", @@ -8476,16 +8482,17 @@ "issue:46512" ], "soft_pairs": [ - "issue:43278|issue:43856", "issue:43526|issue:46192", + "issue:43278|issue:43856", + "issue:43388|issue:43526", "issue:41720|issue:46209", "issue:44442|issue:45198", "issue:43262|issue:43450", "issue:45520|issue:46170", "issue:38175|issue:45412", "issue:43819|issue:44112", - "issue:44561|issue:46234", "issue:44206|issue:45584", + "issue:44561|issue:46234", "issue:45759|issue:46285", "issue:45290|issue:46326", "issue:43827|issue:43901", @@ -8500,193 +8507,206 @@ "issue:45759|issue:46512", "issue:29942|issue:32090", "issue:44448|issue:44743", + "issue:43335|issue:43653", "issue:45200|issue:45588", - "issue:43335|issue:43653" + "issue:43550|issue:44112" ], - "prepared_review_unit_hash": "67f277895c17a296e3845bd7449be2ebd8ab459108afb420d8048898c82bf9e1", + "prepared_review_unit_hash": "b12d83b13dcd2c69aadc4efaf66e36119045a3778facfa494c3a6f5021397dc9", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35069, - "estimated_input_tokens": 8768, - "estimated_eval_tokens": 17792 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36313, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct Transformers bug reports spanning different subsystems (chat templates, vision/audio processors, model loading, flash attention, training, and CI). I do not see any pair that clearly represents the same underlying bug/change, and there are no PRs in the cluster.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 44521 is the broadest and most central runtime bug report here: it has the most discussion/inbound references and targets a core multimodal chat-template path, making it the best representative issue if one must be chosen.", + "summary": "This cluster is noisy and mostly non-duplicate: it mixes unrelated issues across multimodal processors/chat templates, model loading, hardware/version regressions, and CI/docs noise. No soft pair looks like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44521 is the most active and central representative of the cluster, with broader multimodal chat-template scope and inbound references, making it the best umbrella-style issue here.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest issue candidate overall because it is an active, user-facing multimodal regression with broader applicability than the more narrow edge-case reports.", + "best_issue_reason": "issue:44521 is the strongest representative issue, but only as a loose cluster anchor rather than a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Related processor behavior, but one is reduce_labels truncation and the other is return_tensors being ignored; different bugs and code paths." + }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different problems: dtype drift between train/eval vs MoE memory inefficiency." + "reason": "One is a dtype drift during evaluate, the other is MoE training memory usage; not the same underlying issue." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Unrelated processor bugs: label reduction vs return_tensors being ignored." + "reason": "Both involve labels, but one is gather_for_metrics dropping tuple elements and the other is BeitImageProcessorFast reduce_labels; distinct failures." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are GPU/runtime failures, but on different models and failure modes; not the same bug." + "reason": "Both are Qwen3 hardware/runtime failures, but one is a CUDA assert during device mapping and the other is FP8 inference on B200; not the same bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model issues affecting different components and behaviors." + "reason": "Different speech-tokenizer/model loading failures with different APIs and symptoms." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs batched video shape bug." + "reason": "Audio chat-template sampling-rate default vs batched video shape output; same processor area, but different concrete bugs." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different import/runtime failures on different platforms and dependencies." + "reason": "Separate import/runtime compatibility problems: flash_attn on Python 3.13 versus Windows ROCm torch.distributed dependency issues." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Model output correctness bug vs memory release/GC leak." + "reason": "Zero-probability inference output vs model memory not releasing; unrelated issues." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different subsystems: DAC latent reconstruction vs GraniteSpeech CI override failure." + "reason": "DAC latent mismatch and GraniteSpeech CI device-override failure are different problems." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Both are missing-import style reports, but they concern different removed/absent symbols and model paths." + "reason": "Both are audio-related, but one is an unsupported feature-extractor arg and the other is empty-transcription generation after align_special_tokens." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Different audio/text preprocessing failures with no clear shared root cause." + "reason": "Both mention missing utilities, but they are different symbols and different regression surfaces." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Separate model/config consistency issues; not the same code-path problem." + "reason": "Both concern model/config structure, but one is text_config unwrapping for composite Qwen configs and the other is CLIP text model structure inconsistency." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve apply_chat_template, but they are different edge cases with different triggers and failures." + "reason": "Both are chat-template/tokenizer crashes, but they hit different inputs and different code paths." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs complaints, but they cover different deprecated APIs and different pipeline behaviors." + "reason": "Both are docs updates around old pipeline APIs, but they concern different deprecated arguments and pages." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different vision/model bugs: wrong processor output size vs AMP/CUDA loss crash." + "reason": "Object-detection adjacent, but one is wrong processor output size and the other is an AMP CUDA crash in a loss function." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Batched-input crash vs incorrect assistant mask generation; related area but not the same concrete bug." + "reason": "Both are multimodal apply_chat_template bugs, but one is a batched padding=False crash and the other is zeroed assistant masks; not the same bug." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different model/helper issues with no shared failure mode." + "reason": "Different helper/functionality: DAC latent mismatch versus qwen3_omni_moe feature-length calculation." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different detection/training problems affecting unrelated logic." + "reason": "One is a float16 AMP crash, the other is missing auxiliary losses when denoising is off; unrelated." }, { "left": "issue:43335", - "right": "issue:43653", + "right": "issue:43550", "accept": false, - "reason": "Different bugs in different models/tokenizers; no shared underlying defect." + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are unrelated model bugs." }, { "left": "issue:43611", "right": "issue:46402", "accept": false, - "reason": "Different loading regressions: base_model_prefix handling vs Sam3 text encoder weights not loading." + "reason": "Both involve model loading, but one is base_model_prefix handling and the other is Sam3 text encoder weights not loading." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Device-offload mismatch vs feature-extraction length helper behavior." + "reason": "CPU offload device mismatch and feature-extractor output-length behavior are unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Flash-attention import symbol regression vs Torch 2.10 compatibility claim." + "reason": "The former is a specific flash_attention_utils import error, while the latter is a broad Torch 2.10 incompatibility report." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "Both involve config/from_config, but one is multimodal text_config unwrapping and the other is stale dtype metadata." + "reason": "Both are from_config semantics, but one is text_config unwrapping and the other is stale config.dtype after initialization." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention test failures vs Trainer broadcast TypeError are unrelated." + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType TypeError are different issues." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different generation/regression behaviors in different model paths." + "reason": "Pegasus output differences across versions and Qwen3.5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and BigBirdTokenizer special-token decode bug do not share the same root cause." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Different multimodal processor and flash-attention sink-related crash." + "reason": "mm_token_type_ids defaults and flash_attention s_aux=None crashes are unrelated." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Sparse-layer config bug vs tokenizer special-token registration bug." + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech CI device-override failure are separate code paths." } ] }, @@ -8702,11 +8722,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 28, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -8726,8 +8746,8 @@ "issue:43335", "issue:43504", "issue:43526", - "issue:43550", "issue:43606", + "issue:43701", "issue:43720", "issue:43819", "issue:43825", @@ -8761,25 +8781,24 @@ ], "soft_pairs": [ "issue:45127|issue:45245", - "issue:43550|issue:44112", "issue:44855|issue:45083", "issue:37428|issue:44351", "issue:43335|issue:43504", "issue:43819|issue:44493", "issue:43278|issue:43825", - "issue:39692|issue:43526", "issue:44206|issue:45823", + "issue:39692|issue:43526", "issue:29127|issue:32090", - "issue:26413|issue:31501", - "issue:45588|issue:45859", "issue:43335|issue:45083", + "issue:45588|issue:45859", + "issue:26413|issue:31501", "issue:43720|issue:44112", + "issue:43335|issue:44112", "issue:45459|issue:46234", "issue:45310|issue:45478", - "issue:43335|issue:44112", "issue:43335|issue:45593", - "issue:45290|issue:45381", "issue:39692|issue:44493", + "issue:45290|issue:45381", "issue:44448|issue:44779", "issue:43606|issue:44857", "issue:34689|issue:35141", @@ -8789,222 +8808,223 @@ "issue:38175|issue:44493", "issue:28218|issue:32090", "issue:45920|issue:46192", + "issue:43701|issue:45083", "issue:40444|issue:43526" ], - "prepared_review_unit_hash": "75758e6ae6071f16f485c0ad99a716406a6e3b84595508fcc8b6501e19d99541", + "prepared_review_unit_hash": "8b9173daa05fb266d71e91f111453504f36ef199380280f86418653781286db8", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36962, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "serialized_chars": 36937, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports across different bugs and subsystems. Only the two identical Qwen3.5 MoE from_pretrained reports look like true duplicates; the rest are too semantically distant to merge.", + "summary": "This cluster is mostly a grab bag of unrelated bug reports across different models, tokenizer behavior, loading paths, and training/runtime failures. The only clear duplicate pair is the two identical Qwen3.5 MoE `from_pretrained` regression reports.", "confidence": 0.95, - "canonical_issue_reason": "Pick issue:45310 as the canonical issue: it is the earlier report of the Qwen3.5 MoE from_pretrained regression and has essentially the same title/root problem as 45478, making it the best anchor for the duplicate pair.", + "canonical_issue_reason": "Issue 45310 is the earliest report of the exact same Qwen3.5 MoE `from_pretrained` regression, with the duplicate 45478 repeating the same title and symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45310 is the best representative because it states the concrete regression clearly and is the original of the only true duplicate pair in this set.", + "best_issue_reason": "45310 is the best representative issue because it is the original, clearest instance of the duplicated Qwen3.5 MoE loading bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "Different failure modes: LoRA/vocabulary merge collapse vs category-count limit in labeling." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "One is an SDPA/torch.compile model bug; the other is a CI stale device-override test failure." + "reason": "Unrelated bugs: LoRA/extended-vocab collapse vs a category-count limit error." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Unrelated models and code paths: DebertaV2 import parsing vs qwen3_omni_moe feature-length helper behavior." + "reason": "Different code paths and failures: Python import parsing error vs a feature-extractor helper behavior bug." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different modules; not the same underlying bug." + "reason": "Both are import errors, but for different missing symbols and likely different breakages." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs BEiT legacy-field loading issue." + "reason": "Different models and problems: SwitchTransformers config bug vs BEiT pretrained preset loading issue." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent decoding mismatch is unrelated to position-id key warnings." + "reason": "Different failures: DAC latent decoding mismatch vs position-id key warnings across models." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during eval vs a pipeline error-message regression." + "reason": "Training/eval dtype drift is unrelated to a pipeline error message regression." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "SigLIP2 docs/quantization issues are unrelated to BEiT fast image processor label handling." + "reason": "Different model families and failures: unsupported feature-extractor arg vs device mismatch in Gemma4 PLE." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Different models and bugs: unsupported feature extractor arg vs device-mismatch forward pass." + "reason": "Documentation/example issues for SigLIP2 are not the same bug as BEiT Fast label reduction." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMV3 error-message clarity vs Trainer NoneType broadcast failure." + "reason": "Clarity of a LayoutLMv3 error message is unrelated to a Trainer broadcast TypeError." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume iterator exhaustion is not the same as FineWeb training not starting." + "reason": "SwitchTransformers sparse-layer config bug and Qwen3 Omni feature-length helper bug are different." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash-attention sinkless-model crash vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Both involve Qwen3.5 MoE-adjacent code, but one is flash-attention handling and the other is CPU offload rotary embedding; not the same bug." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Different bugs in different subsystems; config creation vs helper length computation." + "reason": "Checkpoint resume failure and FineWeb training startup failure are different symptoms and likely different root causes." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading bug vs GraniteSpeech stale CI override test." + "reason": "BitNet packed-weight loading and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers configuration and GraniteSpeech CI failure are unrelated." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking vs missing import_utils symbol; different fixes." + "reason": "Tokenizer protobuf error handling and a missing import-utils symbol are different API regressions." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same Qwen3.5 MoE from_pretrained regression title and underlying failure." + "reason": "Same exact Qwen3.5 MoE `from_pretrained` error report; same title, same model, same failure mode." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech CI failure are unrelated." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss handling are unrelated." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Config bug vs missing auxiliary losses in D-FINE; different code paths." + "reason": "SigLIP2 docs/example issues are not the same as position-id key warnings across models." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash vs Qwen2.5-VL video position-id issue." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "Documentation/model-processor mismatch is not the same as unexpected position-id keys." + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are different code paths." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output divergence vs DeepSeek tokenizer regression; distinct tokenizer/model behavior." + "reason": "Pegasus v4/v5 output difference and DeepSeek tokenizer regression are separate tokenizer/model behavior issues." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU-offload device mismatch vs AMP float16 loss crash; different runtime paths." + "reason": "CPU-offload device mismatch for Bark is unrelated to an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision load regression vs post_init reinitializing output embeddings." + "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resize are different bugs." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path import warning vs GLM-4.7-Flash unit-test load failure." + "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer activation issue is unrelated to removal of is_torch_fx_available." + "reason": "DSA indexer activation choice and removal of `is_torch_fx_available` affect different subsystems." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different dtype/device mismatches affecting different models and execution modes." + "reason": "LwDetr AMP/CUDA crash and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different failures." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero-probability SigLIP2 issue is not the same as unexpected position-id keys." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are unrelated model bugs." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug is unrelated to Trainer broadcast NoneType error." + "reason": "Tokenizer spacing after added tokens is unrelated to a Trainer broadcast NoneType error." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong AutoTokenizer IDs across models vs return_tensors being ignored when text_kwargs is passed." + "reason": "AutoTokenizer wrong token IDs and `return_tensors` being ignored are different tokenizer API issues." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch and Qwen3 Omni feature-length behavior are unrelated." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image fine-tuning failure vs BEiT Fast reduce_labels bug." + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to BEiT Fast label reduction." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge calls. The only clearly duplicate pair here is issue:45310 and issue:45478, which have identical titles and a strong similarity score, so choosing 45310 as canonical is reasonable. The remaining pair verdicts are appropriately cautious given the titles/body summaries available." + "feedback": "The conclusion is grounded in the packet: 45310 and 45478 have identical titles and matching Qwen3.5 MoE from_pretrained symptoms, and 45310 is earlier. The other pairwise rejections stay conservative and do not overclaim duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -9017,11 +9037,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 29, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -9044,7 +9064,6 @@ "issue:43412", "issue:43550", "issue:43575", - "issue:43701", "issue:43746", "issue:43873", "issue:43927", @@ -9075,252 +9094,239 @@ "issue:46399" ], "soft_pairs": [ - "issue:43701|issue:45083", "issue:44977|issue:45229", "issue:44448|issue:44977", "issue:32090|issue:33357", "issue:29942|issue:35141", "issue:43746|issue:46209", - "issue:44855|issue:46399", "issue:43550|issue:45083", + "issue:44855|issue:46399", "issue:42490|issue:43575", "issue:43927|issue:45698", "issue:10000|issue:15354", "issue:27957|issue:34689", "issue:44561|issue:44779", "issue:37428|issue:44987", - "issue:43873|issue:45229", "issue:43278|issue:43329", + "issue:43873|issue:45229", "issue:44857|issue:45588", "issue:41720|issue:45229", "issue:44977|issue:45563", "issue:44568|issue:45491", "issue:43278|issue:43381", "issue:45588|issue:45823", - "issue:43976|issue:45440", "issue:45372|issue:45588", + "issue:43976|issue:45440", "issue:43412|issue:45588", "issue:45372|issue:45406", "issue:44448|issue:44466", "issue:45198|issue:45803", "issue:25251|issue:32090", - "issue:45245|issue:45563", - "issue:32090|issue:33290" + "issue:32090|issue:33290", + "issue:45245|issue:45563" ], - "prepared_review_unit_hash": "a0eb75a583b492787f9b8ed3f56d76175f1baeaeebdf15e0a5c9be010ba0f35b", + "prepared_review_unit_hash": "e37e724b422883d81b3145d1a9d82709e6b9011cce23c892a443239559237486", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37166, - "estimated_input_tokens": 9292, - "estimated_eval_tokens": 18840 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the items span unrelated bugs in tokenization, flash-attention, model loading, quantization, export, and training/runtime behavior. None of the soft pairs look like the same underlying bug or change, so no mergeable duplicate canon emerges.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits the cluster: the soft-linked items describe different code paths and failure modes, so choosing one would incorrectly collapse unrelated reports.", - "canonical_pr_reason": "No pull requests are present in the cluster.", - "best_issue_reason": "No issue is a strong global canonical candidate because there is no coherent duplicate group; the pairwise similarities are title-level only and the underlying problems differ.", - "best_pr_reason": "No pull requests are present in the cluster.", + "summary": "The proposed soft pairs are mostly superficial lexical matches rather than the same underlying bug. They span unrelated models, code paths, and failure modes, so none should be merged as duplicates. No single canonical issue emerges from this set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "Checkpoint key mismatch on resume_from_checkpoint is unrelated to qwen3_omni_moe feature-extraction length behavior." - }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation issues for Qwen3.5 are not the same bug as Gemma4 multi-GPU CUDA OOM." + "reason": "Both mention generation/runtime failure, but one is a flash-attention correctness crash for Qwen3.5 and the other is a multi-GPU OOM for Gemma4; different model and root cause." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output differences are a different problem from Qwen3.5 flash-attention generation failure." + "reason": "v4 vs v5 output regression for Pegasus is a broad behavior mismatch, while 44977 is a flash-attention generation crash on Qwen3.5; not the same bug." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to the MacOS bus error with a community CLIP model." + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP are unrelated failure modes with different stacks and symptoms." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash-Attention 2 test failures are unrelated to token embedding reinitialization after resizing." + "reason": "Flash Attention 2 test failures and token embedding reinit after resize are separate issues affecting different parts of the model lifecycle." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT local checkpoint loading is not the same as FP8 inference failure on B200/SM100." + "reason": "Local checkpoint loading with PEFT adapters is unrelated to FP8 inference failures on B200." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError in a JIT-scripted model is unrelated to a rotary-pos-emb registration decorator bug in Qwen3.5." + "reason": "torch.compile/SDPA bug in Bamba-9B-v2 is not the same as the qwen3_omni_moe helper length calculation issue." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is not the same as qwen3_omni_moe feature-length calculation behavior." + "reason": "Python 3.13 import/IndentationError in DebertaV2Model is a different code-path from Qwen3.5 rotary-pos registration missing a decorator." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash local path import warning is unrelated to tensor-parallel loading OOM for Qwen2-57B-A14B." + "reason": "Local-path import warning and tp-related OOM on Qwen2-57B are unrelated." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "DiaConfig custom token ID loss after save/load is a different bug from loading the wrong custom module after save_pretrained." + "reason": "One is custom token IDs being lost on save/load, the other is the wrong custom module being loaded after save_pretrained; both involve persistence but not the same defect." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel error and GeneratorExp/JIT export error are different model/runtime failures." + "reason": "DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated model/runtime problems." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 90B Vision model-loading regression are unrelated." + "reason": "Flash Attention 2 support on XLMRoberta and Llama 3.2 90B Vision model loading breakage are different issues." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to DeepSeek tokenizer output changes." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is not the same as Deepseek tokenizer producing incorrect results." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Missing _flash_supports_window_size import and transformers>=5.1.0 load failure for physical-intelligence/fast are different import/load issues." + "reason": "Missing _flash_supports_window_size import and transformers>=5.1.0 load failure for physical-intelligence/fast are both import-related but not the same concrete bug." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are not the same failure mode." + "reason": "BF16-to-FP32 dtype change during evaluate is unrelated to undefined variables in the video branch of _get_num_multimodal_tokens." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to undefined variables in the video branch of _get_num_multimodal_tokens." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU CUDA OOM are different resource-management problems." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP/CUDA crash is not the same as the flash_attention.py s_aux=None AttributeError." + "reason": "AMP/CUDA crash in LwDetrImageLoss and flash_attention.py AttributeError on s_aux=None are different code paths and failures." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert and Gemma4 multi-GPU CUDA OOM are different GPU placement/runtime problems." + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same underlying issue as Gemma4 multi-GPU OOM." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to the stale num_return_sequences warning in paged generate()." + "reason": "Flash-attention generation crash and stale num_return_sequences warning in paged generate are unrelated." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "mdeberta-v3-base special-token handling is unrelated to Gemma3 sliding-window NaN embeddings." + "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings from sliding-window attention are different bugs." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Training-to-eval embedding dtype change is not the same as gradient checkpointing being disallowed in eval mode." + "reason": "Embedding dtype drift in evaluate is unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "A flash_attention.py crash on sink-less models is unrelated to Gemma4 PLE device mismatch under device_map=auto." - }, - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to DeepseekV3 MoE divergence from the remote implementation." + "reason": "flash_attention.py crashing on s_aux=None and Gemma4 PLE device mismatch with device_map=\"auto\" are different failures." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor loading import failure is unrelated to the flash_attention.py s_aux=None crash." + "reason": "Gemma4 processor loading import error for ReasoningEffort and flash_attention AttributeError are separate dependencies/code paths." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n executorch export failures are unrelated to the flash_attention.py AttributeError." + "reason": "executorch export guard/erfinv support and sink-less flash_attention crash are unrelated." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor import failure is not the same as transformers serve crashing because Gemma4Processor lacks _tokenizer." + "reason": "Both concern Gemma4 loading, but one is a missing mistral_common import and the other is a missing _tokenizer attribute in serve; not the same bug." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus output changes and lm_head.weight serialization inconsistency are different v5 regressions." + "reason": "Pegasus v4/v5 output divergence and lm_head.weight serialization inconsistency are separate v5 regressions." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature bare-except error handling." + "reason": "Wav2Vec2 save_pretrained/tokenization failure and Fuyu bare-except exception swallowing are unrelated." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to the Trainer NoneType broadcast error." + "reason": "top_k changing pipeline output shape is unrelated to Trainer _gpu_broadcast_one NoneType errors." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Category-count RuntimeError is unrelated to a stale warning in paged generate()." + "reason": "Trainer broadcast NoneType and adafactor+deepspeed OOM are different training failures." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to Adafactor OOM under deepspeed." + "reason": "2^24 category limit error and stale paging warning are unrelated generate-time issues." } ] }, @@ -9336,11 +9342,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 30, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -9380,6 +9386,7 @@ "issue:44743", "issue:44871", "issue:44977", + "issue:45072", "issue:45198", "issue:45372", "issue:45412", @@ -9396,15 +9403,15 @@ "issue:43653|issue:44743", "issue:42490|issue:43873", "issue:43065|issue:45412", - "issue:44206|issue:44479", "issue:33357|issue:39692", + "issue:44206|issue:44479", "issue:43065|issue:43994", "issue:44361|issue:45198", - "issue:29127|issue:34567", "issue:44186|issue:45198", + "issue:29127|issue:34567", "issue:43611|issue:46121", - "issue:42915|issue:42994", "issue:44871|issue:44977", + "issue:42915|issue:42994", "issue:45459|issue:45712", "issue:43278|issue:43575", "issue:45412|issue:46369", @@ -9413,8 +9420,8 @@ "issue:43994|issue:45412", "issue:43381|issue:43701", "issue:43066|issue:44462", - "issue:43756|issue:45440", "issue:44265|issue:45198", + "issue:43756|issue:45440", "issue:43653|issue:44442", "issue:43421|issue:45491", "issue:27957|issue:29942", @@ -9422,230 +9429,251 @@ "issue:45440|issue:45593", "issue:43994|issue:46369", "issue:43526|issue:45834", - "issue:43526|issue:44186", "issue:29127|issue:35141", - "issue:43824|issue:44279" + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42490|issue:43381" ], - "prepared_review_unit_hash": "fcb533f13885723d28301aad01678cf1ed00841d23027992e7bb8dbfd357644a", + "prepared_review_unit_hash": "a748152172d8c7a50c5df8f188883319352ac4d9ab5618f5caa72607e6edcc56", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36636, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38114, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous, and none of the soft pairs look like the same underlying bug or change with enough specificity to merge them. The strongest anchor issue is the broad model-loading regression in transformers 5.0.0.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43611 is the broadest and most central bug report in the set: a concrete Transformers 5.0.0 model-loading regression affecting the common `base_model_prefix` path, making it a reasonable dedupe anchor.", + "summary": "These issues are mostly unrelated and do not form a real duplicate cluster; the soft pairs share only superficial subsystem similarity (tokenizers, quantization, vision, flash-attn, etc.).", + "confidence": 0.67, + "canonical_issue_reason": "No true canonical duplicate exists here; if one issue must anchor the set, issue 43873 is the broadest active bug report with the most follow-up activity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most generally useful issue to keep as the representative bug: it is specific, user-facing, and plausibly impacts many models through a shared loading code path.", + "best_issue_reason": "Issue 43873 is the best standalone representative because it is open, broadly framed, and has the strongest discussion/reference footprint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token decode bug vs Qwen recurrent-state reset bug; unrelated code paths and symptoms." + "reason": "Different bugs: BigBirdTokenizer special-token decoding vs Qwen3.5 recurrent-state reset." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Path-with-slash import warning is unrelated to quantization/offloading behavior." + "reason": "Unrelated: local-path import warning vs quantization/offloading behavior." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is not the same as RT-DETR memory not being released." + "reason": "Different models and failures: Sam3PixelDecoder dummy Conv2d vs RT-DETR memory release." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Different regressions in different components/models; not the same concrete failure." + "reason": "MacOS CLIP bus error is unrelated to a SigLIP2 documentation example issue." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "MacOS bus error with a community CLIP model is distinct from SigLIP2 documentation example errors." + "reason": "Different code paths: LasrFeatureExtractor center-arg crash vs Qwen VL video regression." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Placeholder layer implementation is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Sam3PixelDecoder dummy layer is not the same as SigLIP2 AutoModel/pipeline outputs." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer/model bugs." + "reason": "MLukeTokenizer task AttributeError differs from Wav2Vec2 save/tokenization failure." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Clarity of a LayoutLMv3 error message is not the same bug as TrainerState token counter not updating." + "reason": "LayoutLMv2 tokenizer crash is unrelated to Wav2Vec2 save_pretrained/tokenization." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated bugs." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base-model-prefix loading regression is a different problem from rope-parameter JSON list handling." + "reason": "Base_model_prefix loading regression is not the same as rope-parameter JSON list handling." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Qwen3Moe FP8 failure and quantized model saving failure are different quantization issues." + "reason": "Gemma eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "EOS token config mismatch is not the same as flash-attention generation regression." + "reason": "FineGrainedFP8Config load failure and quantized saving failure are separate problems." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "protobuf-hidden tokenizer errors and leftover dummy classes are separate maintenance/runtime issues." + "reason": "Tokenizer protobuf error masking is unrelated to leftover dummy classes in repo checks." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel OOM on Qwen2-57B." + "reason": "Embedding dtype drift in eval is not the same as Qwen2-57B tensor-parallel OOM." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Memory leak on deletion is not the same as model memory overflow during SAM3-liteText inference." + "reason": "RT-DETR GC/memory leak is different from SAM3 litetext memory overflow." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are different feature areas." + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "ReasoningEffort import failure affects Gemma 4 processor loading; protobuf exception masking is a separate tokenizer error-handling bug." + "reason": "Gemma processor import breakage is unrelated to protobuf decode-error masking." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference quality bug is unrelated to RT-DETR object lifetime/memory release." + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are different bugs." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is not the same as checkpoint key mismatch on resume." + "reason": "Eval-mode gradient checkpointing and resume checkpoint key mismatch are separate issues." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring repository tokenizer.json are distinct tokenizer-loading issues." + "reason": "Wrong tokenizer decoder type is not the same as AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Smollm3 RoPE-layer count mismatch is unrelated to DeepSeekV3MoE divergence from remote implementation." + "reason": "torch.export failures around torch_compilable_check are unrelated to Wav2Vec2 save/tokenization." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "torch.export failure on torch_compilable_check is unrelated to Wav2Vec2 save/tokenization problems." + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are distinct model-implementation bugs." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird mask-token decode issue and AutoTokenizer loading FastSpeech2ConformerTokenizer are different failures." + "reason": "BigBird mask-token registration does not match FastSpeech2ConformerTokenizer loading." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 NaN embeddings." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support issue is not the same as generic Flash Attention 2 test failures." + "reason": "XLMRoberta FA2 support request is not the same as failing FA2 tests." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + "reason": "LayoutLMv3 error clarity and MacOS CLIP bus error are unrelated." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "Remote-vs-native DeepSeekV3MoE divergence is unrelated to D-FINE auxiliary-loss behavior." + "reason": "DeepSeekV3MoE divergence is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 incorrect outputs and SAM3-liteText memory overflow are distinct model bugs." + "reason": "SigLIP2 inference regression is not the same as SAM3 litetext memory overflow." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are not the same underlying issue." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Kosmos2.5 OCR length indexing." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error handling and output-embedding reinitialization are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import failure is not the same as a generic dependency issue." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "reduce_labels returning one label and LayoutLMv2Tokenizer crashes are different processor/tokenizer defects." + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2 tokenizer crashes are unrelated." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "LayoutLMv3 error clarity and output embedding reinitialization after resize are unrelated bugs." + "reason": "TP OOM on Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Specific Qwen2.5-VL import error and a generic dependency issue are not the same concrete failure." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path slash import warning is unrelated to eval-mode gradient checkpointing." } ] }, @@ -9661,11 +9689,11 @@ "component_index": 1, "component_count": 20, "review_unit_index": 31, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -9675,6 +9703,7 @@ "issue:34567", "issue:34689", "issue:35141", + "issue:42175", "issue:42490", "issue:42915", "issue:43262", @@ -9685,44 +9714,40 @@ "issue:43526", "issue:43531", "issue:43575", + "issue:43611", "issue:43646", - "issue:43701", + "issue:43720", "issue:43723", "issue:43761", "issue:43873", "issue:43931", "issue:44062", "issue:44077", + "issue:44079", "issue:44206", "issue:44387", "issue:44442", "issue:44464", - "issue:44625", "issue:44743", "issue:44811", "issue:44857", "issue:44898", "issue:44977", "issue:45003", - "issue:45072", "issue:45245", "issue:45440", "issue:45479", "issue:45491", - "issue:45584", "issue:45588", "issue:45600", "issue:45859", "issue:45907", "issue:46121", + "issue:46234", "issue:46399" ], "soft_pairs": [ - "issue:44625|issue:45584", - "issue:43575|issue:43701", - "issue:44442|issue:45072", "issue:42915|issue:43931", - "issue:42490|issue:43381", "issue:43575|issue:44387", "issue:43761|issue:45859", "issue:46121|issue:46399", @@ -9745,204 +9770,208 @@ "issue:45003|issue:45440", "issue:43723|issue:45479", "issue:42490|issue:44743", - "issue:43316|issue:43525" + "issue:43316|issue:43525", + "issue:43761|issue:44079", + "issue:42175|issue:46234", + "issue:34689|issue:43611", + "issue:43720|issue:44442" ], - "prepared_review_unit_hash": "490b759b4e8b230283067065914aed512df836ddcc070ce079e70feef869a7f8", + "prepared_review_unit_hash": "11913479c049d9f2820e608cedeb3d59cb8671fdbdcd8bfb27a10c486ff31585", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35465, - "estimated_input_tokens": 8867, - "estimated_eval_tokens": 17990 + "serialized_chars": 36119, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not look like a single duplicate cluster; it is a grab bag of unrelated issues across models, tokenizer/config loading, training behavior, audio, and quantization. I would not merge any of the suggested soft pairs.", - "confidence": 0.21, - "canonical_issue_reason": "issue:43873 is the most discussion-heavy and externally referenced item in the set, so it is the best available anchor if one must pick a representative issue. That said, the overall group is too heterogeneous to have a strong canonical duplicate.", + "summary": "This cluster is a loose mix of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected. The best anchor is the active, widely referenced quantization/offloading issue.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43873 is the most active and externally referenced report in the set, so it is the strongest cluster anchor despite the broad topic mix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest single issue candidate by activity and inbound references, but it is not truly representative of the whole set because the set is not a coherent duplicate cluster.", + "best_issue_reason": "Issue 43873 has the highest discussion/reference signal and a clear user-facing regression-style failure mode, making it the most suitable representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "Different models and failures: Qwen3.5 config propagation vs Whisper empty-transcription generation." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "OOM on tensor-parallel model load is unrelated to resume_from_checkpoint key mismatch." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer loading bug vs dtype mismatch in bf16 inference; different code paths." - }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model/config issues." - }, - { - "left": "issue:42490", - "right": "issue:43381", - "accept": false, - "reason": "Local-path import warning is unrelated to gradient checkpointing in eval mode." + "reason": "Different models and failure modes: FP8 config failure vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is TP load OOM and the other is int4 reserved-memory regression; not the same bug." + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory growth; not the same bug." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden-states regression and Qwen3.5Moe CPU-offload incompatibility are unrelated." + "reason": "Unrelated code paths: CLIPVision hidden states regression vs Qwen3.5 MoE rotary embedding CPU offload incompatibility." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation TypeError and missing decorator for apply_rotary_pos_emb are different implementation problems." + "reason": "Both are rope-related, but one is a TypeError in validation dict conversion and the other is a kernel registration ValueError." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to LwDetrImageLoss AMP/CUDA crash." + "reason": "Different subsystems: Beit label reduction bug vs LW-DETR AMP/CUDA loss crash." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL text config is different from sliding-window behavior in Qwen3-MoE." + "reason": "Different Qwen model families and different issues: missing pad_token_id vs sliding-window behavior." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation regression and category-cardinality RuntimeError are unrelated." + "reason": "Flash-attention generation bug is unrelated to the 2^24 category-count runtime error." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default and unsupported center argument in feature extraction are different bugs." + "reason": "Both audio-related, but one is chat-template sample-rate defaulting and the other is an unsupported center argument crash." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as Gemma3 NaN embeddings from sliding-window padding." + "reason": "Different generation failures: compiled-forward inconsistency vs NaNs from mixed-length sliding-window padding." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "XLMRoberta flash-attention support and LayoutLMv3 box-validation messaging are unrelated." + "reason": "XLM-R flash-attention support and LayoutLMv3 error clarity are unrelated." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention 2 support and deepspeed Adafactor OOM are different problems." + "reason": "Flash-attention model support vs DeepSpeed Adafactor OOM are not the same bug." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention sinkless-model crash and removed-config CI breakage do not share the same code path." + "reason": "Flash-attention sink handling and auto_mappings cleanup are different issues with different code paths." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Qwen recurrent-state reset bug is unrelated to Whisper processor skip_special_tokens behavior." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General Transformers 5.0 custom initialization breakage is broader than the PatchTSMixer post_init-specific change." + "reason": "A general custom initialization regression is not the same as patchtsmixer's post_init restriction." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model-loading regression are unrelated." + "reason": "Different regressions: Adafactor+DeepSpeed OOM vs Llama 3.2 Vision loading breakage." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM during optimizer use is unrelated to output embedding reinitialization after resize." + "reason": "OOM in optimizer setup is unrelated to embedding reinitialization during post_init." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Memory exhaustion and TrainerState token-count tracking are different issues." + "reason": "Memory exhaustion and token-count tracking are unrelated." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to quantization offloading behavior." + "reason": "Gradient checkpointing eval-mode restriction is a different issue from quantization/offloading behavior." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-resolution failure are different subsystems." + "reason": "Tokenizer loading failure and Perceiver non-default resolution failure are unrelated." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to list_repo_files revision forwarding." + "reason": "AddedToken keyword collision is unrelated to list_repo_files revision forwarding." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are unrelated." + "reason": "Unsafe sys.modules access and DeepSeekV3 implementation divergence are different bugs." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and zero-loss single-label classification are different bugs." + "reason": "Tokenizer loading in v5 and degenerate sequence-classification loss are unrelated." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Import-path trailing-slash warning is unrelated to Qwen3.5 recurrent-state reset." + "reason": "Local-path import warning and Qwen recurrent-state reset are different code paths." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are similar in theme but not the same underlying bug." + "reason": "Both are config-API mismatches, but they affect different models and different missing fields." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden-state regression is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Package/backend installation issue and missing import-utils helper are not the same underlying problem." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Different version-specific loading regressions with different root causes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading failure are unrelated." } ] }, @@ -9958,7 +9987,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 32, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -9966,10 +9995,12 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ + "issue:16998", + "issue:22355", "issue:25251", + "issue:27957", "issue:28282", - "issue:34689", - "issue:42175", + "issue:32090", "issue:42617", "issue:42796", "issue:42907", @@ -9981,10 +10012,9 @@ "issue:43550", "issue:43575", "issue:43606", - "issue:43611", "issue:43643", "issue:43701", - "issue:43720", + "issue:43742", "issue:43749", "issue:43761", "issue:43825", @@ -9992,7 +10022,6 @@ "issue:43873", "issue:43931", "issue:44077", - "issue:44079", "issue:44188", "issue:44190", "issue:44442", @@ -10016,23 +10045,19 @@ "issue:46506" ], "soft_pairs": [ - "issue:42175|issue:46234", - "issue:43761|issue:44079", - "issue:34689|issue:43611", - "issue:43720|issue:44442", "issue:43232|issue:43388", "issue:43931|issue:45216", - "issue:43761|issue:44188", "issue:44077|issue:44479", + "issue:43761|issue:44188", "issue:43493|issue:43827", "issue:42907|issue:45698", - "issue:44442|issue:45803", "issue:44987|issue:46178", + "issue:44442|issue:45803", "issue:42796|issue:45290", "issue:43873|issue:44871", "issue:43749|issue:43931", - "issue:44464|issue:46421", "issue:43316|issue:45759", + "issue:44464|issue:46421", "issue:43701|issue:46506", "issue:44190|issue:44496", "issue:43643|issue:44913", @@ -10042,198 +10067,195 @@ "issue:25251|issue:28282", "issue:43550|issue:43701", "issue:42617|issue:43575", - "issue:43606|issue:43701" + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:16998|issue:22355" ], - "prepared_review_unit_hash": "44034fce83313b3242ab5dfb66ac33560fe4e2862fc9207ed3184debaf660f7f", + "prepared_review_unit_hash": "4790d2dcdb722b6cb39b2fbef0cc4a304d80aaaa441f89472287357926a08624", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35963, - "estimated_input_tokens": 8991, - "estimated_eval_tokens": 18238 + "soft_pair_count": 26, + "serialized_chars": 35523, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate: these issues span unrelated bugs in loading, generation, tokenization, offloading, config, and docs. I would not merge any of the proposed pairs.", - "confidence": 0.57, - "canonical_issue_reason": "If one issue must represent this heterogeneous set, issue 43749 has the strongest discussion/inbound-reference activity and broad loading impact, but it is only a pragmatic representative, not a duplicate hub.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43749 is the best single representative by activity and breadth, though the set is too mixed to form a real issue cluster.", - "best_pr_reason": null, + "summary": "No duplicate cluster emerges here: the items are a heterogeneous set of unrelated Transformers issues across loading, generation, configs, quantization, and docs. None of the soft edges look like the same underlying bug/change, so no merges are warranted.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is appropriate; the cluster is not a duplicate set and the soft-linked issues describe different code paths and failure modes.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No issue is a clear canonical representative because the cluster spans unrelated bugs rather than one underlying defect.", + "best_pr_reason": "No pull requests are present in the cluster.", "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:46234", - "accept": false, - "reason": "Both concern import/backend availability, but one is about TensorFlow not being included in a torch install extra and the other is a missing import_utils symbol; different failures." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "The first is a CLIPVisionModel hidden_states regression; the second is ModelOutput key assignment logic. Related area, but not the same bug." - }, - { - "left": "issue:34689", - "right": "issue:43611", - "accept": false, - "reason": "Both are model-loading regressions, but they describe different breakages and different code paths." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "One is accelerate loading of packed BitNet weights; the other is AutoTokenizer failing for a specific tokenizer class. Unrelated." - }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs after sync_gpus and metric gathering of tuple labels are separate runtime paths with different symptoms." + "reason": "Different subsystems and failures: generation kwargs after sync_gpus vs metric gathering dropping tuple labels." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Shape-mismatch loading of a Qwen3-VL model is not the same as a save_pretrained regression for Qwen3.5 checkpoints." + "reason": "Both involve Qwen models, but one is a loading shape-mismatch and the other is a save_pretrained regression." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Hidden_states=None in CLIPVisionModel and attention-kernel divergence under torch.compile are unrelated regressions." + "reason": "Unrelated: patchtsmixer post_init API change vs a v5 video-input regression for Qwen VL models." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "PatchTST post_init validation and a video-input regression affect different models and code paths." + "reason": "Different code paths: CLIPVision hidden_states bug vs torch.compile attention-kernel branching divergence." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "A SigLIP2 implementation discrepancy and stale docs referencing pipeline() are not the same underlying issue." + "reason": "SigLIP2 implementation mismatch is unrelated to pipeline removal/docs referencing pipeline()." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load flows, but one is about failing to save dequantized models and the other about loading the wrong custom module after save_pretrained." + "reason": "Both touch save/load behavior, but one is dequantized model saving and the other is custom module resolution after save_pretrained." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are distinct problems." + "reason": "Separate failures: loading a specific model repo vs backend lookup error for tensorflow_text." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Model loading failure for one repository and an import_utils backend mapping error for tensorflow_text are unrelated." + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are different bugs." }, { "left": "issue:42796", "right": "issue:45290", "accept": false, - "reason": "Tokenizer BPE marker handling and chat-template crashes on tool-call assistant messages are different tokenizer bugs." + "reason": "Tokenizer BPE-marker handling is unrelated to chat template crashes on tool-call assistant messages." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offload behavior and Gemma eos_token_id mismatch are separate issues." + "reason": "Quantization/offload behavior is unrelated to Gemma-3 eos_token_id config inconsistency." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and a specific Qwen3-VL shape mismatch are different loading failures." + "reason": "Different model-loading problems: FSDP CPU RAM loading vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Chunked generation output inconsistency and cache lazy-init recompilation are both compile/chunked-prefill related, but they are different bugs." + "reason": "Related multimodal config area, but different models and bugs: Gemma3TextConfig API mismatch vs Qwen text_config unwrapping." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "These are different API discrepancies involving different config classes and different model families." + "reason": "Shared chunked-generation vocabulary, but one is output inconsistency and the other is spurious recompilation from cache lazy init." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch and CPU/CUDA result divergence are unrelated." + "reason": "Resume checkpoint key mismatch is unrelated to CPU/CUDA output differences in PPDocLayoutV3." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "A local-dataset training script issue and an unrecognized model config error are not the same failure mode." + "reason": "Local dataset loading failure is unrelated to unrecognized model/config.json errors." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reset are separate config-loading issues." + "reason": "AutoConfig missing fields with trust_remote_code is not the same as GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import parsing failure and DeepSpeed ZeRO3 deque pop error are unrelated." + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing is_falcon_mamba_ssm_available and kernels v0.15 import failure are both import-related, but the concrete breakages differ." + "reason": "Missing import_utils symbol and kernels v0.15 import failure are different dependency/import issues." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression and a misleading pipeline error message are different v5 regressions." + "reason": "Different regressions: processor.tokenizer/image-tokenizer compatibility vs an error message wrongly mentioning translation pipelines." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "top_k nesting behavior in pipeline and an AutoModel PyTorch ImportError are unrelated." + "reason": "Pipeline top_k output shape change is unrelated to PyTorch-not-found ImportError." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are different subsystems." + "reason": "torch.compile+SDPA failure is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel execution failure and tp OOM on Qwen2-57B are both distributed-loading problems but not the same bug." + "reason": "3d_parallel.py execution failure and tensor-parallel OOM are not the same concrete bug." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to MobileLLM key errors on load." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 model support and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length behavior is unrelated to a missing transformers.onnx module." } ] }, @@ -10249,18 +10271,14 @@ "component_index": 1, "component_count": 20, "review_unit_index": 33, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ - "issue:16998", - "issue:22355", - "issue:27957", - "issue:32090", "issue:41950", "issue:42175", "issue:43065", @@ -10271,15 +10289,14 @@ "issue:43441", "issue:43452", "issue:43475", + "issue:43504", "issue:43540", "issue:43572", - "issue:43575", "issue:43646", "issue:43650", "issue:43673", "issue:43688", "issue:43716", - "issue:43742", "issue:43761", "issue:44077", "issue:44162", @@ -10289,27 +10306,29 @@ "issue:44534", "issue:44610", "issue:44617", + "issue:44734", "issue:44743", "issue:44792", "issue:44871", "issue:44913", "issue:45127", "issue:45200", + "issue:45406", + "issue:45542", "issue:45584", "issue:45632", + "issue:45698", "issue:45803", "issue:46050", "issue:46170", "issue:46178", "issue:46202", + "issue:46234", "issue:46365", "issue:46369", "issue:46424" ], "soft_pairs": [ - "issue:43575|issue:43742", - "issue:27957|issue:32090", - "issue:16998|issue:22355", "issue:43316|issue:43716", "issue:45632|issue:46424", "issue:44610|issue:46369", @@ -10318,8 +10337,8 @@ "issue:43650|issue:46202", "issue:45803|issue:46365", "issue:44871|issue:45584", - "issue:44077|issue:44534", "issue:43065|issue:44617", + "issue:44077|issue:44534", "issue:43540|issue:44514", "issue:44162|issue:44792", "issue:45803|issue:46170", @@ -10332,220 +10351,231 @@ "issue:45127|issue:45200", "issue:43388|issue:43688", "issue:43673|issue:44743", - "issue:43572|issue:46178" + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44734|issue:45406", + "issue:44617|issue:45584" ], - "prepared_review_unit_hash": "60bb6fa6239a3b6ba62891230466edcaa3f8307351f31176672644ceb90b7c8c", + "prepared_review_unit_hash": "d66fe126a21896b38a8a45af8ced835501104cd35547d94ec9b811799a54aca3", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35326, - "estimated_input_tokens": 8832, - "estimated_eval_tokens": 17920 + "soft_pair_count": 27, + "serialized_chars": 35842, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated bugs across model configs, processors, training, packaging/imports, and backend-specific regressions. None of the soft pairs look like the same underlying defect or change.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a true canonical for this cluster because the items are heterogeneous. If a placeholder is needed, issue 45584 is the most active/open entry with the most inbound references, but it is not a thematic match for the rest.", + "summary": "This cluster is a mixed bag of unrelated Transformers issues; none of the soft-edge pairs look like the same underlying bug or change, so all candidate merges are rejected. For a representative issue, I\u2019d pick 45698 because it\u2019s the most broadly framed and most actively discussed save/load regression in the set.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45698 is the strongest representative by activity and breadth: it has the most discussion, inbound references, and a generic from_pretrained/save_pretrained loading failure that is easy to recognize as a real user-facing regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45584 is the best placeholder only by engagement and recency; it is not a strong representative of the overall set because the cluster lacks a shared bug theme.", + "best_issue_reason": "issue:45698 is the best single issue to anchor the cluster because it is open, high-activity, and describes a clear, broadly impactful model-loading bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43575", - "right": "issue:43742", - "accept": false, - "reason": "Different failures: tensor-parallel OOM on Qwen2-57B vs a KeyError while loading MobileLLM." - }, - { - "left": "issue:27957", - "right": "issue:32090", - "accept": false, - "reason": "Unrelated problems: FlashAttention support for XLM-Roberta vs Trainer distributed broadcast NoneType error." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "A model max-length question is unrelated to a missing transformers.onnx import." - }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Different models and bugs: Gemma3 config API mismatch vs Mistral-3 dtype mismatch." + "reason": "Different models and failures: Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to max_cache_length behavior in quantized cache." + "reason": "Both involve caching, but one is a remote-code path collision and the other is a max_cache_length behavior bug." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor image-size bug vs Sam3 LiteText memory overflow; different code paths and symptoms." + "reason": "Unrelated SAM3/OmDet model issues: wrong input resolution vs memory overflow." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression is not the same as Gemma eos_token_id inconsistency." + "reason": "Different regressions: processor.tokenizer access/image-tokenizer handling vs Gemma eos_token_id config inconsistency." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Packaging/backend dependency issue vs model config API discrepancy; not the same bug." + "reason": "Backend packaging problem vs model config API discrepancy; no shared underlying bug." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Placeholder issue title is unrelated to Gemma pipeline roundtrip tokenization failure." + "reason": "Generic noise title vs a Gemma pipeline roundtrip bug; not the same issue." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors is unrelated to Trainer import failing due to datasets." + "reason": "Different code paths: Fuyu tensor conversion error handling vs Trainer import dependency conflict." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos-token config mismatch and Whisper empty-transcription failure are different bugs." + "reason": "Both are generation-related, but one is eos_token_id config and the other is empty transcription handling in Whisper." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Optional post_init restriction is unrelated to non-persistent buffer initialization junk." + "reason": "Same product family, but dummy Conv2d in the decoder and CUDA OOM are not the same bug." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-architecture issue, not the Sam3Video OOM problem." + "reason": "Optional post_init validation vs non-persistent buffers initialization; different regressions." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe is different from batched chat-template padding crash." + "reason": "Both are multimodal/video-related, but they fail in different processors and different call paths." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 model breakage is unrelated to a janus image-generation test failure." + "reason": "Unrelated model breakage vs a janus test failure; no shared concrete defect." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Exception handling bug is unrelated to Windows ROCm import/type dependency issues." + "reason": "Bare except swallowing errors is unrelated to the Windows/ROCm distributed import issue." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "EOS-token config mismatch is not the same as sinq quantized save/load corruption." + "reason": "Gemma token-id inconsistency and sinq save/load corruption are different bugs." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to Sam3Video missing output attribute." + "reason": "Both mention video/SAM-like models, but one is processor lookup and the other is a missing output attribute." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Broad v5 initialization regression is not the same as GPTNeoX rotary_pct not persisting." + "reason": "Broad v5 custom-init regression vs a specific GPTNeoX config reload issue; not the same code-path." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying bug in Mistral3ForConditionalGeneration is different from FlashAttention failure in Ministral-3." + "reason": "Same model family, but weight tying and FlashAttention failures are distinct problems." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Tokenizer/gguf loading breakage is unrelated to an unrecognized model_type config error." + "reason": "Different loading failures: gguf_file handling vs missing model_type in a config.json." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." + "reason": "Different regressions across different models and modalities; not one underlying bug." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA extended-vocab collapse and Gemma 4 mm_token_type_ids are distinct model behaviors." + "reason": "LoRA/extended-vocab collapse is unrelated to Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering last-batch label truncation is unrelated to auxiliary-loss normalization." + "reason": "Metric gathering label truncation and auxiliary loss normalization are separate training bugs." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill is not the same as recurrent-state reset in Qwen3.5." + "reason": "Both involve cache/state handling, but one is a global GenerationMixin cache regression and the other is a Qwen3.5 recurrent-state reset bug." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad_token_idx config regression is unrelated to tensorflow_text backend registration." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, + "reason": "StableLm config field regression and tensorflow_text backend registration are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field loading for BEiT presets is a different issue from custom-module misloading after save/load." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to a missing import_utils symbol." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but one is KV-cache tensor indexing and the other is a missing Gemma4Processor attribute." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription failure are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, { "label": "issue", "component_index": 1, "component_count": 20, "review_unit_index": 34, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ + "issue:25251", + "issue:27957", "issue:35141", "issue:41720", "issue:42490", "issue:43065", - "issue:43504", "issue:43525", "issue:43531", "issue:43540", @@ -10568,6 +10598,7 @@ "issue:44610", "issue:44617", "issue:44734", + "issue:44779", "issue:44792", "issue:44855", "issue:44877", @@ -10575,25 +10606,20 @@ "issue:44933", "issue:44964", "issue:44977", + "issue:45127", "issue:45245", + "issue:45357", "issue:45362", "issue:45381", - "issue:45406", - "issue:45542", "issue:45563", "issue:45584", "issue:45588", "issue:45600", - "issue:45698", - "issue:46234", "issue:46369", - "issue:46421" + "issue:46421", + "issue:46489" ], "soft_pairs": [ - "issue:43504|issue:45698", - "issue:45542|issue:46234", - "issue:44734|issue:45406", - "issue:44617|issue:45584", "issue:43673|issue:46421", "issue:43525|issue:43531", "issue:44792|issue:44977", @@ -10605,8 +10631,8 @@ "issue:43761|issue:44242", "issue:45563|issue:45584", "issue:35141|issue:42490", - "issue:44479|issue:44734", "issue:44855|issue:45588", + "issue:44479|issue:44734", "issue:43827|issue:43994", "issue:43065|issue:44610", "issue:41720|issue:45245", @@ -10618,216 +10644,213 @@ "issue:43550|issue:44190", "issue:43976|issue:44855", "issue:44077|issue:44877", - "issue:43540|issue:44734" + "issue:25251|issue:27957", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44779|issue:46489" ], - "prepared_review_unit_hash": "57372d897f6cc4008a2150a0dad8897beb2cc137dad5e779e317dd7661730f6a", + "prepared_review_unit_hash": "10844b3a11780ac1120281309297923d26889b88fdda3995c46c7908f1f3718b", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35636, - "estimated_input_tokens": 8909, - "estimated_eval_tokens": 18074 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35898, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but there is one clear duplicate issue pair about non-persistent buffers being filled with junk in Transformers v5. The rest of the soft pairs describe different model-, feature-, or subsystem-specific failures and should not be merged.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43644 is the better canonical issue: it is earlier, states the underlying bug clearly, and issue:44534 reads like the same regression restated with a slightly different version label.", + "summary": "The set is mostly heterogeneous, but one clear duplicate pair stands out: the v5 non-persistent-buffer regression. Most other pairs are related only at a broad subsystem or model-family level and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it is the earliest and clearest report of the shared \"non-persistent buffers filled with junk\" v5 regression; issue:44534 is effectively the same bug with later wording.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue in this set because it cleanly captures the shared non-persistent-buffer regression and has the strongest duplicate evidence with issue:44534.", + "best_issue_reason": "issue:43644 is the strongest issue to keep as the representative anchor for the only clear duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43504", - "right": "issue:45698", - "accept": false, - "reason": "Different problems: legacy field preset loading vs. wrong custom module resolution after save/load." - }, - { - "left": "issue:45542", - "right": "issue:46234", - "accept": false, - "reason": "Unrelated failures: TensorBoard/TF backend installation issue vs. missing import_utils helper symbol." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "Different serve crashes with different root causes: KV-cache tensor indexing vs. missing _tokenizer on Gemma4Processor." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "Different models and symptoms: Sam3Video OOM vs. Whisper empty-transcription generation failure." - }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both touch chunked prefill/cache, but one is a missing cache in v5.0.0 and the other is spurious recompilation from lazy init; not clearly the same bug." + "reason": "Both mention chunked prefill/cache behavior, but one is a missing cache regression and the other is a recompilation/perf issue; not clearly the same bug." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are distinct configuration issues." + "reason": "Different models and different failures: missing pad_token_id vs sliding_window handling." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Unrelated: janus image-generation test failure vs. Qwen3.5 flash-attention generation issue." + "reason": "Different model families and symptoms; janus test failure is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Different multimodal regressions: Qwen2.5-VL video position ids vs. Sam3-LiteText memory overflow." + "reason": "Unrelated issues: Qwen2.5-VL video position IDs vs Sam3-lite text memory overflow." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different model-loading/tied-weight problems with different error surfaces and code paths." + "reason": "Different bugs in Qwen3-VL loading vs tied-weights warning behavior." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test failure is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Different components: Janus image-generation test vs Sam3LiteText auto-mapping/CI breakage." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Dataset loading failure in a training example is unrelated to a multimodal model loading error." + "reason": "Different workflows and different models: local dataset loading vs Phi-4 multimodal model loading." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "One is a v5 buffer initialization regression; the other is a GPTNeoX config reload bug." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Different regressions: CLIPVisionModel hidden_states output vs. MoE load-balancing loss computation." + "reason": "Different failures in different model paths: CLIP hidden_states regression vs MoE load-balancing loss omission." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Paged-generate warning behavior is unrelated to Whisper failing on empty transcription after token alignment." + "reason": "Paged generate warning handling and Whisper empty-transcription generation are unrelated." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Different issues: embedding reinitialization after resize vs. path-with-trailing-slash import warning." + "reason": "Different areas entirely: embedding resize/post_init reinit vs local-path trailing-slash import warning." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Both involve multimodal/serve code, but the Qwen video-input regression and KV-cache continuation tensor-indexing crash are different bugs." + "reason": "Python 3.13 JIT parsing error is unrelated to the flash-attention s_aux=None crash." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Different failures: TorchScript parsing/IndentationError on Python 3.13 vs. flash-attention crash on sink-less models." + "reason": "Both are runtime regressions, but one is multimodal video input handling and the other is serve/KV-cache continuation indexing." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing nonsensical outputs with AutoModel/pipeline." + "reason": "Docs referencing pipeline() is not the same as SigLIP pipeline output corruption." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as processor/model input-size mismatch in OmDet-Turbo." + "reason": "Different model paths: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Completely different failures: Qwen3 auto device mapping cudaErrorAssert vs. category-count limit error." + "reason": "Qwen3 device-mapping CUDA assert and category-count limit are unrelated." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent import from image_utils is unrelated to Qwen3.5 chat crashing." + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Related family name only; Sam3Video OOM and Sam3-LiteText memory overflow are different model-specific resource issues." + "reason": "Both are memory-related, but one is Sam3Video OOM and the other is Sam3LiteText overflow; not the same bug." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is not the same as a stale num_return_sequences warning." + "reason": "Compiled-forward chunked-generation inconsistency is a different issue from the stale num_return_sequences warning." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization regression is unrelated to GPTNeoXConfig rotary_pct persistence." + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload loss are separate config/runtime bugs." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Assistant-mask generation for multimodal chat templates is different from Qwen2.5-VL video vision_position_ids." + "reason": "Different multimodal problems: assistant_mask generation vs video vision_position_ids." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba SDPA torch.compile failure is unrelated to local dataset loading in a training script." + "reason": "torch.compile+SDPA failure is unrelated to local dataset loading." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python-version support issue is unrelated to the DebertaV2 TorchScript parse error." + "reason": "Python version support regression is unrelated to the DebertaV2 @torch.jit.script parsing failure." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init allowance for patchtsmixer and strict config rejection for granite_speech are different config-loading issues." + "reason": "Optional post_init restriction and strict granite_speech config loading are different config-policy issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: LoRA/extended-vocab model collapse vs incorrect visual encoder keys in save_pretrained." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError is unrelated to serve KV-cache indexing crashes." + "reason": "Different failures: Qwen3OmniMoe video-processing ValueError vs serve KV-cache continuation indexing crash." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer family, but not the same concrete bug: generic DeepSeek v5 regression vs a specific DeepSeek-Coder v1 gap in an earlier fix." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: both report Transformers v5 filling non-persistent buffers with junk, with only minor wording/version differences." + "reason": "Same underlying v5 regression: non-persistent buffers are initialized with junk; 44534 is a later duplicate of 43644." } ] }, @@ -10843,7 +10866,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 35, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -10851,8 +10874,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ - "issue:25251", - "issue:27957", "issue:36246", "issue:38617", "issue:41628", @@ -10864,10 +10885,14 @@ "issue:43335", "issue:43404", "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", "issue:44016", "issue:44112", "issue:44186", "issue:44190", + "issue:44220", "issue:44246", "issue:44279", "issue:44295", @@ -10877,14 +10902,12 @@ "issue:44683", "issue:44734", "issue:44737", - "issue:44779", "issue:44938", + "issue:44964", "issue:45003", - "issue:45127", "issue:45216", "issue:45245", "issue:45276", - "issue:45357", "issue:45446", "issue:45542", "issue:45584", @@ -10896,17 +10919,14 @@ "issue:46121", "issue:46234", "issue:46421", - "issue:46489", + "issue:46424", "issue:46506" ], "soft_pairs": [ - "issue:45127|issue:45357", - "issue:25251|issue:27957", - "issue:44779|issue:46489", "issue:43335|issue:44190", "issue:44462|issue:45907", - "issue:42796|issue:44521", "issue:44112|issue:45600", + "issue:42796|issue:44521", "issue:44737|issue:45803", "issue:43116|issue:44190", "issue:45632|issue:46234", @@ -10920,207 +10940,228 @@ "issue:36246|issue:38617", "issue:45632|issue:46421", "issue:42175|issue:44279", - "issue:44683|issue:45446", "issue:44246|issue:45003", + "issue:44683|issue:45446", "issue:44186|issue:44734", "issue:41950|issue:44016", "issue:44295|issue:46506", - "issue:43643|issue:44496" + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43673|issue:46424", + "issue:44112|issue:44964", + "issue:43650|issue:44220", + "issue:44016|issue:44220" ], - "prepared_review_unit_hash": "38b6e6ed301ddfba733ef3faa4924e89e038a162075e62e74d514b7d9a2aa55a", + "prepared_review_unit_hash": "c051c9d7ec195a5ea440a844b78f6abd89bd7d87bd152118deb00030a6418903", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35135, - "estimated_input_tokens": 8784, - "estimated_eval_tokens": 17824 + "soft_pair_count": 29, + "serialized_chars": 35879, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues spanning tokenizers, import/export regressions, pipelines, and model-specific bugs. The only plausible duplicate-like pair is the DeepSeek tokenizer regression reports; everything else is too code-path- or model-specific to merge together.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44779 is the earliest and broadest report in the only plausible duplicate pair, and it describes the shared DeepSeek v5 tokenizer regression at the highest level.", + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs usually share a broad area like imports, caching, or multimodal processing, but they do not look like the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "If a representative issue must be chosen, issue 44964 is the broadest recent multimodal model-loading regression in the set; however, the cluster does not form a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the best representative issue for this cluster\u2019s only near-duplicate theme; the paired issue (issue:46489) is a narrower DeepSeek-Coder v1 manifestation referencing a gap in the same fix path.", + "best_issue_reason": "Issue 44964 is the most central user-facing failure among these issues, but it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "Both involve Qwen3.5 save_pretrained behavior, but one is LoRA/extended-vocab collapse and the other is wrong visual-encoder keys; different concrete bugs." - }, - { - "left": "issue:25251", - "right": "issue:27957", - "accept": false, - "reason": "Unrelated problems: pipeline top_k nesting vs XLM-Roberta with Flash Attention 2." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Both report DeepSeek-family tokenizer regressions on transformers v5+; the newer issue appears to be the same tokenizer code-path problem with a missing coverage gap in the prior fix." - }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Different subsystems and symptoms: SwitchTransformers config bug vs image-classification script dataset loading." + "reason": "Different bugs: SwitchTransformers config layer construction vs an image-classification example failing to read a local dataset." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer repository loading bug vs list_repo_files revision forwarding; not the same underlying issue." + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Different code paths and symptoms." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer BPE-marker handling vs multimodal assistant_masks in chat templating; distinct code paths." + "reason": "Unrelated CI failures in different areas: GraniteSpeech test device override vs auto_mappings referencing removed configs." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Both are CI failures, but they stem from different tests and different broken references." + "reason": "Both touch tokenization, but one is BPE marker handling and the other is assistant mask generation for multimodal chat templates." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU tensor device placement bug vs bare-except error swallowing; unrelated." + "reason": "XLNet device placement bug vs FuyuBatchFeature exception handling bug; no shared concrete failure." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Example script multi-label output bug vs local dataset loading failure; different features." + "reason": "Both are example-script problems, but one is multi-label classification output logic and the other is image-classification local dataset loading." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Trust-remote-code cache path collision vs missing import_utils helper; unrelated." + "reason": "Trust-remote-code cache path collision is unrelated to a missing import-utils availability flag." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 load failure vs missing TensorFlow backend with tensorboard; different dependency problems." + "reason": "Python 3.14 import failure is not the same as the TensorFlow/tensorboard backend dependency issue." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression vs Gemma4 embedding resize inconsistency; not the same bug." + "reason": "Different multimodal/model bugs: processor.tokenizer regression vs gemma4 embedding resizing behavior." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize bug vs Whisper empty transcription failure after align_special_tokens; unrelated." + "reason": "Gemma4 embedding resize issue is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained regression; different models and code paths." + "reason": "Mistral3 lm_head tying bug is separate from Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Specific Qwen2.5-VL image processor import error vs missing AutoImageProcessor export; related surface area but not the same underlying bug." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count limit error vs Whisper generation regression; unrelated." + "reason": "Category cardinality limit error is unrelated to Whisper generation on empty transcription." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation vs JSON-loaded rope-ignore list type handling; distinct validation paths." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct config-validation bugs." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; no shared concrete bug." + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs layer_type_validation." }, { "left": "issue:45632", "right": "issue:46421", "accept": false, - "reason": "Cache path collision vs lazy-init recompilation issue; different mechanisms." + "reason": "Cache-path collision for local models is unrelated to chunked-prefill cache lazy initialization recompilation." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Packaging/backend dependency complaint vs generic dependency issue; too broad and not a shared code-path bug." + "reason": "Specific packaging bug around torch extras vs a generic dependency issue; no evidence of the same defect." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "One is a flex_attention failure on torch>=2.9, the other is a version-check bug for AuxRequest import; related area but not the same fix." + "reason": "Import slowness and unsafe sys.modules access are different problems with different failure modes." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Import slowness vs unsafe sys.modules access; not the same bug." + "reason": "Both involve flex_attention, but one is compiled flex_attention on torch>=2.9 and the other is a wrong version check for AuxRequest import." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash vs serve KV-cache continuation indexing crash; different code paths." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to KV-cache continuation tensor indexing in transformers serve." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline processor lookup bug vs notebook syntax error; unrelated." + "reason": "Video-classification pipeline image-processor lookup vs a notebook syntax error are not the same bug." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Position_ids buffer read error vs CPU/CUDA divergence in PPDocLayoutV3; different defects." + "reason": "Position_ids buffer reading error and CPU/CUDA output divergence in PPDocLayoutV3 are different issues." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "trust_remote_code config field loss vs unrecognized model_type error; not the same problem." + "reason": "trust_remote_code missing fields and missing model_type in config.json are separate config-loading failures." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different incompatibilities." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading regression is unrelated to stale auto_mappings entries breaking CI." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing cache during chunked_prefill and the other is max_cache_length semantics for quantized cache." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test failure in GraniteSpeech does not match a user-facing multimodal model load regression." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder data issue vs _torch_extract_fbank_features failure; no shared code path." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: this cluster is indeed a mix of mostly unrelated issue types, and the DeepSeek tokenizer pair is the only clearly plausible near-duplicate theme. The soft-edge rejections stay conservative, and the one accepted pair is supported by the titles and issue wording without overclaiming exact identity." - }, - "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 }, @@ -11129,7 +11170,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 36, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -11154,45 +11195,39 @@ "issue:43650", "issue:43673", "issue:43824", - "issue:43854", "issue:43901", "issue:43976", "issue:44016", "issue:44062", "issue:44075", - "issue:44112", - "issue:44220", "issue:44279", "issue:44336", "issue:44368", "issue:44496", "issue:44792", "issue:44933", - "issue:44964", "issue:44987", "issue:45042", "issue:45083", + "issue:45103", "issue:45216", "issue:45335", + "issue:45372", "issue:45375", "issue:45584", "issue:45588", "issue:45593", "issue:45600", "issue:45759", + "issue:46082", "issue:46123", "issue:46369", + "issue:46399", "issue:46424", "issue:46506", "issue:46515" ], "soft_pairs": [ - "issue:43854|issue:44964", - "issue:44964|issue:45600", - "issue:43673|issue:46424", - "issue:44112|issue:44964", - "issue:43650|issue:44220", - "issue:44016|issue:44220", "issue:27957|issue:35141", "issue:43479|issue:45375", "issue:45083|issue:46506", @@ -11204,249 +11239,221 @@ "issue:32090|issue:35141", "issue:28282|issue:35141", "issue:42907|issue:43441", - "issue:43441|issue:45588", "issue:44496|issue:45042", + "issue:43441|issue:45588", "issue:44016|issue:44062", "issue:43299|issue:45216", - "issue:44792|issue:46424", "issue:43673|issue:44336", - "issue:43824|issue:44933", + "issue:44792|issue:46424", "issue:43381|issue:45593", + "issue:43824|issue:44933", "issue:43976|issue:44279", "issue:43901|issue:44496", "issue:42796|issue:43650", "issue:45335|issue:45584", - "issue:44496|issue:45759", "issue:44279|issue:46515", + "issue:44496|issue:45759", "issue:44075|issue:44368", - "issue:43577|issue:45216" + "issue:43577|issue:45216", + "issue:46082|issue:46399", + "issue:45103|issue:45372" ], - "prepared_review_unit_hash": "be6ba8af87aa438d089714c571258ad0e1ec8c53a601a1c616dc831f4ff0c1b9", + "prepared_review_unit_hash": "318d4d3e9d7cb40e221eae46d0d84e8cc99114de1d2dfa8f242e42b2fec8e14f", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37527, - "estimated_input_tokens": 9382, - "estimated_eval_tokens": 19020 + "soft_pair_count": 29, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformers bug reports with only superficial topical overlap. None of the soft pairs look like true duplicates or a single mergeable PR-sized change.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43824 is the strongest canonical anchor here: it reports a concrete, reproducible import failure, has the highest visible discussion/inbound signal in the set, and is more actionable than the broader or more ambiguous reports.", + "summary": "This cluster is a grab-bag of unrelated Transformers issues across different models, configs, and subsystems. None of the soft pairs appears to be the same underlying bug/change, so all candidate edges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out: the items span many distinct regressions and model-specific bugs, and none of the soft pairs is a true duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best overall issue to anchor on because it has strong signal, a specific failure mode, and broad downstream impact; it is clearer and more central than the other candidates.", + "best_issue_reason": "issue:45584 is the strongest standalone representative because it is a concrete, well-scoped open bug with multiple inbound references and an actionable failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Both are model-loading problems, but for different models and different failure modes: Qwen2.5-VL import vs Phi-4 multimodal loading." + "reason": "Different bugs: Flash Attention 2 support for XLMRoberta vs output embedding reinit after resize when tie_word_embedding is False." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "One is a Phi-4 multimodal load failure; the other is an auto_mappings.py CI break from removed Sam3LiteText configs." + "reason": "Both are config-related, but they concern different models and different failure modes: default None handling vs a missing vision field dropped by strict validation." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache during chunked_prefill and the other is max_cache_length behavior for quantized cache." + "reason": "Unrelated: a qwen3_omni_moe helper-length behavior issue vs CPU/CUDA result divergence in PPDocLayoutV3." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "CI device-override test failure is unrelated to a Phi-4 multimodal model loading bug." + "reason": "Different root causes and areas: Qwen3-MoE sliding_window behavior vs stale auto_mappings references breaking CI." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "ADD THE DATA is too vague and unrelated to the _torch_extract_fbank_features() bug." + "reason": "Distinct regressions: processor.tokenizer/image passing broke in v4.57.5, while t5gemma resize_token_embeddings fails to update decoder.embed_tokens." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Notebook syntax error is a documentation/notebook issue, not the same as the fbank feature extraction bug." + "reason": "Not the same bug: one is a Python-version compatibility problem, the other is a specific model loading failure for physical-intelligence/fast." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and post_init reinitializing embeddings are different model behaviors and code paths." - }, - { - "left": "issue:43479", - "right": "issue:45375", - "accept": false, - "reason": "Both concern Phi4Multimodal config handling, but one is default init on None and the other is a missing deepstack_visual_indexes field." - }, - { - "left": "issue:45083", - "right": "issue:46506", - "accept": false, - "reason": "One is a helper-length calculation bug; the other is inconsistent CPU vs CUDA results for a model." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mapping refs are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are different bugs." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Python version compatibility and loading physical-intelligence/fast are not the same underlying issue." - }, - { - "left": "issue:46123", - "right": "issue:46369", - "accept": false, - "reason": "MaskGenerationPipeline dropping partial-batch results and sam3-litetext memory overflow are distinct failures." + "reason": "Different symptoms and code paths: final partial batch handling in MaskGenerationPipeline vs memory overflow in sam3-litetext." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "A BeitImageProcessorFast label bug and a docs mismatch for return_all_scores are not duplicates." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Trainer _gpu_broadcast_one rejecting NoneType is unrelated to token embedding reinitialization after resize." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch import error is an environment/dependency issue, not the same as the embedding reinit bug." + "reason": "Missing PyTorch import support is a dependency issue, not the same as the embedding reinit bug." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both involve Ministral, but one is save/dequantization and the other is FlashAttention model loading." + "reason": "Both mention Ministral/flash attention, but one is about saving dequantized models and the other is a runtime flash-attention failure; different code paths." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "FlashAttention failure on Ministral and flash_attention.py crashing on s_aux=None are different code-path problems." + "reason": "An unrecognized model/config problem is unrelated to PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Unrecognized model config and PIL backend image processors requiring torchvision are unrelated." + "reason": "Same broad flash-attention area, but different concrete failures and models: Ministral-3 support vs s_aux=None crash in sink-less models." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is not the same bug as AddedToken receiving duplicate special kwargs." + "reason": "Notebook syntax error and AddedToken keyword-argument conflict are clearly different issues." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE load failure and Qwen3.5 save_pretrained regression are separate model-version issues." - }, - { - "left": "issue:44792", - "right": "issue:46424", - "accept": false, - "reason": "Janus image-generation test failure and cache max length handling do not share the same underlying bug." + "reason": "Different Qwen regressions: one blocks model loading, the other corrupts save_pretrained output." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache missing in chunked_prefill and ANSI code generation in loading_report are unrelated." + "reason": "Generation cache missing in v5.0.0 during chunked_prefill has nothing to do with ANSI codes in loading_report." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Qwen2.5-VL import failure and non-existent image_utils import are both import-related, but they affect different symbols and code paths." + "reason": "A janus test failure is not the same as max_cache_length only being honored for Quantized Cache." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode limitation and D-FINE auxiliary-loss behavior are different training bugs." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing exported Qwen2_5_VL symbol vs a nonexistent image_utils import are different import failures." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python compatibility failure and a generic dependency issue are too broad and unrelated." + "reason": "These are both dependency-themed but not the same defect: Python compatibility vs a generic transformers dependency complaint." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mentioning return_all_scores and unrecognized model config are unrelated." + "reason": "Docs mentioning return_all_scores is unrelated to model config loading failing on an unrecognized repository." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling and the vague ADD THE DATA issue do not describe the same bug." + "reason": "Tokenizer BPE-marker handling and a vague data request do not describe the same bug." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "t5gemma resize_token_embeddings bug and Whisper empty-transcription generation failure are different model behaviors." + "reason": "Different model behaviors: token embedding resize not propagating vs Whisper empty transcription failure after align_special_tokens." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Unrecognized model config and composite Qwen multimodal config unwrapping are separate AutoModel/config issues." + "reason": "A generic dependency issue is not the same as a torch 2.4.1 incompatibility report." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same failure." + "reason": "One is about an unrecognized model config, the other about AutoModelForCausalLM.from_config not unwrapping text_config in composite multimodal configs." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD args not used and a tie_word_embeddings warning are unrelated optimizer/config issues." + "reason": "SGD args being ignored is unrelated to a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and a Qwen3.5 rotary-pos-emb registration error are different concrete problems." + }, + { + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "BLIP-2 dtype propagation and Qwen3.5 checkpoint saving are different bugs in different subsystems." + "reason": "auto_docstring crashing with future annotations and a mistral_common import breakage are unrelated failures." } ] }, @@ -11462,7 +11469,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 37, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -11470,6 +11477,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ + "issue:33290", "issue:38175", "issue:39692", "issue:41950", @@ -11499,42 +11507,40 @@ "issue:44779", "issue:45020", "issue:45081", - "issue:45103", "issue:45200", "issue:45276", "issue:45278", "issue:45325", "issue:45357", - "issue:45372", "issue:45405", "issue:45542", "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", "issue:45812", "issue:45823", "issue:45834", "issue:45907", "issue:46082", "issue:46209", - "issue:46399", "issue:46512" ], "soft_pairs": [ - "issue:46082|issue:46399", - "issue:45103|issue:45372", "issue:44279|issue:45405", - "issue:44242|issue:45200", - "issue:43299|issue:45357", - "issue:41950|issue:45020", - "issue:43650|issue:46209", "issue:38175|issue:44617", + "issue:43650|issue:46209", + "issue:41950|issue:45020", + "issue:43299|issue:45357", "issue:44351|issue:45278", + "issue:44242|issue:45200", "issue:44521|issue:45325", - "issue:39692|issue:43901", "issue:43295|issue:44779", + "issue:39692|issue:43901", "issue:41950|issue:45823", "issue:44683|issue:45542", - "issue:43976|issue:45405", "issue:44779|issue:45812", + "issue:43976|issue:45405", "issue:46082|issue:46512", "issue:43299|issue:43854", "issue:43479|issue:43525", @@ -11544,192 +11550,194 @@ "issue:43441|issue:45834", "issue:45081|issue:45907", "issue:43653|issue:45593", - "issue:42994|issue:43317" + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:33290|issue:45656" ], - "prepared_review_unit_hash": "b6e6de7fe1a7465a459e4b0a47ba44b1a7a7779bd341b9a57847f4ce67fc48c1", + "prepared_review_unit_hash": "f0436fc5996b8032c3a98d91f57a2294ad621e0bc15b75f04bdad42d0dfea914", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35026, - "estimated_input_tokens": 8757, - "estimated_eval_tokens": 17770 + "serialized_chars": 35453, + "estimated_input_tokens": 8864, + "estimated_eval_tokens": 17984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated Transformers regressions, tokenizer/config bugs, and docs/test issues. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.76, - "canonical_issue_reason": null, + "summary": "This set is not a true duplicate cluster: the items are mostly unrelated Transformers bug reports, with only superficial overlap around regressions, tokenizers, multimodal models, and deepspeed. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the strongest representative by engagement and breadth of impact: it has the most discussion/inbound refs in this set and is a concrete, user-facing regression in a core multimodal path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest representative of the version-regression theme, but it is still too generic to serve as a true duplicate hub.", + "best_issue_reason": "issue:44521 is the best overall issue candidate because it is active, clearly described, and centrally about a recurring Transformers regression surface (multimodal chat-template behavior).", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46082", - "right": "issue:46399", - "accept": false, - "reason": "Llama head_dim validation vs Qwen3.5 kernel registration; unrelated model/config bugs." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "auto_docstring annotations crash vs mistral_common import regression in Gemma4 loading; different layers." - }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue vs PEFT minimum-version bump; not the same defect." + "reason": "Different problems: a dependency/import issue versus a PEFT minimum-version bump. No shared code-path or fix target." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "MoE load-balancing loss bug vs Gemma4 mm_token_type_ids defaulting; different forward paths." + "reason": "Unrelated symptoms and subsystems: SigLIP2 probability output vs Sam3Video CUDA OOM." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Qwen3VL load regression vs Qwen3.5 save_pretrained key serialization; related family but different failure mode." + "reason": "The titles are unrelated and point to different failures: vague data request vs FP8 inference on B200." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video pipeline processor lookup vs remote_code/model loading breakage; separate code paths." + "reason": "One is a video-classification processor lookup bug; the other is a broad remote_code regression. Different concrete code paths." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Placeholder issue title vs FP8 inference on B200; clearly unrelated." + "reason": "Both are Qwen-related, but one is a model loading regression and the other is incorrect save_pretrained visual-encoder keys. Not the same bug." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "SigLIP2 zero probabilities vs Sam3Video OOM; different symptoms and causes." + "reason": "Shared theme of imports after upgrade, but one is a missing HybridCache export and the other is a broad import-error report. Too generic to merge." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "HybridCache import error vs broad import-error report after upgrade; too generic to be the same bug." + "reason": "Different model behaviors: load-balancing loss gating vs Gemma4 multimodal token-type defaults." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Multimodal assistant-mask bug vs Qwen2.5-VL rope indexing; templating vs positional logic." + "reason": "Both are multimodal issues, but one is assistant mask generation and the other is temporal position-id scaling in Qwen2.5-VL. Distinct code paths." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "SigLIP2 docs example errors vs TextClassificationPipeline docs note; both docs-related but not the same issue." + "reason": "Different regressions: processor.tokenizer/image handling vs Deepseek tokenizer tokenization errors." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Custom processor.tokenizer regression vs Deepseek tokenization corruption; different model and code path." + "reason": "Both touch docs/examples, but they concern different examples and different API mismatches." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video pipeline processor lookup vs Gemma4 device mismatch; unrelated." + "reason": "Different subsystems: processor lookup in a pipeline vs Gemma4 PLE device placement during forward." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "flex_attention compile failure vs tensorboard-without-TF backend issue; different subsystems." + "reason": "One is compiled flex_attention on new torch, the other is a TensorFlow backend/package-install issue. No overlap." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Python-version incompatibility vs PEFT version bump; unrelated release problems." + "reason": "Both are tokenizer regressions, but they affect different model families with different failure modes and likely different fixes." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Deepseek tokenization bug vs Granite token-ID regression; both tokenizer regressions but model-specific and separate." + "reason": "Unrelated: Python compatibility regression vs PEFT version bump." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "LlamaConfig head_dim validation vs stale dtype on config; unrelated config behavior." + "reason": "Different config semantics: head_dim validation vs stale config.dtype after from_config(dtype=...)." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL load issue vs GLM-4.7-Flash unit-test load issue; different models and failure points." + "reason": "Both mention model loading, but the affected models and failure mechanisms differ completely." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig None defaults vs Llama4Config pad_token_id missing; separate config bugs." + "reason": "Different config classes and fields: default vision/audio configs vs missing pad_token_id on Llama4Config." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer-class mismatch on save vs AutoTokenizer ignoring tokenizer.json; serialization vs loading bug." + "reason": "Related to tokenizer serialization/loading, but one is tokenizer_class written to config and the other is AutoTokenizer ignoring tokenizer.json. Not the same concrete bug." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "lm_head.weight serialization bug vs Gemma4 resize_token_embeddings mismatch; different weight-sync issues." + "reason": "Different model-state issues: device-dependent lm_head serialization vs resize_token_embeddings not updating related embeddings." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights argument regression; unrelated." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention bug vs Kosmos2.5 OCR index error; different models and code paths." + "reason": "Different model-specific failures: FlashAttention issue for Ministral-3 vs OCR index error in Kosmos2.5." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral regex patch crash vs list_repo_files revision forwarding; unrelated." + "reason": "One is a tokenizer regex patch crash; the other is list_repo_files not forwarding revision. Different APIs." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token bug vs D-FINE auxiliary-loss bug; completely unrelated." + "reason": "Tokenizer special-token registration and D-FINE auxiliary losses are unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized-model saving failure vs dequantized-model offload loading failure; opposite phases with different root causes." + "reason": "Both concern quantization, but one is saving a quantized model and the other is loading/dequantizing with device_map offload. Different failure points." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/cleanup-related, but one is stale auto_mappings references and the other is leftover dummy classes. Different fixes." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is a double optimizer step. Not the same bug." } ] }, @@ -11745,7 +11753,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 38, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -11753,11 +11761,13 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ - "issue:33290", "issue:41628", "issue:42175", + "issue:42491", + "issue:43299", "issue:43441", "issue:43525", + "issue:43531", "issue:43643", "issue:43673", "issue:43723", @@ -11794,17 +11804,12 @@ "issue:45561", "issue:45563", "issue:45593", - "issue:45600", - "issue:45656", - "issue:45712", "issue:45800", "issue:45823", "issue:46291", "issue:46399" ], "soft_pairs": [ - "issue:45600|issue:45712", - "issue:33290|issue:45656", "issue:44623|issue:44749", "issue:44261|issue:44263", "issue:44623|issue:45397", @@ -11812,10 +11817,10 @@ "issue:45542|issue:45800", "issue:44016|issue:45823", "issue:42175|issue:43976", - "issue:43441|issue:44683", "issue:44671|issue:44779", - "issue:43723|issue:44162", + "issue:43441|issue:44683", "issue:43901|issue:43994", + "issue:43723|issue:44162", "issue:46291|issue:46399", "issue:43673|issue:43761", "issue:43525|issue:43881", @@ -11828,82 +11833,72 @@ "issue:41628|issue:43976", "issue:44188|issue:44336", "issue:44336|issue:44373", - "issue:45103|issue:46399", "issue:45561|issue:45563", - "issue:44242|issue:45593", + "issue:45103|issue:46399", "issue:44246|issue:44496", - "issue:44295|issue:45397" + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:43531|issue:45362" ], - "prepared_review_unit_hash": "e55e09eecf6d2ac74ddd4733817bab3bdef11303d0d8cf96a29341fe5e607336", + "prepared_review_unit_hash": "978e9fa2f0313153f32289f2ca7d1da367994f633ce7180b954f49519cb08f40", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36533, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "serialized_chars": 35941, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose grab bag of unrelated Transformers issues, mostly model-specific regressions, import/config problems, and a few docs/packaging bugs. None of the soft pairs look like the same underlying bug or change, so I rejected all of them. If forced to pick a representative issue, the Qwen2.5-VL import error is the cleanest, most concrete user-facing regression in the group.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43824 is the most concrete, well-scoped regression here: a direct import failure for a named public API, with clear user impact and multiple references. It is a better representative issue than broader or more ambiguous reports in the set.", + "summary": "This cluster is mostly heterogeneous Transformers issue reports, not one tight duplicate set. The only soft edge that looks like the same underlying bug is the Qwen3 MoE loading regression pair; the rest are different code paths, models, or unrelated docs/tooling problems.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43299 is the broader, cleaner statement of the Qwen3 MoE loading regression in v5; issue:42491 reads like a downstream symptom of the same breakage on a specific LoRA setup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the strongest standalone issue because it describes a specific broken import path, is easy to reproduce, and has a clear expected vs actual behavior.", + "best_issue_reason": "issue:43299 is the best representative issue because it describes the core compatibility break more generally and is likely to attract the right fix and discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45600", - "right": "issue:45712", - "accept": false, - "reason": "Different maintenance bugs: removed auto_mappings references causing CI breakage vs leftover dummy classes leaking into __dir__ and check_repo failures." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Both mention DeepSpeed/optimizer, but one is OOM with Adafactor while the other is double optimizer stepping; different failure modes and code paths." - }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files is unrelated to a v5 tokenizer performance regression during filtering." + "reason": "Different bugs: missing files on processor.save_pretrained vs a slowdown/regression when filtering data after upgrade." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different models and symptoms: MLA layernorm precision/config issue vs torch.split return-value handling in GlmMoeDsaIndexer." + "reason": "Both are GLM-related, but they affect different internals and different failure modes; not the same underlying bug." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Saving processor files and gemma-4 ZeRO3 from_pretrained are distinct loading/saving paths with different defects." + "reason": "One is serialization output from processor.save_pretrained, the other is a from_pretrained loading issue for Gemma4." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + "reason": "Unrelated model/task failures: MLukeTokenizer AttributeError vs D-FINE auxiliary-loss behavior." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Packaging/backend mismatch with tensorboard-only install is not the same as a torch/transformers version incompatibility." + "reason": "Different issues: a missing TensorFlow backend dependency vs a version incompatibility between torch and transformers." }, { "left": "issue:44016", @@ -11915,140 +11910,155 @@ "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow backend from torch-only install is a packaging problem, not the Python-version incompatibility described in 43976." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "Both are attention-related, but Ministral FlashAttention failure and compiled flex_attention failing on torch>=2.9 are different concrete bugs." + "reason": "Dependency/back-end installation issue is not the same as a Python version support incompatibility." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer corruption are separate model-specific issues." + "reason": "Different model families and different symptoms; both are output correctness bugs, but not the same code-path problem." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer loading failure and ESM2 model breakage are not the same bug or code path." + "reason": "Both involve attention backends, but one is Ministral-3 FlashAttention in v5 RC and the other is compiled flex_attention on torch>=2.9; too different to merge." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch about return_all_scores is unrelated to siglip2 producing nonsensical outputs in model/pipeline inference." + "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 incorrect outputs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are separate issues." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel version/revision import failure is a dependency-resolution issue, while Qwen3.5 use_kernels crashes on apply_rotary_pos_emb registration; different roots." + "reason": "Both are kernels-related, but one fails importing pipelines due to kernels metadata requirements while the other crashes on a missing decorator in Qwen3.5 use_kernels flow." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Missing GenerationMixin cache during chunked prefill and CLIPVisionModel hidden_states regression affect different subsystems and behaviors." + "reason": "Generation cache/chunked_prefill regression is not the same as CLIPVisionModel hidden_states handling." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are distinct model/config issues." + "reason": "Llama4Config pad_token_id missing and glm-4v-9b loading failure are different model-loading bugs." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "A missing public import and a Python-version support complaint are not the same underlying issue." + "reason": "Missing Qwen2_5_VL export and Python support mismatch are unrelated." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation wording for a pipeline arg is unrelated to intermittent import slowness." + "reason": "A documentation issue and an import performance issue do not share the same underlying bug." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both involve missing fields, but one is a Llama4 config attribute bug and the other is trust_remote_code returning incomplete AutoConfig objects; not the same defect." + "reason": "Config attribute missing vs missing fields returned by AutoConfig with trust_remote_code=True are distinct problems." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 loading under ZeRO3." + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma4 zero3 from_pretrained loading." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Missing Float8 storage support and Qwen3.5 chat crashes are unrelated runtime errors." + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are different failures." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and undefined tf backend from tensorboard-only install are different import-time failures." + "reason": "sentence-transformers import NameError and TensorFlow backend dependency installation are unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure is not the same as the Python3.9/3.10 support issue." + "reason": "Cannot import AutoImageProcessor and Python version support incompatibility are separate issues." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are completely unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal color output bug and a wrong docstring for position_ids do not share the same underlying problem." + "reason": "Loading-report terminal coloring and wrong position_ids docstring are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race in testing utils and a stale generate() warning are different bugs." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring crash under future annotations and Qwen3.5 kernel registration failure are separate areas." + "reason": "Auto-docstring crash with future annotations and Qwen3.5 kernel registration failure are unrelated." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "pytest-xdist race on captured_info.txt and stale num_return_sequences warning are different test/runtime issues." + "reason": "Slow import and unrecognized model/config loading failure are different issues." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss when output_router_logits=False is unrelated to D-FINE auxiliary losses when denoising is off." + "reason": "Load-balancing loss bug and D-FINE auxiliary-loss bug do not look like the same underlying change." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Intermittent import slowness and unrecognized model/config missing model_type are not the same bug." + "reason": "position_ids buffer access error and Gemma4 zero3 loading failure are unrelated." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:42491", + "right": "issue:43299", + "accept": true, + "reason": "Both describe the same Qwen3 MoE loading regression after the hf4.x -> hf5.x/v5 transition; 42491 is a downstream LoRA-specific manifestation of the broader breakage in 43299." + }, + { + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "position_ids buffer access error and gemma-4 from_pretrained with ZeRO3 are distinct failures." + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crash are not the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The non-duplicate verdicts are appropriately cautious, and the single accepted soft edge (42491 vs 43299) is reasonably supported by the titles as a shared Qwen3 MoE loading regression across versions." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12057,7 +12067,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 39, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -12067,20 +12077,18 @@ "nodes": [ "issue:36246", "issue:41950", - "issue:42491", "issue:42757", "issue:42886", "issue:43257", "issue:43262", - "issue:43299", "issue:43352", "issue:43475", "issue:43526", - "issue:43531", "issue:43550", "issue:43596", "issue:43673", "issue:43901", + "issue:44038", "issue:44162", "issue:44220", "issue:44242", @@ -12096,18 +12104,20 @@ "issue:44779", "issue:44857", "issue:44871", + "issue:44877", "issue:45003", "issue:45137", "issue:45200", "issue:45250", "issue:45292", - "issue:45362", "issue:45375", + "issue:45412", "issue:45561", "issue:45584", "issue:45701", "issue:45759", "issue:45859", + "issue:46123", "issue:46132", "issue:46369", "issue:46399", @@ -12115,12 +12125,10 @@ "issue:46506" ], "soft_pairs": [ - "issue:42491|issue:43299", - "issue:43531|issue:45362", "issue:43526|issue:45003", "issue:41950|issue:44220", - "issue:42886|issue:46132", "issue:44246|issue:44871", + "issue:42886|issue:46132", "issue:44336|issue:44485", "issue:43550|issue:46506", "issue:36246|issue:42757", @@ -12128,11 +12136,11 @@ "issue:44734|issue:46424", "issue:44336|issue:46424", "issue:45003|issue:45561", - "issue:44242|issue:44857", "issue:44779|issue:45292", "issue:43475|issue:46369", "issue:45859|issue:46399", "issue:36246|issue:43596", + "issue:44242|issue:44857", "issue:44295|issue:44749", "issue:43673|issue:44561", "issue:43901|issue:45003", @@ -12143,210 +12151,226 @@ "issue:45292|issue:45584", "issue:45292|issue:45701", "issue:43262|issue:44246", - "issue:45375|issue:45759" + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:44038|issue:46506", + "issue:45412|issue:46123", + "issue:44561|issue:46399" ], - "prepared_review_unit_hash": "ae4acd6ba2a289b4becfbf7310a5cc60c7b98207dcddf502b13e79be4fdfe69b", + "prepared_review_unit_hash": "c53b095b30f4241ee2e6f946a6276353fec614620070e1067ff056b1cb488aa3", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36318, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "soft_pair_count": 31, + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most soft pairs share only a broad subsystem or model family, not the same concrete defect. I found no safe duplicate-level merges among the candidates.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 45003 is the best anchor because it is the most cross-cutting, infrastructure-level bug in the set; the rest are mostly model- or pipeline-specific and do not form a single duplicate cluster.", + "summary": "This set is heterogeneous: most items are distinct regressions across different subsystems (imports, tokenization, config loading, generation, DeepSpeed, vision/audio pipelines). None of the soft-similarity pairs look like the same underlying bug or change closely enough to merge.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45701 is the broadest user-facing regression in the set and best represents the cluster's repeated theme of version-dependent behavior changes, but the overall set is still quite mixed.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45003 is the most broadly actionable and least model-specific report, so it is the best overall representative issue for this mixed group.", + "best_issue_reason": "Issue 45701 is the best single representative because it is broad, current, and aligned with several other v5-era behavior-regression reports; still, it is only a loose fit for the heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Same model family, but different failures: LoRA loading on hf4.x/hf5.x vs Qwen3VL MoE loading on v5.0.0." + "reason": "One is a BEiT image-processor label reduction bug; the other is a sys.modules access issue in modeling utils. Different components and failure modes." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Both mention Qwen models, but one is a sliding_window issue and the other is a transformers chat crash; different code paths." + "reason": "Video-classification pipeline processor lookup and audio feature extraction are unrelated subsystems with no shared code path." }, { - "left": "issue:43526", - "right": "issue:45003", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to the sys.modules access problem in modeling_utils." - }, - { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Video-classification image-processor lookup and audio fbank feature extraction are unrelated subsystems." + "reason": "Import performance regression is unrelated to Gemma-3 eos_token_id config inconsistency." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different problems." - }, - { - "left": "issue:44242", - "right": "issue:44871", - "accept": false, - "reason": "Router-logits load-balancing loss bug and Gemma eos_token_id mismatch are unrelated defects." + "reason": "Offline cache loading and AttentionInterface registration behavior are different bugs in different layers." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI escape output in loading_report is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Both are runtime/backend issues, but they affect different models and different execution paths." + "reason": "torch.compile+SDPA failure in Bamba and CPU/CUDA result mismatch in PPDocLayoutV3 are different model/runtime issues." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages; same symptom, not the same bug." + "reason": "Both are import errors, but for different missing symbols and different root causes." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different root causes." + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are separate export problems." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "Serving KV-cache continuation indexing crash is not the same as cache max_length config handling." + "reason": "KV cache continuation crash in serve is not the same as max_cache_length handling in cache config." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "ANSI formatting in loading_report is unrelated to cache configuration semantics." + "reason": "Terminal ANSI formatting and cache-length configuration are unrelated." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access in modeling_utils and a pytest-xdist file race are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "MoE load-balancing loss and LwDetrImageLoss AMP/CUDA crash are different bugs." + "reason": "sys.modules access bug in modeling_utils and xdist race on captured_info.txt are unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer regression and resize_token_embeddings not updating output embeddings are separate issues." + "reason": "Tokenizer output regression and resize_token_embeddings/output_embeddings mismatch are different behaviors in different code paths." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Both are SAM 3 related, but one is a missing attribute and the other is a memory overflow; not the same defect." + "reason": "SAM 3 missing attribute and SAM3-litetext memory overflow are not the same bug." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both touch Qwen3.5 MoE rotary code, but one is CPU-offload incompatibility and the other is a kernel registration crash; different fixes." + "reason": "CPU offload incompatibility for a rotary embedding and a missing decorator registration crash are separate Qwen3.5 issues." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2_5_VL import failure and DeepSpeed ZeRO3/BertModel IndexError are unrelated." + "reason": "Missing Qwen import and DeepSpeed/BertModel index error have no shared root cause." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router logits load-balancing loss logic and LwDetrImageLoss AMP crash are unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Registering position_ids as a buffer and a version-related tokenization slowdown are unrelated." + "reason": "Position_ids buffer access error and Chinese report about slower filtering after upgrade are not the same issue." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Both are v5 regressions, but one is GenerationMixin cache/chunked_prefill and the other is removal of is_torch_fx_available." + "reason": "Generation cache missing in chunked prefill and removal of is_torch_fx_available affecting trust_remote_code are different regressions." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch in TextClassificationPipeline is unrelated to the sys.modules access bug." + "reason": "Documentation mismatch for return_all_scores and sys.modules unsafe access are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids default behavior are unrelated." + "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated model-specific problems." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A specific model lacking Flash Attention 2.0 support is not the same as a generic Flash Attention 2.0 issue title." + "reason": "A model-specific Flash Attention 2 unsupported error is not the same as a generic Flash Attention 2 issue." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque IndexError." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and ZeRO3 empty-deque failure are different DeepSpeed loading bugs." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config handling and unsafe sys.modules access are different bugs." + "reason": "Unrecognized model config loading and unsafe sys.modules access are distinct loading failures." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription failure are unrelated." + "reason": "Embedding resize mismatch and Whisper empty-transcription failure are unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Resize-embeddings/output-embeddings mismatch is not the same as a version-dependent tokenization change." + "reason": "Resize-token-embeddings/output-embeddings mismatch is not the same as a broad tokenization-version-change report." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default and import slowdown are unrelated." + "reason": "Audio chat-template sampling-rate default and import performance are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both concern Qwen multimodal configs, but one drops a vision field via @strict while the other fails to unwrap text_config in from_config." + "reason": "Missing strict config field for Qwen3_5MoeVisionConfig and AutoModelForCausalLM text_config unwrapping are different composite-config bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite speech strict-config loading and Qwen vision config field dropping are separate strictness/config-schema issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and PPDocLayoutV3 CPU/CUDA divergence are different model-specific failures." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline final-batch dropping are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking remote-code models and Qwen3.5 rotary registration crash are different breakages." } ] }, @@ -12362,7 +12386,7 @@ "component_index": 1, "component_count": 20, "review_unit_index": 40, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -12372,24 +12396,28 @@ "nodes": [ "issue:42886", "issue:43065", + "issue:43232", "issue:43408", "issue:43475", "issue:43540", + "issue:43646", "issue:43653", + "issue:43673", + "issue:43701", "issue:43906", "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:44561", "issue:44623", + "issue:44749", "issue:44877", "issue:44977", "issue:44987", @@ -12398,9 +12426,7 @@ "issue:45200", "issue:45229", "issue:45335", - "issue:45375", "issue:45397", - "issue:45412", "issue:45459", "issue:45563", "issue:45584", @@ -12413,16 +12439,10 @@ "issue:46123", "issue:46170", "issue:46202", - "issue:46399", "issue:46421", - "issue:46431", - "issue:46506" + "issue:46431" ], "soft_pairs": [ - "issue:44877|issue:45375", - "issue:44038|issue:46506", - "issue:44561|issue:46399", - "issue:45412|issue:46123", "issue:45685|issue:46431", "issue:44987|issue:45459", "issue:44466|issue:45335", @@ -12447,210 +12467,228 @@ "issue:43065|issue:46123", "issue:44188|issue:46421", "issue:45584|issue:46170", - "issue:44297|issue:44623" + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43232|issue:43673", + "issue:43701|issue:44749" ], - "prepared_review_unit_hash": "22ca74fea794e79840d5b8e2c1d44cfba7c211aaaa8d1c5d21c486f41e8c48eb", + "prepared_review_unit_hash": "550912fd135284ed9254da971c89f5a4148504038e6f9d1a2062f5e40ad9212b", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35808, - "estimated_input_tokens": 8952, - "estimated_eval_tokens": 18160 + "soft_pair_count": 31, + "serialized_chars": 36403, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues share broad themes like model loading, config handling, tokenization, and generation, but they do not appear to describe the same underlying bugs. I found no soft duplicate pairs to merge with confidence.", - "confidence": 0.96, - "canonical_issue_reason": "No true canonical issue emerges because the items span unrelated problems. If a placeholder representative is needed, issue:45229 is the strongest standalone report by discussion and user impact.", + "summary": "These issues do not form a true duplicate cluster; the soft pairs are mostly broad semantic overlaps across unrelated bugs. I would anchor the set on the broadest regression report, with no PR canonical candidate present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the broadest, most actionable regression report in this set (multi-model v5.3 video-input failure) and is the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45229 is the most developed report in the set (highest discussion activity and a reference), so it is the best single issue to anchor the cluster, even though it is not a duplicate of the others.", + "best_issue_reason": "issue:44479 has the clearest user impact, strongest reproduction value, and broadest scope among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44877", - "right": "issue:45375", - "accept": false, - "reason": "Both mention strict config, but they affect different models and different failures: granite_speech loading vs a missing field on Qwen3_5MoeVisionConfig." - }, - { - "left": "issue:44038", - "right": "issue:46506", - "accept": false, - "reason": "Unrelated bugs: a Qwen3-VL-Moe transformers 5.0 issue versus CPU/CUDA output divergence in PPDocLayoutV3." - }, - { - "left": "issue:44561", - "right": "issue:46399", - "accept": false, - "reason": "Different code paths and symptoms: removed is_torch_fx_available breaks trust_remote_code models, while the other is a missing decorator for apply_rotary_pos_emb in Qwen3.5 kernels." - }, - { - "left": "issue:45412", - "right": "issue:46123", - "accept": false, - "reason": "RT-DETR memory release on deletion is unrelated to MaskGenerationPipeline dropping results on a final partial batch." - }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram support for Int tensors is not the same bug as missing chat template support in a processor." + "reason": "Different bugs: MPS histogram/int support in MoE vs missing chat template in a processor." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "One is a transformers>=5.1 loading failure for a specific model, the other hides tokenizer decode errors when protobuf is missing." + "reason": "Both touch tokenization/loading, but one is a model load regression and the other is error masking when protobuf is absent." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch weights, but one is device-dependent tied-weight serialization and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + "reason": "Related to tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder embeddings." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and a stale auto_mappings entry for removed Sam3LiteText configs are unrelated." + "reason": "Unrelated subsystems: DeepSpeed ZeRO3 deque error vs stale auto_mappings references to removed configs." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Second-forward stale indexer cache in GlmMoeDsa is unrelated to mm_token_type_ids defaulting for Gemma 4 text-only fine-tuning." + "reason": "Different model behaviors: stale cache on second forward pass vs missing mm_token_type_ids default in Gemma 4 fine-tuning." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different model families and failures: missing fpn_position_embeddings versus a Qwen3OmniMoe video ValueError." + "reason": "Both are SAM/Qwen video issues, but the concrete failures and code paths are different." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning and patchtsmixer post_init deprecation are different issues." + "reason": "Different model families and failures: tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "A video-input regression in Qwen VL models is unrelated to a Windows ROCm torch.distributed import/dependency problem." + "reason": "Video-input regression vs Windows/ROCm distributed import failure; no shared code path." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different bugs." + "reason": "Tokenizer special-token registration bug vs a broader ESM2 breakage; not the same defect." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 zero3 loading and double optimizer stepping under DeepSpeed are different failure modes." + "reason": "Different failures: Gemma-4 ZeRO3 loading vs optimizer step being called twice under DeepSpeed." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Offline cache tokenization failure vs Gemma4 multi-GPU CUDA OOM; unrelated." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied_word_embeddings warning in fine-tuning is not the same as flash-attention generation failure in Qwen3.5." + "reason": "One is a tie_word_embeddings warning during LoRA fine-tuning, the other is a flash-attention generation regression." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Both involve tokenization-ish behavior, but one is an isolated reproduction of an external issue and the other is a Gemma pipeline roundtrip problem; insufficient evidence they are the same bug." + "reason": "The reproduction issue is too vague to equate; Gemma roundtrip failure on '\u2581' is a specific tokenizer/pipeline bug." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request validation and a Gemma roundtrip tokenization failure are unrelated." + "reason": "Chat/completions API acceptance failure is unrelated to Gemma tokenizer roundtrip behavior." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache on second forward is unrelated to flash_attention crashing on s_aux=None for sink-less models." + "reason": "Different code paths: stale indexer cache in GlmMoeDsa vs flash-attention aux-state handling." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tied-weights warning and a stale num_return_sequences warning are different warning-path issues." + "reason": "Warning about tied embeddings during fine-tuning is unrelated to paged generate's stale num_return_sequences warning." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Same broad SAM3 area, but dummy Conv2d in Sam3PixelDecoder is not the same bug as the sam3_video/sam3_tracker model-type mismatch warning." + "reason": "Same SAM3 family, but dummy Conv2d in a decoder and a model-type warning are not the same bug." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip behavior." + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma tokenizer roundtrip failure." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch is a model-loading error, not the tied-word-embeddings warning." + "reason": "Shape-mismatch model loading for Qwen3-VL is unrelated to Qwen3.5 tie-word-embeddings warnings." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict granite_speech config loading and a Windows ROCm dependency/import issue are unrelated." + "reason": "Strict config loading for granite_speech vs Windows/ROCm distributed dependency issue; different defects." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache.get_seq_length() returning the wrong type is unrelated to LlamaConfig head_dim validation." + "reason": "Cache return-type contract bug vs LlamaConfig head_dim validation; different layers of the stack." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "A dummy Conv2d in SAM3 pixel decoding is unrelated to MaskGenerationPipeline dropping results on the final partial batch." + "reason": "Both are pipeline/model issues, but dummy Conv2d and is_last handling in MaskGenerationPipeline are unrelated." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Different compile-related bugs: divergent attention kernels versus spurious recompilation from cache lazy initialization." + "reason": "Both mention cache/compile behavior, but one is kernel divergence under torch.compile and the other is lazy cache init causing recompilation." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to the Windows ROCm import/dependency error." + "reason": "Whisper empty-transcription bug is unrelated to a Windows ROCm dependency/import failure." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer.save_pretrained writing the wrong tokenizer_class and processor.save_pretrained missing files are separate serialization bugs." + "reason": "Both involve save_pretrained, but tokenizer metadata mismatch and missing processor files are different problems." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs a performance regression in data filtering after upgrade; not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "General v5 custom-model init breakage is not the same concrete bug as the ESM2 report." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown in data filtering and double optimizer stepping are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to DeepSpeed optimizer-step duplication." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache-related, but one is sync_gpus kwargs handling and the other is chunked_prefill cache missing in v5.0.0." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the filtering slowdown regression." } ] }, @@ -12666,39 +12704,38 @@ "component_index": 1, "component_count": 20, "review_unit_index": 41, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ "issue:28282", "issue:30990", + "issue:36010", "issue:41628", "issue:42371", "issue:42673", + "issue:42831", "issue:42994", "issue:43232", "issue:43475", "issue:43482", "issue:43525", "issue:43643", - "issue:43646", - "issue:43673", - "issue:43701", "issue:43704", "issue:43723", "issue:43784", + "issue:43824", "issue:43873", "issue:44038", - "issue:44162", "issue:44188", + "issue:44222", "issue:44351", - "issue:44361", "issue:44623", - "issue:44749", + "issue:44792", "issue:44869", "issue:44871", "issue:44933", @@ -12716,27 +12753,22 @@ "issue:45397", "issue:45406", "issue:45478", - "issue:45656", "issue:45753", + "issue:46077", + "issue:46123", "issue:46132", "issue:46202", "issue:46326", "issue:46399" ], "soft_pairs": [ - "issue:44361|issue:44749", - "issue:43646|issue:44162", - "issue:44749|issue:45656", - "issue:44623|issue:45656", - "issue:43232|issue:43673", - "issue:43701|issue:44749", "issue:44869|issue:45356", "issue:44871|issue:46132", "issue:42994|issue:43482", "issue:45230|issue:45397", "issue:43475|issue:43643", - "issue:28282|issue:30990", "issue:44038|issue:44623", + "issue:28282|issue:30990", "issue:42371|issue:45092", "issue:43475|issue:45381", "issue:41628|issue:44933", @@ -12752,213 +12784,232 @@ "issue:43232|issue:44188", "issue:45081|issue:45103", "issue:41628|issue:44351", - "issue:44945|issue:45753" + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:46077|issue:46123" ], - "prepared_review_unit_hash": "30fa43a485a9b3ad6a723e37dd27f36f51d3474fb73932e83c6c8e3bf92a3db1", + "prepared_review_unit_hash": "339425e2d834d7cd2e79ce40bfbc9982b34fa7886f6b5ca57478ab22f2a39de0", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36131, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "soft_pair_count": 30, + "serialized_chars": 36463, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly conservative triage: the only clear duplicate in this packet is issue:42673 / issue:43704, which are the same VRAM-leak report for the same model and trigger. The other soft pairs look related by subsystem or version, but not identical enough to merge.", + "summary": "This cluster is mostly heterogeneous: many items are unrelated model-loading/import/tokenizer regressions that only share broad Transformers similarity. The only clear duplicate pair in the provided soft edges is the repeated Qwen3ForCausalLM VRAM leak report.", "confidence": 0.82, - "canonical_issue_reason": "issue:42673 is the strongest canonical issue because it is a specific report of the Qwen3ForCausalLM VRAM leak under multiple dataloader threads, and issue:43704 is the same bug with the same title and trigger.", + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set because the items span many distinct bugs; if an anchor is needed, the Qwen3.5 MoE from_pretrained regression is the strongest standalone candidate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best issue anchor for triage because it is the clearest, most specific instance of the duplicate VRAM-leak report and cleanly represents issue:43704.", + "best_issue_reason": "issue:45310 is the best representative issue: it is specific, version-scoped, and has a clear concrete failure mode in a high-signal model-loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "Different failures: tokenizer/task AttributeError vs a performance regression after upgrade." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Both are v5 breakages, but they affect different models and different failure modes." - }, - { - "left": "issue:44749", - "right": "issue:45656", - "accept": false, - "reason": "Unrelated bugs: data filtering slowdown vs optimizer step being called twice under deepspeed." - }, - { - "left": "issue:44623", - "right": "issue:45656", - "accept": false, - "reason": "Saving processor files and duplicate optimizer stepping are different code paths." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Both are generation-related, but the reported crashes are different and not the same concrete bug." - }, - { - "left": "issue:43701", - "right": "issue:44749", - "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the slowdown report." - }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer/decoding bugs with different models and triggers." + "reason": "Both are tokenizer/encoding-adjacent, but they describe different models and different failure paths." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "EOS config mismatch is unrelated to AttentionInterface.register behavior." + "reason": "Gemma EOS config inconsistency and AttentionInterface behavior are unrelated bugs." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving and GGUF loading are separate problems." + "reason": "Quantized model saving and Qwen2.5-GGUF loading are separate code paths." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic placeholder issue vs a specific Gemma-4 ZeRO3 from_pretrained failure." + "reason": "A generic bug report does not match the specific Gemma-4 zero3 loading issue." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Both mention missing fields, but they are different objects and different failure locations." + "reason": "SAM 3 video attribute error and trust_remote_code missing fields are not the same bug." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "ImportError about missing PyTorch is not the same as a loading hang." + "reason": "Qwen3-VL-Moe loading failure and processor.save_pretrained missing files are different problems." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug is unrelated to processor.save_pretrained missing files." + "reason": "PyTorch-missing ImportError and Sentence Transformers loading stall are distinct issues." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different multimodal model bugs with different symptoms and likely different fixes." + "reason": "Different model families and different symptoms; not the same underlying bug." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and different modules." + "reason": "Both mention imports, but they refer to different missing symbols and likely different API removals." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a dropped config field and the other is a from_pretrained error; not the same bug." + "reason": "Same model family, but one is a missing config field and the other is a broader from_pretrained error without enough evidence they are the same bug." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma processor _tokenizer crash and Gemma pipeline roundtrip failure are distinct issues." + "reason": "Gemma4 processor attribute failure and Gemma pipeline roundtrip issue are different failure modes." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure is unrelated to missing pad_token_id on Llama4Config." + "reason": "Quantized saving failure and missing pad_token_id in Llama4Config are unrelated." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Different packages and failures: import-time nn error vs rotary-pos-emb registration error." + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration error are unrelated." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Related model family, but not the same concrete failure." + "reason": "Related model family, but the titles point to different specific loading/config bugs." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Generic AutoTokenizer loading issue and mistral_common continue_final_message bug are separate." + "reason": "Tokenizer loading regression and continue_final_message behavior are not the same code-path problem." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title, same model, same VRAM leak under multiple dataloader threads; clearly duplicate reports." + "reason": "Exact same title and same reported Qwen3ForCausalLM VRAM leak bug." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior is unrelated to pipeline parallelism output corruption." + "reason": "Quantization offloading and pipeline-parallel output correctness are separate issues." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to the DeepSpeed deque error." + "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling and torch.compile attention-kernel divergence are different bugs." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex crash and auto-docstring annotation crash are unrelated." + "reason": "Mistral tokenizer regex crash and auto_docstring annotation crash are unrelated." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are missing imports, but they are different missing symbols with no clear shared code path." + "reason": "Both are import errors, but for different missing classes and different fixes." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output corruption is not the same as an infinite loop on a specific image." + "reason": "Pipeline-parallel generation correctness and Qwen3_5 image looping are distinct problems." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/FP8/loading themes, but the concrete bugs are different." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model variants and different failure modes; not mergeable as one fix." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and Janus image test failure are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different APIs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue and FP8 save_pretrained failure are different bugs." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional masking and MaskGenerationPipeline batch handling are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair conclusion for issue:42673 / issue:43704 is grounded, but the canonical_issue_reason overstates the packet by claiming \u201cmore discussion/inbound references\u201d when both issues have inbound_references = 0. That unsupported detail is enough to reject. The rest of the soft-edge verdicts look conservative overall." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair (42673/43704) is an exact title duplicate, and the other pairwise rejections are reasonably cautious given the limited evidence. One note: 45310 and 45478 share the same title in the packet, but that pair was not among the provided soft edges, so it does not invalidate this evaluation." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -12968,26 +13019,23 @@ "component_index": 1, "component_count": 20, "review_unit_index": 42, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ + "issue:27957", "issue:30333", "issue:30990", "issue:33290", + "issue:34689", "issue:35141", - "issue:36010", - "issue:41628", "issue:42175", "issue:42222", - "issue:42831", "issue:42898", - "issue:42994", - "issue:43232", "issue:43278", "issue:43377", "issue:43479", @@ -12998,40 +13046,37 @@ "issue:43874", "issue:43976", "issue:44016", - "issue:44038", + "issue:44060", + "issue:44075", "issue:44079", "issue:44222", "issue:44242", + "issue:44295", + "issue:44297", + "issue:44448", "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", - "issue:44792", "issue:44869", "issue:44933", "issue:45092", "issue:45103", + "issue:45125", "issue:45137", "issue:45200", "issue:45310", "issue:45356", + "issue:45405", "issue:45561", "issue:45600", + "issue:45656", "issue:45712", "issue:45812", - "issue:46077", - "issue:46123", "issue:46231" ], "soft_pairs": [ - "issue:42994|issue:43824", - "issue:44222|issue:45310", - "issue:44038|issue:45310", - "issue:36010|issue:41628", - "issue:43232|issue:44792", - "issue:42831|issue:44222", - "issue:46077|issue:46123", "issue:42175|issue:45712", "issue:44496|issue:45561", "issue:43504|issue:45561", @@ -13054,216 +13099,238 @@ "issue:43784|issue:43824", "issue:42898|issue:44779", "issue:44734|issue:45103", - "issue:42898|issue:45356" + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44297|issue:45656" ], - "prepared_review_unit_hash": "c4ebd2200a5161d469ac07be906636e650c2d6f8ca69df2c4f21d9eb9e8f4a09", + "prepared_review_unit_hash": "dfbd592005302fd1067cbb5db3a05c9df013909d8973dfa56200655198b7a3ed", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36211, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37748, + "estimated_input_tokens": 9437, + "estimated_eval_tokens": 19130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly isolated bug reports across different models, APIs, and failure modes. I did not find any soft-edge pair that clearly describes the same underlying defect closely enough to merge as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45812 is the strongest canonical issue candidate: it describes a broad, concrete, reproducible tokenizer regression with a clear v4\u2192v5 delta and wide user impact.", + "summary": "This set is a heterogeneous grab bag of unrelated issues across tokenization, model loading, training, packaging, serving, and docs. None of the suggested soft edges look like true duplicates or the same underlying fix.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs in different subsystems, so there is no clear duplicate target to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best standalone issue to anchor triage because it is specific, high-signal, and clearly frames the regression for maintainers.", + "best_issue_reason": "No clear best issue either; none of the issues is representative enough of the rest to serve as a global duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized model saving failure and a Qwen2.5-VL import error are unrelated failure modes in different code paths." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "Both mention MoE/FP8, but one is save_pretrained on FP8 MoE and the other is from_pretrained loading for Qwen3.5; not the same bug." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Different Qwen variants and different symptoms; this looks like separate model-specific regression reports." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Import errors for GenerationMixin and AutoImageProcessor are distinct missing-export issues." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation KV-sync bug and a Janus image-generation test failure do not point to the same code-path problem." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "FP8 accuracy degradation is not the same as FP8 MoE save_pretrained failure." - }, - { - "left": "issue:46077", - "right": "issue:46123", - "accept": false, - "reason": "Bidirectional-attention masking and partial-batch result dropping are unrelated pipeline/model behaviors." - }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Backend dependency packaging and leftover dummy-class cleanup are unrelated maintenance issues." + "reason": "Different problems: backend/extras installation vs leftover dummy PT classes leaking into namespace and failing checks." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config loading failure and a pytest-xdist file race are completely different bugs." + "reason": "Unrelated: model config loading error vs pytest-xdist file race in testing utils." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy-field pretrained load failure and a parallel test race are unrelated." + "reason": "Beit pretrained-load legacy field bug is unrelated to the captured_info.txt race." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Missing TensorFlow backend dependency and a nonexistent image_utils import are separate packaging/import problems." + "reason": "Packaging/backend dependency issue vs a missing import in image_utils; different code paths." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "A test-worker race on captured_info.txt is not the same as stale auto_mappings references breaking CI." + "reason": "Test-worker file race vs stale auto_mappings references breaking CI; not the same bug." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and an import-from-image_utils error are unrelated." + "reason": "Python version compatibility regression vs missing import; separate failures." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in evaluation and DeepSpeed ZeRO3 deque underflow are different runtime issues." + "reason": "Embedding dtype mismatch in eval vs DeepSpeed ZeRO3 deque error; unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Missing padding-mask support in an encoder and missing load-balancing loss in MoE routing are different defects." + "reason": "MIMI padding-mask batching bug vs MoE router-loss condition; different model behaviors." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "A loading hang in Sentence Transformers and embedding reinitialization after resize are unrelated." + "reason": "Loading hang in Sentence Transformers vs embedding reinit after resize; no shared code-path." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenization-space cleanup behavior and add_special_tokens not inserting BOS/EOS are distinct tokenizer behaviors." + "reason": "Tokenization cleanup behavior change vs special-tokens insertion regression; distinct tokenizer logic." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow status reporting after failed training and an Adafactor OOM in DeepSpeed are unrelated." + "reason": "MLflow reporting after failure vs OOM in Adafactor/DeepSpeed; unrelated training issues." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained loading failure are different save/load paths." + "reason": "save_pretrained missing files vs Qwen3.5-MoE from_pretrained error; different subsystems." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Default config initialization and Whisper word-timestamp decoding crashes are unrelated." + "reason": "Multimodal config default initialization vs Whisper timestamp decode crash; unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken ViTPose model paths and Gemma4 mm_token_type_ids defaults are separate model-specific issues." + "reason": "VitPose model breakage vs Gemma 4 multimodal token defaults; different models and failures." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config defaulting and ModelOutput key assignment are different mechanisms with no clear shared root cause." + "reason": "Config initialization bug vs ModelOutput key assignment bug; not the same underlying issue." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one concerns whitespace cleanup while the other concerns wrong token IDs for Granite models; not the same bug." + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is Granite token IDs; distinct root causes." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "General AutoTokenizer loading issues and a specific mDeBERTa special-tokens regression are not the same concrete defect." + "reason": "Tokenizer loading in v5 vs special-token behavior for mdeberta; separate failure modes." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and a docstring parameter-name mismatch are unrelated documentation issues." + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch count method in GLM46V and old InternVL2 meta-init incompatibility are different multimodal bugs." + "reason": "Missing image processor method vs remote-code meta-init incompatibility; different code paths." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-Transformers import NameError and Qwen2.5-VL import failure are unrelated import problems." + "reason": "Import failure in sentence-transformers vs missing Qwen2.5-VL export; unrelated import issues." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions affecting different behaviors and models; too broad to treat as one bug." + "reason": "Different tokenizer regressions: cleanup_spaces vs Deepseek tokenization correctness." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache tensor indexing and auto_docstring future-annotations handling are unrelated crashes." + "reason": "Serving KV-cache indexing crash vs auto_docstring annotation handling crash; unrelated." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Whitespace cleanup/tokenization behavior and Kimi-K2.5 codec handling are distinct tokenizer regressions, not one underlying defect." + "reason": "Both tokenizer regressions, but Kimi codec handling/warning issue is not the same as clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading registered position_ids buffer vs optimizer step called twice with DeepSpeed; different bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3_5MoE; separate model issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args ignored vs documentation typo; not the same underlying change." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "v5 tokenizer cleanup regression vs Pegasus v4/v5 output difference; different tokenizer/model behavior." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump issue vs leftover dummy class cleanup; unrelated maintenance problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained bug vs tokenizer_config.json class mismatch; different serialization paths." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs MLflow reporting on failed training jobs; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure-reporting bug vs Llama 3.2 Vision model-loading regression; different areas." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs DeepSpeed optimizer double-step; no shared bug." } ] }, @@ -13279,73 +13346,64 @@ "component_index": 1, "component_count": 20, "review_unit_index": 43, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ "issue:22355", - "issue:27957", "issue:28282", "issue:30333", - "issue:34689", "issue:35141", "issue:36331", "issue:41628", "issue:42757", "issue:42796", "issue:42831", - "issue:42898", "issue:43122", "issue:43232", "issue:43475", "issue:43479", "issue:43644", "issue:43723", - "issue:44060", - "issue:44075", + "issue:44190", "issue:44206", "issue:44222", "issue:44263", + "issue:44279", "issue:44295", "issue:44297", + "issue:44360", + "issue:44373", "issue:44448", + "issue:44483", "issue:44484", + "issue:44485", "issue:44623", - "issue:44933", + "issue:44734", + "issue:44871", "issue:44977", "issue:45071", "issue:45092", "issue:45103", - "issue:45125", "issue:45245", "issue:45310", "issue:45381", - "issue:45405", - "issue:45656", - "issue:45712", + "issue:45406", + "issue:45834", "issue:46082", "issue:46132", "issue:46209", - "issue:46231", "issue:46305", + "issue:46328", + "issue:46421", "issue:46424", "issue:46431" ], "soft_pairs": [ - "issue:44295|issue:45656", - "issue:44075|issue:46231", - "issue:44060|issue:45125", - "issue:42898|issue:44448", - "issue:45405|issue:45712", - "issue:44222|issue:44297", - "issue:44933|issue:45712", - "issue:27957|issue:30333", - "issue:30333|issue:34689", - "issue:44297|issue:45656", "issue:44448|issue:46132", "issue:42796|issue:43723", "issue:44222|issue:44623", @@ -13358,514 +13416,233 @@ "issue:46209|issue:46431", "issue:41628|issue:42757", "issue:43475|issue:46305", - "issue:43122|issue:46209", "issue:44297|issue:45310", + "issue:43122|issue:46209", "issue:43723|issue:44977", "issue:45381|issue:46305", "issue:45071|issue:46082", "issue:43232|issue:46424", "issue:44206|issue:45103", "issue:44263|issue:45092", - "issue:44222|issue:44484" + "issue:44222|issue:44484", + "issue:44734|issue:46421", + "issue:44373|issue:44485", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:44263|issue:44360" ], - "prepared_review_unit_hash": "8e09a453ea970d9f13e884328d85112f0f23afda798be6d19a028285fa32bd3a", + "prepared_review_unit_hash": "90cbf2ebe5613a0ce0c7e82e86c796e0b757887f0aee7c35521901e20c24fd3e", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36223, - "estimated_input_tokens": 9056, - "estimated_eval_tokens": 18368 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated Transformers issues with only superficial topical overlap. None of the soft candidate pairs look like the same underlying bug or change, so all soft edges are rejected. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #43723 is the broadest user-facing regression in the set (tokenizer loading in v5) and is the closest thing to a representative API-breakage report among otherwise disparate issues.", + "summary": "The proposed soft links are all false positives: the items span many unrelated bugs and subsystems (imports, training, generation, tokenization, cache, multimodal, FP8, docs). There is no single duplicate issue or PR candidate in this set.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43723 is the best representative because it is concrete, widely applicable, and sits near several other tokenizer/import-related reports without being overly model-specific.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Unrelated bugs: buffer access for position_ids vs a double optimizer-step complaint under deepspeed." - }, - { - "left": "issue:44075", - "right": "issue:46231", - "accept": false, - "reason": "Different problem classes: SGD args not used vs documentation naming mismatch." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Both are Qwen-related, but one is a tied-weights warning bug and the other is missing tensor-parallel metadata; different code paths." - }, - { - "left": "issue:42898", - "right": "issue:44448", - "accept": false, - "reason": "Both mention v5 output changes, but one is about clean_up_tokenization_spaces semantics and the other is a broader model output regression; not the same bug." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "A dependency version bump issue and leftover dummy classes/check_repo failure are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer class metadata; different artifacts and fixes." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Import from image_utils vs dummy PT class cleanup are unrelated maintenance issues." - }, - { - "left": "issue:27957", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 model support vs MLFlow reporting on failed training jobs are unrelated." - }, - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "Training-job tracking bug vs model-loading regression for a specific Llama checkpoint; different subsystems." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer save metadata bug vs optimizer double-step bug; no shared underlying code-path." - }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Versioned output mismatch for a model vs behavior change in AttentionInterface.register; different features." + "reason": "Different areas: model output differences vs AttentionInterface registration behavior." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling vs tokenizer loading failure are adjacent topics but different bugs." + "reason": "Tokenizer BPE-marker handling and AutoTokenizer import/loading are unrelated failures." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE model serialization vs processor save_pretrained missing files are different save paths and failure modes." + "reason": "FP8 MoE save_pretrained and processor save_pretrained missing-files are different code paths." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config default initialization bug vs non-persistent buffer junk in v5; unrelated internals." + "reason": "Multimodal config defaults vs non-persistent buffer initialization junk are unrelated." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow reporting on failure vs CustomTrainer signature mismatch; unrelated training issues." + "reason": "MLflow reporting on failed jobs and Trainer compute_loss kwargs are unrelated bugs." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue vs processor serialization missing files; no shared bug." + "reason": "FP8 accuracy issue and processor serialization missing files do not match." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Failed-job tracking and embedding resize/reinit are unrelated." + "reason": "Failed-job MLflow tracking and embedding reinitialization are different problems." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Importing transformers.onnx vs AutoModel requiring torch; both import-related but different missing-module dependencies." + "reason": "ONNX import failure is unrelated to missing PyTorch dependency errors." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category cardinality runtime error vs attention interface behavior change; unrelated." + "reason": "Category cardinality limit and AttentionInterface behavior have no common bug path." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 vs chat template availability error; different features and failure causes." + "reason": "FP8 inference on B200 and missing chat template on a processor are unrelated." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing AutoImageProcessor export vs missing is_offline_mode export; both import errors, but not the same symbol or fix." + "reason": "Separate import errors from different missing symbols in different packages." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 Video output attribute bug vs MoonshineStreaming mask off-by-one; unrelated model-specific issues." + "reason": "SAM3 output attribute error and MoonshineStreaming off-by-one mask bug are unrelated." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer-output regression across versions vs FP8 inference failure on B200; different subsystems." + "reason": "Tokenizer config save mismatch and Qwen3.5 MoE from_pretrained error are distinct issues." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer class metadata mismatch vs Qwen3.5 MoE from_pretrained error; not the same serialization/loading bug." + "reason": "Tokenization regression and FP8 B200 inference failure are different subsystems." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Generic tokenizer loading issue vs Qwen3.5 flash-attention generation bug; unrelated." + "reason": "AutoTokenizer loading issue and flash-attention generation bug are unrelated." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "qwen2.5-vl vision_position_ids bug vs streaming mask off-by-one; different models and code paths." + "reason": "Qwen2.5-VL vision_position_ids and MoonshineStreaming windowing are separate bugs." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; different config behaviors." + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are not the same defect." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation sync_gpus state update bug vs cache max_length only honored for quantized cache; related to generation, but not the same defect." + "reason": "Generation kwargs update after sync_gpus and cache max length handling are different code paths." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor argument crash vs auto-docstring annotation parsing crash; unrelated tooling bugs." + "reason": "Feature-extractor center-arg crash and auto_docstring annotation crash are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return handling in an indexer vs remote-code checkpoint meta-init incompatibility; different components." + "reason": "GlmMoeDsaIndexer torch.split behavior and InternVL2 meta-init incompatibility do not match." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained bug vs a question about max_shard_size defaults; 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": 1, - "component_count": 20, - "review_unit_index": 44, - "review_unit_count": 55, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", - "nodes": [ - "issue:22355", - "issue:27957", - "issue:30990", - "issue:38175", - "issue:39401", - "issue:41628", - "issue:42757", - "issue:42796", - "issue:42831", - "issue:42886", - "issue:42907", - "issue:43066", - "issue:43122", - "issue:43232", - "issue:43408", - "issue:43479", - "issue:43644", - "issue:43723", - "issue:43824", - "issue:44038", - "issue:44190", - "issue:44261", - "issue:44263", - "issue:44279", - "issue:44295", - "issue:44360", - "issue:44373", - "issue:44483", - "issue:44485", - "issue:44568", - "issue:44623", - "issue:44734", - "issue:44829", - "issue:44871", - "issue:44913", - "issue:45092", - "issue:45278", - "issue:45310", - "issue:45357", - "issue:45406", - "issue:45834", - "issue:46002", - "issue:46050", - "issue:46082", - "issue:46305", - "issue:46328", - "issue:46402", - "issue:46421" - ], - "soft_pairs": [ - "issue:44734|issue:46421", - "issue:43232|issue:45834", - "issue:44373|issue:44485", - "issue:44295|issue:44623", - "issue:44190|issue:46082", - "issue:43723|issue:44871", - "issue:44279|issue:46328", - "issue:44483|issue:45406", - "issue:42907|issue:46050", - "issue:44263|issue:44360", - "issue:30990|issue:38175", - "issue:45092|issue:45357", - "issue:44261|issue:45092", - "issue:43644|issue:46305", - "issue:42831|issue:45310", - "issue:44829|issue:46002", - "issue:44263|issue:44373", - "issue:41628|issue:43824", - "issue:42831|issue:44038", - "issue:43479|issue:44913", - "issue:43408|issue:46402", - "issue:22355|issue:27957", - "issue:42796|issue:43122", - "issue:39401|issue:44568", - "issue:42757|issue:45278", - "issue:42886|issue:43066" - ], - "prepared_review_unit_hash": "a62b760a6751ea86f163806f7f72524e37e80c427508a4c98b6efed0fc8befb7", - "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35118, - "estimated_input_tokens": 8780, - "estimated_eval_tokens": 17816 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The set is highly heterogeneous: import regressions, tokenizer behavior changes, serving crashes, config/load-save bugs, and quantization issues. None of the soft pairs looks like the same concrete underlying bug or change, so they should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical duplicate fits this cluster; the closest broad umbrella is issue 45278 for upgrade-related import regressions, but it does not cover most other items.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the broadest representative among the listed issues, but only for a narrow import-regression subset; it is not a true cluster canonical.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "FP8 MoE save_pretrained and max_shard_size default discussion are unrelated." + }, { "left": "issue:44734", "right": "issue:46421", "accept": false, - "reason": "Serving KV-cache continuation crash vs chunked-prefill cache lazy-init recompilation; different code paths." + "reason": "Serve KV-cache continuation crash and lazy cache recompilation are different cache bugs." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Generation kwargs sync_gpus bug vs long OCR input index error; unrelated failures." + "reason": "Docstring correction for position_ids is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Docstring typo for position_ids vs GLM-5 RoPE implementation bug; not the same issue." + "reason": "Generation bookkeeping bug and Kosmos2.5 OCR long-input index error are unrelated." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading position_ids after buffer registration vs processor.save_pretrained missing files; different subsystems." + "reason": "position_ids buffer access and processor.save_pretrained file output are different issues." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Image-classification script dataset loading vs LlamaConfig head_dim validation; unrelated." + "reason": "Dataset-loading script bug and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "AutoTokenizer loading regression vs Gemma eos_token_id mismatch; different concrete bugs." + "reason": "AutoTokenizer loading regression and Gemma-3 eos_token_id inconsistency are different problems." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "General dependency issue vs SequenceFeatureExtractor.pad inefficiency; not duplicates." + "reason": "Generic dependency issue and SequenceFeatureExtractor.pad performance bug are unrelated." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request rejection vs Gemma4Processor missing _tokenizer crash; different failures." - }, - { - "left": "issue:42907", - "right": "issue:46050", - "accept": false, - "reason": "Dequantized Ministral save/load failure vs sinq quantized round-trip breakage; different quantization paths." + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different failures." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both touch the DSA indexer, but one is torch.split return handling and the other is a missing ReLU; separate bugs." - }, - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "SentenceTransformers loading hang vs siglip2 zero probabilities; unrelated." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Remote-code meta-init incompatibility vs Qwen3.5 save_pretrained visual-key regression; different issues." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "MLA layernorm eps precision error vs InternVL2 meta-init incompatibility; not the same bug." - }, - { - "left": "issue:43644", - "right": "issue:46305", - "accept": false, - "reason": "Non-persistent buffer junk fill vs sliding_window_mask off-by-one; unrelated." - }, - { - "left": "issue:42831", - "right": "issue:45310", - "accept": false, - "reason": "FineGrainedFP8 accuracy problem vs Qwen3.5 MoE from_pretrained error; different problems." - }, - { - "left": "issue:44829", - "right": "issue:46002", - "accept": false, - "reason": "Flash-attention-3 training degeneration vs NaNs after checkout/init; not the same concrete failure." - }, - { - "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "DSA indexer runtime bug vs wrong docstring for position_ids; one is documentation only." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Missing AutoImageProcessor import vs missing Qwen2_5_VLForConditionalGeneration import; distinct import errors." - }, - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "FP8 accuracy regression vs Qwen3-VL-Moe bug; different model/features." - }, - { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Multimodal config default-init bug vs GPTNeoX rotary_pct reload regression; unrelated." - }, - { - "left": "issue:43408", - "right": "issue:46402", - "accept": false, - "reason": "Wrong Sam3 model type warning vs text encoder weights not loaded; different Sam3 issues." - }, - { - "left": "issue:22355", - "right": "issue:27957", - "accept": false, - "reason": "transformers.onnx import failure vs XLMRoberta Flash Attention 2 support issue; unrelated." - }, - { - "left": "issue:42796", - "right": "issue:43122", - "accept": false, - "reason": "Ministral BPE-marker tokenizer bug vs broad tokenization change across versions; not the same concrete bug." - }, - { - "left": "issue:39401", - "right": "issue:44568", - "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer vs add_special_tokens BOS/EOS omission in mdeberta-v3-base; different tokenizer behaviors." - }, - { - "left": "issue:42757", - "right": "issue:45278", - "accept": false, - "reason": "Specific is_offline_mode import error vs broad upgrade-time import regressions; too broad and not the same bug." - }, - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Offline cache load failure vs wrong tokenizer decoder type in v5; different tokenizer regressions." + "reason": "GlmMoeDsaIndexer torch.split issue and DSA indexer ReLU discussion are not the same bug." } ] }, @@ -13880,12 +13657,12 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 45, - "review_unit_count": 55, + "review_unit_index": 44, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -13893,56 +13670,73 @@ "issue:27957", "issue:28218", "issue:30990", - "issue:33357", + "issue:38175", "issue:39401", "issue:41628", "issue:42371", + "issue:42757", + "issue:42796", "issue:42831", "issue:42886", "issue:42907", "issue:42994", + "issue:43066", "issue:43122", "issue:43232", "issue:43408", + "issue:43479", "issue:43550", "issue:43576", + "issue:43644", "issue:43646", - "issue:43756", "issue:43784", - "issue:43937", - "issue:43976", - "issue:44060", + "issue:43824", + "issue:44038", "issue:44117", "issue:44188", "issue:44261", "issue:44263", - "issue:44295", - "issue:44297", - "issue:44360", "issue:44368", "issue:44373", - "issue:44485", - "issue:44488", - "issue:44521", + "issue:44568", "issue:44704", - "issue:44945", - "issue:44964", + "issue:44829", + "issue:44913", + "issue:45092", "issue:45278", - "issue:45290", + "issue:45310", + "issue:45357", "issue:45593", - "issue:45600", "issue:45753", "issue:46002", + "issue:46050", "issue:46132", "issue:46305", - "issue:46326", - "issue:46369" + "issue:46369", + "issue:46402" ], "soft_pairs": [ + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:22355|issue:27957", + "issue:42796|issue:43122", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:42886|issue:43066", "issue:42831|issue:45753", - "issue:27957|issue:30990", "issue:22355|issue:28218", "issue:44368|issue:46305", + "issue:27957|issue:30990", "issue:42886|issue:42994", "issue:43232|issue:45593", "issue:43408|issue:46369", @@ -13951,226 +13745,216 @@ "issue:43576|issue:43784", "issue:42371|issue:44263", "issue:44188|issue:44373", - "issue:44117|issue:44704", - "issue:30990|issue:33357", - "issue:44295|issue:44297", - "issue:43756|issue:44060", - "issue:42907|issue:44945", - "issue:44261|issue:44373", - "issue:42907|issue:43937", - "issue:41628|issue:45278", - "issue:43976|issue:44945", - "issue:39401|issue:44488", - "issue:43122|issue:44521", - "issue:44704|issue:45290", - "issue:42907|issue:44964", - "issue:43784|issue:45600", - "issue:43122|issue:46326", - "issue:39401|issue:44521", - "issue:44360|issue:44485" + "issue:44117|issue:44704" ], - "prepared_review_unit_hash": "2db9545763907191a31ac18273a7f2c935b86fef2530f5d40dcd72e3cc3215c3", + "prepared_review_unit_hash": "88317c3c7c92a730b76895325da01ec4b5f7a1890b6adfce93c2be1727b307d6", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35872, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "soft_pair_count": 30, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a mixed set of unrelated Transformers issues; none of the soft pairs look like the same underlying bug/change closely enough to merge. No PRs were provided.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45278 is the broadest and most representative regression report here: it captures multiple import failures after a version upgrade and could serve as an umbrella for related import-breakage reports.", + "summary": "This is a loose collection of mostly unrelated Transformers regression reports. The only common thread is that several involve v5-era import/tokenizer/config/save-load regressions, but the soft pairs are not close enough to treat as true duplicates.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like issue in the set: it captures multiple import failures after a version upgrade and best matches the recurring migration/regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best standalone issue because it is broad, clearly actionable, and likely to attract the right fix for the most general class of failures in this set.", + "best_issue_reason": "issue:45278 is the best single issue to anchor this cluster because it is broad, user-facing, and plausibly subsumes narrower import-related reports better than the model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Different problems: FP8 accuracy regression vs a multimodal generation infinite-loop on a specific image." + "reason": "Both concern quantized model save/load, but they appear to target different quantization paths and symptoms; not enough evidence of the same underlying bug." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "XLM-RoBERTa Flash Attention 2 behavior and Sentence-Transformers loading hang are unrelated code paths." + "reason": "Different models and different failures: loading hangs versus zero-probability outputs." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Missing transformers.onnx module import and tokenizer spacing after added token are unrelated." + "reason": "Both are multimodal/vision-related regressions, but one is a load-time meta-init incompatibility and the other is a save_pretrained key serialization bug." }, { - "left": "issue:44368", + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Completely different code paths and symptoms; this is not the same bug." + }, + { + "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Weight-tying warning in Qwen3.5 fine-tuning is not the same as Moonshine streaming mask off-by-one." + "reason": "Non-persistent buffer corruption is unrelated to the MoonshineStreaming off-by-one mask issue." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failure affect different subsystems and failure modes." + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 Moe from_pretrained errors are different failures." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Training divergence with flash_attention_3 is not the same as NaNs during checkout/init." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Model-type mismatch warning for sam3_tracker vs memory overflow in sam3-litetext are different issues." + "reason": "A tensor-splitting bug and a docstring issue are unrelated." }, { - "left": "issue:43550", - "right": "issue:46132", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is not the same as AttentionInterface.register changing registered-function behavior." + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads after checkout/init are different bugs." + "reason": "These are different model families and different regression types." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Broken transformers env command and a NameError importing sentence-transformers are separate import/CLI problems." + "reason": "Both involve config defaults on reload/init, but the affected models and behavior are different." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "TF32 API settings warning is unrelated to the GlmMoeDsaIndexer torch.split issue." + "reason": "These are different SAM3 issues: a warning about model type mismatch versus missing text encoder weights." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring bug for position_ids." + "reason": "No shared underlying bug; one is a missing module import, the other is a Flash Attention 2 model issue." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are different loader bugs." + "reason": "Tokenizer behavior regressions, but one is a model-specific BPE marker problem and the other is a broader version-to-version tokenization change." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Loading hang for Sentence-Transformers and a MacOS bus error with community CLIP models are distinct runtime failures." + "reason": "Related only at a very broad level; one is a specific missing dependency import, the other is a generic report of many import errors after upgrade." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are unrelated." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization semantics." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Smollm3 RoPE-layer count mismatch and Qwen3-Next tied-weights warning concern different model configs." + "reason": "Cache/offline loading failure is unrelated to wrong decoder type selection." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Dequantized model saving failure and pipeline-parallelism output corruption are not the same code-path problem." + "reason": "An FP8 accuracy issue and an infinite-loop multimodal bug are unrelated." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to the position_ids docstring." + "reason": "Missing module import versus tokenizer spacing behavior; not the same bug." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44368", + "right": "issue:46305", "accept": false, - "reason": "Model saving failure and invalid GenerationConfig for GLM-5 are separate failures." + "reason": "A configuration warning is unrelated to a streaming attention mask off-by-one error." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Both are import-related, but one is a specific missing export while the other is a broad upgrade regression; not enough evidence they share the same fix." + "reason": "Different models and different problems; not duplicates." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Python-version compatibility failure is unrelated to pipeline-parallel generation correctness." + "reason": "Offline cache loading and quantized model save failure are different issues." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer and failure to load cjvt/sleng-bert are different tokenizer issues." + "reason": "Generation-state handling and D-FINE auxiliary losses are unrelated." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Version-to-version tokenization differences and zero assistant_masks for multimodal inputs are different behaviors." + "reason": "Model-type warning versus memory overflow are different symptoms and code paths." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43550", + "right": "issue:46132", "accept": false, - "reason": "Passing kwargs to cached_file in AutoProcessor is unrelated to chat-template crashes on tool-call assistant messages." + "reason": "torch.compile SDPA failure is not the same as AttentionInterface.register changing registered-function behavior." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Quantized/dequantized saving failure and inability to load Phi-4-multimodal-instruct are different model-loading/saving problems." + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same concrete bug." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "sentence-transformers import NameError and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + "reason": "Broken CLI command and sentence-transformers import NameError are unrelated." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Tokenizer output changes across versions and continue_final_message behavior for mistral_common are different tokenization features." + "reason": "TF32 API guidance/warning is unrelated to the torch.split indexing bug." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Qwen3 offset_mapping bug and multimodal assistant_mask zeroing are different tokenizer/template issues." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring issue." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "DSA indexer lacking ReLU and GLM-5 RoPE implementation are unrelated model internals." + "reason": "A tokenizer mapping assumption bug and missing kwargs forwarding in AutoProcessor are different failures." } ] }, @@ -14185,64 +13969,80 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 46, - "review_unit_count": 55, + "review_unit_index": 45, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ "issue:22355", - "issue:29127", "issue:29159", + "issue:30990", + "issue:33357", "issue:36296", - "issue:38617", + "issue:39401", + "issue:41628", "issue:42175", - "issue:42371", - "issue:42673", "issue:42757", "issue:42907", - "issue:43066", "issue:43116", "issue:43122", "issue:43278", "issue:43408", "issue:43452", "issue:43475", - "issue:43493", - "issue:43611", + "issue:43756", + "issue:43784", "issue:43824", - "issue:43874", "issue:43937", - "issue:43992", + "issue:43976", "issue:44038", - "issue:44188", + "issue:44060", "issue:44222", + "issue:44261", "issue:44295", "issue:44297", "issue:44351", - "issue:44355", + "issue:44360", + "issue:44373", "issue:44485", + "issue:44488", "issue:44514", + "issue:44521", "issue:44625", "issue:44704", - "issue:44779", "issue:44829", "issue:44938", "issue:44945", - "issue:45072", + "issue:44964", "issue:45200", "issue:45216", "issue:45278", + "issue:45290", "issue:45478", - "issue:45753", - "issue:46002", - "issue:46231", - "issue:46328" + "issue:45600", + "issue:46326" ], "soft_pairs": [ + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:43122|issue:44521", + "issue:42907|issue:44964", + "issue:44704|issue:45290", + "issue:43784|issue:45600", + "issue:43122|issue:46326", + "issue:39401|issue:44521", + "issue:44360|issue:44485", "issue:43116|issue:45200", "issue:44038|issue:44297", "issue:44625|issue:44829", @@ -14251,223 +14051,228 @@ "issue:44038|issue:44295", "issue:43122|issue:44514", "issue:44038|issue:44222", - "issue:45216|issue:45478", "issue:43824|issue:44351", + "issue:45216|issue:45478", "issue:22355|issue:29159", "issue:42757|issue:44351", "issue:36296|issue:43116", "issue:43278|issue:44945", - "issue:42175|issue:44938", - "issue:43493|issue:45753", - "issue:22355|issue:29127", - "issue:43992|issue:44704", - "issue:43066|issue:44779", - "issue:43937|issue:44485", - "issue:42673|issue:45072", - "issue:38617|issue:45278", - "issue:44188|issue:46328", - "issue:43611|issue:46002", - "issue:44355|issue:46231", - "issue:42371|issue:43874", - "issue:43116|issue:43493", - "issue:44038|issue:45478" + "issue:42175|issue:44938" ], - "prepared_review_unit_hash": "272c2052175ef61dd1803c20629e6caf5fd315ea891453e9c386512de9407b0e", + "prepared_review_unit_hash": "0c2f1e2cca87744bc9dc100cae71472efb2990959fdd4c51f23d4816c050c0f3", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35237, - "estimated_input_tokens": 8810, - "estimated_eval_tokens": 17876 + "soft_pair_count": 31, + "serialized_chars": 36027, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports across different models, APIs, and regressions. The soft-similarity links mostly reflect broad topical overlap (imports, tokenization, multimodal models, dtype/parallelism) rather than the same concrete bug, so none should be merged as duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45278 is the broadest representative here because it summarizes a wide import-regression class, but even that is not a true umbrella for the whole set; there is no strong canonical duplicate among these issues.", + "summary": "This cluster is heterogeneous: the soft-similar pairs share only surface keywords (imports, tokenizer, save/load, multimodal, Qwen/SAM), but they describe different bugs or regressions. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the cluster does not appear to represent one underlying bug; it is a set of unrelated regression reports that only look similar lexically.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most general and cluster-like issue title, so it is the best single representative if one must be chosen, though the set does not form a real duplicate cluster.", + "best_issue_reason": "No strong best issue candidate; the most-connected items are still about different code paths, so any one issue would be a misleading representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Different failures: classification script returning empty results vs Gemma 4 multimodal token defaults." + "reason": "One is a position_ids buffer access error; the other is tokenizer.save_pretrained writing the wrong tokenizer_class. Different code paths and failures." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Unrelated bugs: Qwen3-VL-Moe issue vs tokenizer save_pretrained metadata mismatch." + "reason": "Sentence Transformers hanging on load and a MacOS bus error with a CLIP model are different symptoms and likely different root causes." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Different code paths: num_labels propagation vs flash_attention_3 training degeneration." + "reason": "Smollm3 RoPE-layer omission and Qwen3-Next tied-weights warnings concern different model implementations and distinct bugs." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are unrelated failures in different execution paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A layernorm epsilon precision issue is not the same as a wrong docstring for position_ids." + }, + { + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Same model family, but different concrete defects: warning mismatch vs missing attribute crash." + "reason": "A missing AutoImageProcessor import and broad import errors after upgrade are related only at a high level; the concrete failing symbols and causes differ." }, { "left": "issue:42907", - "right": "issue:43452", + "right": "issue:43937", "accept": false, - "reason": "Dequantized save failure and gguf_file loading failure are different problems." + "reason": "Dequantized-save failures and invalid GenerationConfig errors are separate model-saving vs generation-validation problems." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility failure and wrong LLM output under pipeline parallelism are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe regression vs position_ids buffer access error." + "reason": "Qwen3 tokenizer offset mapping is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:43122", - "right": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer-related, but the concrete failures and affected paths differ." + "reason": "Tokenizer-version behavior changes and zero assistant_masks for multimodal inputs are different tokenization/template bugs." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Different issues: Qwen3-VL-Moe bug vs FP8 save_pretrained moe bug." + "reason": "A dequantized-save regression is unrelated to loading microsoft/Phi-4-multimodal-instruct." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both concern Qwen3.5, but save_pretrained regression and from_pretrained error are distinct code paths." + "reason": "Passing kwargs to cached_file in AutoProcessor and crashing on tool-call assistant messages are different apply-chat-template/loader issues." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Both are import errors, but for different missing symbols and not the same underlying bug." + "reason": "A NameError during sentence-transformers import and stale auto_mappings references are distinct import/configuration problems." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "No relation: ONNX import failure vs slow/fast tokenizer inconsistency." + "reason": "Tokenizer behavior drift across versions and continue_final_message bugs for mistral_common tokenizers are not the same defect." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Both are import regressions, but they involve different missing APIs and are not the same defect." + "reason": "Wrong offset_mapping and all-zero assistant_masks are separate tokenizer/template behaviors." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Tensor parallel training bug is unrelated to the classification script output issue." + "reason": "A missing ReLU in DSA indexing and GLM-5 RoPE implementation are unrelated model-internal issues." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Different runtime problems: dtype change in evaluation vs incorrect output under pipeline parallelism." + "reason": "Empty results in the classification example and missing default mm_token_type_ids are different task-specific bugs." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; not the same bug." + "reason": "A Qwen3-VL-Moe load bug and tokenizer_class mismatch on save_pretrained affect different subsystems." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Different models and symptoms: SigLIP2 discrepancy vs Qwen3_5 infinite loop on an image." + "reason": "num_labels propagation in Qwen3.5 config and degenerate training with flash_attention_3 are unrelated." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "No underlying match: ONNX import error vs LayoutLMv3 error-message clarity." + "reason": "A model-type warning for sam3_tracker and a missing fpn_position_embeddings attribute are different SAM3 issues." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Different areas: missing encoder weights vs AutoProcessor kwarg forwarding." + "reason": "Saving dequantized models and gguf_file breaking from_pretrained loading are separate save/load paths." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and likely different code paths." + "reason": "Qwen3-VL-Moe loading and position_ids buffer access are unrelated bugs." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Same model family, but invalid GenerationConfig and RoPE implementation are distinct problems." + "reason": "Tokenizer output changes across versions and apply_chat_template crashing on batched input with padding=False are different failures." }, { - "left": "issue:42673", - "right": "issue:46328", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "VRAM leak in threaded dataloading is unrelated to a padding performance issue." + "reason": "Qwen3-VL-Moe load failure and FP8 save_pretrained on moe models do not look like the same concrete bug." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Broad import-error cluster overlap, but not the same concrete missing symbol or defect." + "reason": "Two import errors for different symbols (Qwen2_5_VLForConditionalGeneration vs HybridCache) are not the same underlying issue." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to feature-extractor padding overhead." + "reason": "Both involve Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure; not the same code-path bug." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Base-model-prefix loading regression and NaNs after checkout/init are different failures." + "reason": "Missing transformers.onnx and tokenizer inconsistency are unrelated issues." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Compiled-file import/runtime errors and a documentation parameter mismatch are unrelated." + "reason": "An import removed from huggingface_hub and a missing transformers.HybridCache symbol are different package-level import problems." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "TF32 API guidance and a missing image-patch method are unrelated issues." + "reason": "Tensor parallel training bugs and example-script empty classification results are not the same defect." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Different models and behaviors: empty classification outputs vs SigLIP2 implementation discrepancy." + "reason": "BF16-to-FP32 dtype drift during evaluate and incorrect output with pipeline parallelism are different problems." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Both mention Qwen3-family MoE, but they are different models and different failure modes." + "reason": "Missing TensorFlow in a torch install extra and Python 3.14 load failure are unrelated environment/compatibility issues." } ] }, @@ -14482,8 +14287,8 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 47, - "review_unit_count": 55, + "review_unit_index": 46, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -14491,56 +14296,70 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ + "issue:22355", + "issue:29127", "issue:33453", "issue:38617", "issue:39401", - "issue:41628", "issue:42222", + "issue:42371", "issue:42673", "issue:42796", "issue:43064", + "issue:43066", "issue:43116", - "issue:43122", "issue:43441", - "issue:43450", + "issue:43493", + "issue:43611", "issue:43673", "issue:43825", "issue:43827", + "issue:43874", "issue:43906", "issue:43937", "issue:43976", - "issue:43986", + "issue:43992", + "issue:44038", "issue:44075", "issue:44117", - "issue:44291", + "issue:44188", + "issue:44355", "issue:44380", - "issue:44410", "issue:44466", + "issue:44485", + "issue:44625", + "issue:44704", "issue:44779", - "issue:44829", "issue:44936", - "issue:44977", - "issue:45071", - "issue:45081", + "issue:45072", "issue:45083", - "issue:45216", - "issue:45310", - "issue:45341", + "issue:45278", "issue:45357", - "issue:45405", "issue:45446", "issue:45478", - "issue:45561", "issue:45563", "issue:45588", + "issue:45753", "issue:46002", "issue:46077", - "issue:46178", - "issue:46298", - "issue:46328", - "issue:46512" + "issue:46231", + "issue:46328" ], "soft_pairs": [ + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:44188|issue:46328", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44038|issue:45478", + "issue:44625|issue:46002", "issue:42222|issue:43441", "issue:43976|issue:45446", "issue:44075|issue:44936", @@ -14550,236 +14369,229 @@ "issue:42673|issue:42796", "issue:43064|issue:43673", "issue:43937|issue:45563", - "issue:33453|issue:39401", - "issue:44380|issue:46077", - "issue:44117|issue:45588", - "issue:43827|issue:45446", - "issue:39401|issue:44779", - "issue:42673|issue:43906", - "issue:43673|issue:46328", - "issue:44291|issue:45071", - "issue:44466|issue:46002", - "issue:43450|issue:43986", - "issue:43937|issue:44977", - "issue:45405|issue:45446", - "issue:44410|issue:45310", - "issue:45341|issue:45561", - "issue:45341|issue:46328", - "issue:43122|issue:46298", - "issue:38617|issue:41628", - "issue:44117|issue:45081", - "issue:45071|issue:46512", - "issue:42222|issue:46178", - "issue:44829|issue:45216" + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43673|issue:46328", + "issue:44466|issue:46002" ], - "prepared_review_unit_hash": "f8919b16bba1dd7f0f45673bee1d66368c56bfc11df7858e291177ab0a5a6d93", + "prepared_review_unit_hash": "193848b0870522285908cb5af893fb063c5181e5a0ae30c1b7374a77038b309e", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36668, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "soft_pair_count": 31, + "serialized_chars": 36757, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a false-positive cluster: the items span unrelated tokenizer, model-loading, training, config, and docs bugs. No soft pair appears to be the same underlying issue/change; best standalone report is the tokenizer regression in issue 43122.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical duplicate exists; the set is heterogeneous and does not cohere around one underlying bug.", + "summary": "This cluster is a broad false-positive mix of unrelated Transformers issues: tokenizer regressions, import/runtime breakages, model-specific bugs, training problems, and docs/perf nits. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45278 is the least-bad umbrella because it is the broadest v5 upgrade regression report and overlaps with several import/load failures, but the cluster is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest standalone bug report: it clearly describes a regression from 4.57.3 to 5.0, is concrete, and is broadly actionable.", + "best_issue_reason": "issue:45278 is the most central/representative topic-wise, but only as a broad migration-breakage anchor; it does not actually subsume the rest of the mixed cluster cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Different subsystems and failures: VitPose model loading vs Ministral FlashAttention generation." + "reason": "Different models and failures: SigLIP2 HF-vs-JAX discrepancy vs Qwen3_5 infinite loop on one image." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Unrelated import/version problems: Python 3.9+ compatibility vs a PyTorch version check in flex_attention." + "reason": "ONNX import failure vs LayoutLMV3 error-message clarity; unrelated code paths." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Different trainer bugs: SGD args ignored vs evaluate() failing after train()." + "reason": "Missing UMT5 encoder weight vs AutoProcessor kwargs forwarding; different APIs and bugs." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Same model family but different concrete bugs: save_pretrained serialization vs from_pretrained loading error." + "reason": "Both tokenizer-related, but one is decoder-type selection in v5 and the other is Deepseek output correctness; not the same bug." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Different areas: multi-label example script behavior vs an incorrect pipeline error message/docs mismatch." + "reason": "VRAM leak in Qwen3ForCausalLM threads vs dtype mismatch in CI inference; unrelated issues." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Unrelated code paths: qwen3_omni_moe helper behavior vs flex_attention import gating." + "reason": "Same model family only at a high level; invalid GenerationConfig vs RoPE implementation discussion are different problems." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Different bug classes: VRAM leak in threading vs tokenizer BPE marker handling." + "reason": "Specific missing symbol import vs broad post-upgrade import breakages; not the same concrete failure." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Different training/distributed optimizer bug vs generation cache/chunked_prefill issue." + "reason": "torch.compile attention-kernel divergence vs SequenceFeatureExtractor.pad performance; unrelated subsystems." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Unrelated generation issues: invalid GenerationConfig vs stale warning text for num_return_sequences." + "reason": "base_model_prefix loading regression vs NaNs in classification heads; different symptoms and code paths." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Both mention tokenizers, but one is a generic loading regression and the other is a specific offset_mapping bug for Qwen3." + "reason": "Compiled Python file errors vs documentation parameter-name mismatch; unrelated." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Different attention logic problems: GPT2 scaling ignored vs Gemma4 bidirectional mask construction." + "reason": "TF32 API-warning behavior vs missing image-patch count method in GLM46V; unrelated." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Unrelated failures: tokenizer mapping lookup vs flash_attention crash on s_aux=None." + "reason": "Multi-label classification example failure vs SigLIP2 implementation discrepancy; no shared bug." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Docs referencing removed pipeline APIs is unrelated to a PyTorch version check bug." + "reason": "Both mention Qwen3 MoE, but one is Qwen3-VL-Moe and the other is Qwen3.5 from_pretrained; not enough to treat as one bug." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and failure modes." + "reason": "num_labels propagation issue vs NaNs after checkout/init; different failures." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "No shared bug path; one is a VRAM leak, the other is an isolated reproduction of a separate external issue." + "reason": "VitPose model breakage vs Ministral FlashAttention bug; unrelated models and code paths." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Generation cache bug vs a performance issue in SequenceFeatureExtractor.pad are unrelated." + "reason": "Python version compatibility problem vs incorrect PyTorch version guard in flex_attention; different version checks." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Different API regressions: init_empty_weights argument handling vs PretrainedConfig type checking." + "reason": "SGD args ignored vs trainer.evaluate failing after train; unrelated trainer/optimizer bugs." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Serialization of tied weights is unrelated to NaNs in classification heads after checkout/init." + "reason": "Save_pretrained visual-key regression vs from_pretrained error in Qwen3.5 Moe; related model family but different concrete failures." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Both involve video, but one is a batched-shape bug and the other is a missing-torchvision crash." + "reason": "Classification example returning empty results vs pipeline translation-task error message; unrelated." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Different model-specific generation issues: GLM-5 invalid GenerationConfig vs Qwen3.5 flash-attention behavior." + "reason": "Qwen3_omni_moe feature-length helper vs flex_attention PyTorch version check; different subsystems." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "PEFT version pinning is unrelated to the flex_attention import version check." + "reason": "Qwen3 VRAM leak vs Ministral tokenizer BPE markers; unrelated." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Different Qwen3-family problems: missing projections in qwen3next vs Qwen3.5 from_pretrained error." + "reason": "Training optimizer-state corruption vs missing GenerationMixin cache in chunked prefill; different paths." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "A generic testing_utils bug is not the same as an xdist race on captured_info.txt." + "reason": "Invalid GenerationConfig vs stale num_return_sequences warning; not the same defect." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Unrelated files and symptoms: testing_utils vs SequenceFeatureExtractor.pad performance." + "reason": "Tokenizer-loading regression vs Qwen3 tokenizer offset mapping bug; both tokenizer issues but different concrete behaviors." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Tokenizer regression vs a noisy logging message are unrelated." + "reason": "GPT2 attention scaling ignored in backend dispatch vs Gemma4 causal-mask construction; different models and mechanisms." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + "reason": "TOKENIZER_MAPPING_NAMES None-handling vs flash_attention s_aux=None crash; unrelated." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Different tokenizer-loading failures: mapping lookup returning None vs Mistral regex patch crashing." + "reason": "Docs still referencing removed pipeline() vs incorrect PyTorch version gate; unrelated." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Type-checking regression in v5.4.0 is not the same as stale model.config.dtype after from_config(dtype=...)." + "reason": "Qwen3 offset_mapping bug vs Deepseek tokenizer regression; different model-specific tokenizer issues." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Unrelated failures: VitPose model breakage vs unsupported backend name handling." + "reason": "VRAM leak in dataloader threads vs isolated reproduction of another issue; no evidence of same bug." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs SequenceFeatureExtractor.pad performance; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Different model/training problems: flash_attention_3 causing degenerate training vs incorrect checkpoint saving for Qwen3.5." + "reason": "Device-dependent lm_head.weight serialization vs NaNs in classification heads; different bug class." } ] }, @@ -14794,65 +14606,77 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 48, - "review_unit_count": 55, + "review_unit_index": 47, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ - "issue:27957", "issue:38617", "issue:39401", "issue:41628", - "issue:42175", "issue:42222", "issue:42371", "issue:42617", "issue:42673", "issue:42831", - "issue:43012", "issue:43066", - "issue:43097", "issue:43122", - "issue:43352", "issue:43408", - "issue:43577", + "issue:43450", "issue:43582", - "issue:43673", "issue:43742", - "issue:43874", "issue:43937", + "issue:43986", "issue:44075", + "issue:44117", "issue:44220", "issue:44261", - "issue:44263", - "issue:44360", + "issue:44291", "issue:44410", - "issue:44483", "issue:44484", - "issue:44485", - "issue:44493", "issue:44496", + "issue:44829", "issue:44877", "issue:44933", + "issue:44977", "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", "issue:45341", "issue:45362", - "issue:45464", + "issue:45405", + "issue:45446", "issue:45478", "issue:45542", + "issue:45561", "issue:45656", - "issue:46172", + "issue:46178", "issue:46209", "issue:46231", - "issue:46328" + "issue:46298", + "issue:46328", + "issue:46512" ], "soft_pairs": [ + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:45341|issue:45561", + "issue:43122|issue:46298", + "issue:45341|issue:46328", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:45071|issue:46512", + "issue:42222|issue:46178", + "issue:44829|issue:45216", "issue:45362|issue:46328", "issue:43408|issue:43742", "issue:42617|issue:45341", @@ -14868,223 +14692,210 @@ "issue:42371|issue:42831", "issue:44410|issue:45478", "issue:42222|issue:45542", - "issue:44075|issue:45656", - "issue:44483|issue:45464", - "issue:43012|issue:43577", - "issue:42175|issue:42222", - "issue:43097|issue:44493", - "issue:43673|issue:45341", - "issue:43874|issue:44261", - "issue:41628|issue:45071", - "issue:44263|issue:44485", - "issue:45071|issue:45542", - "issue:27957|issue:43352", - "issue:44484|issue:45478", - "issue:44263|issue:46172", - "issue:44360|issue:46172" + "issue:44075|issue:45656" ], - "prepared_review_unit_hash": "64a1b7635f9c80d7d7ea6c7cdd8465415602ab5ebdf14c583733902d598c19ed", + "prepared_review_unit_hash": "7a4e1d73d92ad56e771404c29a6d52a08951a96dbaa9450a63d23d44f3ec2e5d", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35689, - "estimated_input_tokens": 8923, - "estimated_eval_tokens": 18102 + "serialized_chars": 35471, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated model-loading regressions, tokenizer bugs, optimizer/training behavior, import errors, and packaging/docs problems. None of the soft pairs look like the same underlying defect, so there is no convincing duplicate set here.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is dominated by Transformers v5-era regressions, especially import/config/tokenizer loading issues, but the soft-pair candidates are mostly only subsystem-similar rather than the same concrete bug. I rejected all soft edges.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring upgrade/import breakages and best captures the shared theme across several narrow regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest representative ('many import errors after update'), but it still only loosely anchors one subtheme and does not explain the rest of the cluster.", + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is the most general report and most likely to subsume related import failures after the 4.57.x -> 5.x transition.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Different areas: Qwen chat/runtime failure vs SequenceFeatureExtractor padding performance." + "reason": "Both are v5 loading/config regressions, but one is an init_empty_weights argument error and the other is a PretrainedConfig type-checking issue; different code paths." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Unrelated model families and failure modes." + "reason": "Both involve video processing, but one is an output-shape bug and the other is a torchvision-missing crash in AutoProcessor; not the same defect." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Different utilities; a runtime script failure vs a testing helper bug." + "reason": "Different models and symptoms: GLM-5 invalid GenerationConfig vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Different platforms and code paths: VRAM leak vs Apple Silicon TypeError." + "reason": "Unrelated concerns: PEFT version pinning versus a PyTorch version check for flex_attention import." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "TF32 settings issue is not the same as the q_a_layernorm epsilon bug." + "reason": "Both are Qwen-family loading problems, but one is missing projections in qwen3next and the other is a Qwen3.5 MoE from_pretrained failure; not the same bug." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Config parsing regression vs documentation typo." + "reason": "Both touch testing_utils, but one is a generic small bug and the other is a pytest-xdist race on captured_info.txt; different issues." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "save_pretrained shard-size question vs Qwen3.5 MoE loading error." + "reason": "Different topics entirely: tokenizer behavior regression versus a noisy logging message." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200." + "reason": "Testing_utils bug versus SequenceFeatureExtractor.pad inefficiency; no shared underlying defect." }, { "left": "issue:38617", - "right": "issue:44220", + "right": "issue:41628", "accept": false, - "reason": "ImportError in configuration_utils vs audio feature extraction issue." + "reason": "Both are import errors, but they concern different missing symbols from different modules and do not look like the same code-path failure." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "GenerationConfig validation failure vs unrecognized model/config error." + "reason": "Both are tokenizer-related, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash; distinct causes." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Shared import theme only; one is a specific missing symbol, the other is broad post-upgrade import failures." + "reason": "One is a type-checking break in PretrainedConfig, the other is stale dtype metadata after from_config; not the same bug." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Both are tokenizer regressions, but one is decoder-type metadata and the other is tokenization drift." + "reason": "Vitpose model breakage and a tensorflow_text backend mapping error are unrelated." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "TF32 control bug vs FineGrainedFP8 accuracy bug." + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different failures." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Different model code paths: missing projections vs from_pretrained loading error." + "reason": "A Qwen3.5 chat crash is unrelated to a SequenceFeatureExtractor.pad performance issue." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "VitPose breakage vs TensorFlow backend packaging issue." + "reason": "Different model families and symptoms: sam3_video/sam3_tracker warning versus MobileLLM loading KeyError." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Both optimizer-related, but SGD args being ignored is not the same as double-stepping with deepspeed." + "reason": "3d_parallel.py execution failure is unrelated to the testing_utils bug." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "Different request modes/endpoints; not the same chat/completions defect." + "reason": "A VRAM leak in Qwen3ForCausalLM and an Apple Silicon TypeError in caching_allocator_warmup are different problems." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Both involve dtype, but one is a compile-time warning and the other is incorrect model dtype on load." + "reason": "TF32 API guidance and MLA q_a_layernorm precision/config error are unrelated." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Packaging/backend dependency issue vs model-specific VitPose breakage." + "reason": "Strict config loading for granite_speech versus a documentation parameter-name mismatch; not the same bug." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "API removal in config semantics vs unexpected key warnings from position IDs." + "reason": "Max shard size behavior and Qwen3.5 MoE from_pretrained failure are unrelated." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Generation cache regression vs a testing utility bug." + "reason": "Tokenizer offset mapping bug versus FP8 inference failure on B200; different subsystems and symptoms." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Image patch counting bug vs rms_norm_eps precision bug." + "reason": "ImportError for layer_type_validation and a feature-extraction function issue are not the same underlying problem." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Missing import symbol vs PreTrainedConfig type-checking regression." + "reason": "GenerationConfig invalid for GLM-5 is unrelated to an unrecognized-model config.json error for Olmo-Hybrid." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Different GLM submodules and different bugs." + "reason": "Both mention import problems, but one is a specific image_utils import and the other is a broad report of many import errors after upgrade; too general to treat as the same bug." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Type-checking regression vs TensorFlow backend error." + "reason": "Tokenizer decoder type regression and differing tokenization outputs are related in theme but not the same concrete failure." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Different models and different Flash Attention 2 support states." + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy issues are unrelated." }, { - "left": "issue:44484", + "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard sizing is unrelated to Qwen3.5 MoE loading." + "reason": "Although both are Qwen3.5/Qwen3-related, they describe different loading failures in different model variants." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Different models and code paths: GlmMoeDsaIndexer vs deepseek-v4 dtype/transpose issue." + "reason": "Vitpose model breakage and missing TensorFlow backend handling are unrelated." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "DSA indexer ReLU bug is unrelated to the deepseek-v4 tensor transform issue." + "reason": "Optimizer SGD args ignored and optimizer step called twice with deepspeed are different optimizer bugs." } ] }, @@ -15099,65 +14910,78 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 49, - "review_unit_count": 55, + "review_unit_index": 48, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ + "issue:27957", "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", "issue:42757", - "issue:42890", + "issue:43012", "issue:43064", "issue:43097", + "issue:43352", "issue:43441", "issue:43452", - "issue:43502", "issue:43531", + "issue:43577", "issue:43673", - "issue:43824", - "issue:43873", "issue:43874", "issue:43931", "issue:43986", - "issue:43992", "issue:44038", - "issue:44062", "issue:44117", "issue:44261", "issue:44263", "issue:44315", - "issue:44351", - "issue:44380", + "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", - "issue:44704", + "issue:44493", "issue:44829", "issue:44933", - "issue:44936", "issue:44987", "issue:45003", - "issue:45103", + "issue:45071", "issue:45341", "issue:45372", "issue:45375", "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", "issue:45588", "issue:45753", "issue:46050", "issue:46123", "issue:46172", "issue:46231", - "issue:46298", - "issue:46365", - "issue:46369", - "issue:46421" + "issue:46369" ], "soft_pairs": [ + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:43012|issue:43577", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", "issue:43931|issue:44410", "issue:43441|issue:44829", "issue:43931|issue:44038", @@ -15174,243 +14998,238 @@ "issue:45440|issue:46172", "issue:43986|issue:45372", "issue:43531|issue:45341", - "issue:43064|issue:44315", "issue:43097|issue:45588", + "issue:43064|issue:44315", "issue:38617|issue:42757", "issue:43097|issue:46050", - "issue:44410|issue:45375", - "issue:43502|issue:43992", - "issue:44038|issue:44410", - "issue:42890|issue:46298", - "issue:38617|issue:44351", - "issue:44062|issue:44117", - "issue:43097|issue:43873", - "issue:44936|issue:46365", - "issue:44704|issue:45103", - "issue:43986|issue:44117", - "issue:44380|issue:46421", - "issue:43824|issue:43986" + "issue:44410|issue:45375" ], - "prepared_review_unit_hash": "c8a3a0704c3b2594c779c281c6d41cf309eb076c84f64da72efaf0d887b021ab", + "prepared_review_unit_hash": "6b0f39666913e904e4732193566a6427b574314197efaf8503c5d855af199766", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37186, - "estimated_input_tokens": 9297, - "estimated_eval_tokens": 18850 + "soft_pair_count": 34, + "serialized_chars": 37684, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated Transformer issues that only share broad keywords; none of the proposed soft pairs look like true duplicates or mergeable PR equivalents.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "The set is a loose collection of mostly unrelated Transformers issues, and the soft pairs are best treated as false positive similarities rather than duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43097 is the best weak canonical because it is one of the most broadly scoped, discussion-heavy v5 regressions in the set and has inbound references; however, the overall group is too heterogeneous for a strong canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the strongest standalone representative: it describes a concrete v5 regression, has discussion/inbound references, and is more actionable than the many one-off import/load errors. Still, this is not a true duplicate center for the full set.", + "best_issue_reason": "Issue 43097 is the closest thing to a representative issue in this cluster because it concerns a high-level, user-visible v5 breaking change rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both are chat/completions failures, but one is a v5 API acceptance problem and the other is a streaming inference failure on Qwen3.5; different concrete bugs." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "One is missing TensorFlow from the torch extra; the other is a broken VitPose model path. Different subsystems and symptoms." + }, + { + "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 submodules in float32." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is an explicit API removal warning around tie_embeddings_and_encoder_decoder; the other is unexpected position-id keys during model loading. Not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked prefill cache handling and a testing_utils bug are unrelated code paths." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "A missing image-patch method in GLM46V image processing is unrelated to an MLA layer norm epsilon/config mismatch." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM, but one is a torch.split/indexing bug and the other is a RoPE implementation issue; different fixes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "An AutoImageProcessor import failure is unrelated to PretrainedConfig type checking breakage." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and undefined tf backend error are different failures with different triggers." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they affect different model classes and likely different integration points." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size default behavior and Qwen3.5-Moe from_pretrained errors are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different math/indexing bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to a Deepseek transpose/dtype issue." + }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are model-shape/config complaints for different Qwen/vision models; different symptoms and code paths." + "reason": "Both are Qwen-family issues, but one is a weight-shape mismatch and the other is missing projections in a specific layer." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention attention backends, but one is a Ministral FlashAttention failure and the other is a sequence-classification training degeneration; not the same bug." + "reason": "One is a FlashAttention compatibility failure for Ministral-3; the other is a flash_attention_3 training degeneration bug. Not mergeable into one fix." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen-VL model families and different loading failures; only broad VL overlap." + "reason": "A Qwen3-VL model loading mismatch and a Qwen3-VL-Moe bug are different concrete problems." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is a removed trainer/model API in v5, the other is gguf_file tokenizer/model loading; unrelated code paths." + "reason": "Tie-embeddings API removal and gguf_file tokenizer/model loading failures are unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Both involve code bugs, but one is unsafe sys.modules access and the other is a small testing_utils issue; no shared underlying defect." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils issue." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Both are model-specific runtime problems, but one is a Qwen image infinite loop and the other is SAM memory overflow; different causes." + "reason": "An infinite loop on a specific image and a memory overflow in sam3-litetext are different failure modes and models." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model processor import crash vs a minor testing utility bug; no overlap beyond general bugs." + "reason": "Video AutoProcessor loading without torchvision and a testing_utils bug do not describe the same bug." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "One is an import failure from image_utils, the other is a documentation parameter-name mismatch." + "reason": "A nonexistent image_utils import and a documentation parameter mismatch are not the same issue." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both are GLM-related, but one is a missing image-patch method and the other is torch.split return handling; distinct failures." + "reason": "Different GLM components with different runtime failures." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both mention cache/prefill behavior, but one is missing GenerationMixin cache in v5 and the other is mask pipeline batch handling." + "reason": "Generation cache missing in chunked prefill is unrelated to MaskGenerationPipeline final-batch handling." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Processor import-time crash vs save_pretrained shard-size question; unrelated." + "reason": "A torchvision dependency crash and a shard-size question are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer-mapping None handling vs model load failure on a specific package/version; different layers of the stack." + "reason": "Tokenizer mapping returning None is broader import/loading metadata behavior, while physical-intelligence/fast failure is a specific model-loading regression; too weak to merge." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Both touch precision/config in attention/rope-style math, but one is a missing rms_norm_eps in MLA and the other is GLM-5 RoPE implementation discussion; not the same bug." + "reason": "Different GLM bugs: config epsilon precision mismatch versus RoPE implementation." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek issues: one is native-vs-remote implementation divergence, the other is a specific dtype/transpose bug." + "reason": "Both touch DeepSeek models, but they are distinct implementation mismatches with different code paths." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are loading-time import problems, but one concerns missing torchvision for video processors and the other missing ReasoningEffort from mistral_common." + "reason": "Missing torchvision for video processors and missing ReasoningEffort import for Gemma 4 are separate dependency/import issues." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a small testing utility bug." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "Trainer/FSDP2 optimizer state corruption is unrelated to Liger Kernel not being applied with model_init." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Trainer API removal regression vs flash_attention integration crash on s_aux=None; different subsystems and fixes." + "reason": "Tie-embeddings removal and a flash_attention.py s_aux=None crash are different problems." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Two distinct import errors for different symbols from different packages; only superficial similarity." + "reason": "Both are ImportErrors, but they involve different missing symbols from different modules and are not the same underlying bug." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Trainer v5 API regression vs quantized model save/load corruption after sinq; not the same underlying defect." + "reason": "A breaking API removal and a quantization save/load regression are unrelated." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen vision configs, but one is missing projections at layer 0 and the other is a missing config field silently dropped by strict validation." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "Local-files-only network leak vs missing embed_tokens.weight on UMT5Encoder; different loading bugs." - }, - { - "left": "issue:44038", - "right": "issue:44410", - "accept": false, - "reason": "Both are Qwen-related, but one is a Transformers v5 bug report and the other is a specific config/projection omission." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "Integration-test flakiness from missing set_seed is unrelated to a noisy logging message." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Different import failures: layer_type_validation vs HybridCache; same symptom class, different symbol and likely different fixes." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "Tokenizer AddedToken duplicate kwargs bug is unrelated to TOKENIZER_MAPPING_NAMES returning None." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Trainer state regression vs offloading/quantization behavior; not the same code-path problem." - }, - { - "left": "issue:44936", - "right": "issue:46365", - "accept": false, - "reason": "Trainer.evaluate after train is a runtime state issue; the other is a Trainer import problem influenced by datasets installation." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding vs auto_docstring annotation introspection crash; different functionality." - }, - { - "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Video processor import crash vs tokenizer mapping None handling; unrelated." - }, - { - "left": "issue:44380", - "right": "issue:46421", - "accept": false, - "reason": "GPT2 attention scaling ignored in backends vs cache lazy initialization causing recompilation; different bugs." - }, - { - "left": "issue:43824", - "right": "issue:43986", - "accept": false, - "reason": "Both are import/loading issues, but one is a missing Qwen2.5-VL class export and the other is a torchvision-dependent video processor crash." + "reason": "Missing projections in a Qwen3Next layer and a dropped config field in Qwen3_5MoeVisionConfig are different issues, even if both are model-structure related." } ] }, @@ -15425,20 +15244,19 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 50, - "review_unit_count": 55, + "review_unit_index": 49, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ "issue:36683", "issue:38617", "issue:42175", - "issue:42490", - "issue:42757", + "issue:42890", "issue:42907", "issue:43012", "issue:43064", @@ -15447,55 +15265,67 @@ "issue:43208", "issue:43352", "issue:43502", - "issue:43526", "issue:43550", "issue:43582", - "issue:43618", - "issue:43761", "issue:43824", "issue:43825", + "issue:43873", "issue:43906", "issue:43976", + "issue:43986", "issue:43992", "issue:44038", + "issue:44062", "issue:44077", + "issue:44117", "issue:44162", "issue:44222", - "issue:44230", + "issue:44351", "issue:44368", "issue:44380", - "issue:44483", + "issue:44410", "issue:44484", - "issue:44514", "issue:44655", - "issue:44683", + "issue:44704", + "issue:44936", "issue:44938", + "issue:45103", "issue:45478", "issue:45479", "issue:45584", - "issue:45600", - "issue:45698", "issue:45712", "issue:45753", "issue:46132", "issue:46172", "issue:46178", "issue:46298", - "issue:46365" + "issue:46365", + "issue:46421" ], "soft_pairs": [ + "issue:43502|issue:43992", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:44380|issue:46421", + "issue:43824|issue:43986", "issue:44938|issue:46178", "issue:43992|issue:44484", - "issue:43066|issue:43906", "issue:43208|issue:43550", - "issue:42907|issue:44655", + "issue:43066|issue:43906", "issue:43012|issue:43550", + "issue:42907|issue:44655", "issue:43012|issue:44368", "issue:45712|issue:46298", "issue:43825|issue:44655", "issue:42907|issue:45753", - "issue:43352|issue:44380", "issue:43097|issue:46298", + "issue:43352|issue:44380", "issue:43352|issue:43976", "issue:44162|issue:46172", "issue:45584|issue:46365", @@ -15503,247 +15333,236 @@ "issue:44077|issue:46365", "issue:44380|issue:45479", "issue:43064|issue:44380", - "issue:36683|issue:43582", "issue:44222|issue:45478", - "issue:42175|issue:46365", - "issue:42490|issue:43012", - "issue:44483|issue:44514", - "issue:43012|issue:44683", - "issue:38617|issue:43502", - "issue:43208|issue:43526", - "issue:42757|issue:43824", - "issue:45600|issue:46298", - "issue:45698|issue:46172", - "issue:43618|issue:44380", - "issue:43618|issue:43761", - "issue:44038|issue:44230" + "issue:36683|issue:43582", + "issue:42175|issue:46365" ], - "prepared_review_unit_hash": "ed1c8efd9d8089edde8cd53af94b7c77bd192d6006f87c733dc0653e24260705", + "prepared_review_unit_hash": "fb45eb4ef6942f0ec75f741f8601795b8001a72e9886bbe3e9b056b4d6d88047", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37301, - "estimated_input_tokens": 9326, - "estimated_eval_tokens": 18908 + "serialized_chars": 37401, + "estimated_input_tokens": 9351, + "estimated_eval_tokens": 18958 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of distinct Transformers issues: import/API breakages, save/load regressions, v5 behavioral changes, and model-specific bugs. None of the soft-similarity pairs look like the same underlying defect, so they should stay separate.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43097 is the broadest and most central regression report: a concrete v5 backward-compatibility break with clear user impact and inbound references.", + "summary": "These items are not a duplicate cluster; they span many unrelated regressions, model-specific bugs, and API/import failures. No soft-edge pair looks like the same underlying issue, so all candidate links should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "If a representative issue is needed, issue 43873 is the broadest and most discussion-rich bug report here, but it is not a true duplicate target for the rest of the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the strongest representative issue here because it describes a specific, high-impact v5 API regression rather than a narrow model-specific symptom.", + "best_issue_reason": "Issue 43873 is the strongest general representative because it has the most activity and describes a concrete runtime bug with broader user impact, though the collection is too heterogeneous for a real canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Python 3.14 load failure vs undefined backend mapping for tensorflow_text; different failure modes and code paths." + "reason": "Different failures: local_files_only network leakage vs missing embed_tokens weight in UMT5Encoder." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Missing embed_tokens.weight during UMT5 loading is unrelated to the 50GB shard-size question in save_pretrained()." + "reason": "Different model families and symptoms: Qwen3-VL-Moe version bug vs missing qkv/gate projections in qwen3next." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Wrong tokenizer decoder type is a separate tokenizer regression from the isolated reproduction of another issue." + "reason": "Set_seed test flakiness is unrelated to a noisy logging message." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile+SDPA failure affect different models and different mechanics." + "reason": "Both are import errors, but they concern different symbols and different underlying API breakages." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Dequantized model saving and pipeline save_pretrained() are both save-related, but the concrete bugs differ." + "reason": "Different tokenizer bugs: AddedToken keyword collision vs TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "bfloat16 compile warning is just a warning issue; Bamba compile with SDPA is a functional model/backend failure." + "reason": "Missing tie_embeddings_and_encoder_decoder API vs offloading/quantization behavior are unrelated." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "PyTorch precision warning and tie_word_embeddings warning are separate warning paths with different causes." + "reason": "Trainer.evaluate() failing after train() is not the same as importing Trainer being blocked by datasets." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Left is leftover dummy-class cleanup; right is a noisy logging message. Different scope and fix." + "reason": "AutoProcessor kwargs forwarding bug is separate from auto_docstring crashes under future annotations." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "pipeline translation-task messaging is unrelated to pipeline save_pretrained() serialization behavior." + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to tokenizer mapping None handling." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "Saving dequantized models and Qwen3_5 infinite-loop generation are unrelated model lifecycle vs inference bugs." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization recompilation." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43824", + "right": "issue:43986", "accept": false, - "reason": "Flash Attention support error for NemotronH vs GPT2 attention scaling ignored under SDPA/FlashAttention are different code paths." + "reason": "Missing Qwen2.5-VL export and video-model AutoProcessor crash are different import-path issues." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "A v5 API removal regression is not the same as an unspecified noisy logging message." + "reason": "Python 3.14 load failure is unrelated to tensorflow_text being absent from BACKENDS_MAPPING." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Nemotron Flash Attention support and Python 3.9/3.10 compatibility are distinct issues." + "reason": "Missing embed token weight in a model loader is not the same as save_pretrained shard-size behavior." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "ESM2 training/model breakage and a DeepSeek tensor transpose bug are unrelated model-specific failures." + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are different model/runtime problems." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Whisper empty transcription after token alignment is unrelated to importing Trainer failing because of datasets." + "reason": "Wrong tokenizer decoder type in v5 is not the same as the reproduced issue 38071." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Ignoring GPT2 attention scaling and AttentionInterface.register behavior changes are different attention APIs and defects." + "reason": "bfloat16 compile warning and Bamba SDPA compile failure are not the same code-path bug." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "patchtsmixer post_init validation and Trainer import failure are unrelated subsystems." + "reason": "Dequantized model save failures and pipeline save_pretrained limitations are distinct save-path problems." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Attention scaling backend bug and degenerate zero-loss classification bug are different model behaviors." + "reason": "A PyTorch precision warning is unrelated to tie_word_embeddings warning behavior in LoRA fine-tuning." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "FSDP2/PEFT optimizer state mismatch and GPT2 attention scaling under SDPA are unrelated training vs inference bugs." + "reason": "Dummy class cleanup/check_repo leakage is unrelated to a generic noisy log message." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are different model/runtime failures." + "reason": "pipeline translation support messaging is separate from inability to save Pipeline objects." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "FP8 save_pretrained() for moe and Qwen3.5 moe from_pretrained() error are related to the model family but not the same bug." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to Qwen3_5 infinite generation loops." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Tensorflow absent from a torch extra install is a packaging issue, not the same as Trainer import failing due to datasets." + "reason": "Removed tie_embeddings_and_encoder_decoder API is not a logging-noise issue." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Trailing-slash local model import warning and bfloat16 compile warning are unrelated warning paths." + "reason": "Flash Attention support for NemotronH is unrelated to GPT2 attention scaling under backend selection." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Chat completions API acceptance regression and Qwen2_5_VLProcessor batching crash are different request/processor bugs." + "reason": "Flash Attention support for a model is unrelated to the Python version compatibility breakage." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "A precision warning during compilation is not the same as flex_attention failing on torch >= 2.9." + "reason": "ESM2 regression and deepseek-v4 comb.to(dtype) issue are different model-specific bugs." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Missing layer_type_validation import and unwanted API requests despite local_files_only are separate import vs network issues." + "reason": "Whisper empty transcription failure is unrelated to Trainer import conflicts with datasets." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels returning one label are unrelated." + "reason": "GPT2 backend scaling bug is different from AttentionInterface.register changing registered function behavior." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration export are both import errors but from different symbols and fixes." + "reason": "patchtsmixer post_init policy is unrelated to Trainer import failure caused by datasets." }, { - "left": "issue:45600", - "right": "issue:46298", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "auto_mappings.py stale config references and a noisy logging message are not the same defect." + "reason": "Attention scaling under SDPA/FlashAttention is different from degenerate zero-loss sequence-classification behavior." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Wrong custom module loading after save_pretrained() and a DeepSeek tensor transpose bug are unrelated save/load vs tensor-shape issues." + "reason": "FSDP2 optimizer-state corruption and GPT2 attention scaling are separate training/runtime issues." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "CLIPOutput attentions assignment regression is separate from GPT2 attention scaling being ignored under backend kernels." + "reason": "FP8 save_pretrained moe and Qwen3.5 Moe from_pretrained error are related to different save/load paths." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Missing CLIP attentions output and CLIPVisionModel hidden_states regression are adjacent but distinct output-field bugs." + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Qwen3-VL-Moe version bug and fp8 Qwen3.5 moe inference support are different model/version problems." + "reason": "TensorFlow missing from a torch install is unrelated to Trainer import being affected by datasets." } ] }, @@ -15758,65 +15577,75 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 51, - "review_unit_count": 55, + "review_unit_index": 50, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ "issue:36010", "issue:36683", - "issue:41669", + "issue:38617", + "issue:42490", "issue:42757", - "issue:42890", "issue:42898", "issue:42994", - "issue:43010", - "issue:43064", + "issue:43012", "issue:43066", + "issue:43208", "issue:43299", "issue:43352", "issue:43475", + "issue:43502", "issue:43525", + "issue:43526", "issue:43611", "issue:43618", "issue:43756", + "issue:43761", + "issue:43824", "issue:43867", "issue:43901", "issue:43937", "issue:43976", - "issue:43992", - "issue:44075", + "issue:44038", "issue:44077", - "issue:44246", - "issue:44355", + "issue:44230", + "issue:44380", "issue:44483", "issue:44485", - "issue:44492", + "issue:44514", "issue:44625", "issue:44655", - "issue:44855", + "issue:44683", "issue:44938", - "issue:45071", "issue:45216", "issue:45276", - "issue:45278", "issue:45290", - "issue:45310", - "issue:45357", - "issue:45375", - "issue:45561", "issue:45593", - "issue:45850", + "issue:45600", + "issue:45698", "issue:46077", "issue:46082", - "issue:46202", + "issue:46172", + "issue:46298", "issue:46365" ], "soft_pairs": [ + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44038|issue:44230", "issue:44483|issue:45290", "issue:43299|issue:43867", "issue:42994|issue:44655", @@ -15831,263 +15660,241 @@ "issue:43901|issue:44655", "issue:36683|issue:44077", "issue:43867|issue:45216", - "issue:43976|issue:44938", - "issue:44625|issue:46077", - "issue:43352|issue:45593", - "issue:46077|issue:46082", - "issue:36683|issue:43525", - "issue:43618|issue:45216", - "issue:36683|issue:44625", - "issue:43992|issue:45310", - "issue:43064|issue:44492", - "issue:43010|issue:45278", - "issue:44075|issue:46365", - "issue:44355|issue:44855", - "issue:43867|issue:45375", - "issue:43867|issue:46202", - "issue:44938|issue:45071", - "issue:36683|issue:43064", - "issue:41669|issue:44246", - "issue:42890|issue:45561", - "issue:43010|issue:45850", - "issue:43867|issue:45357" + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625" ], - "prepared_review_unit_hash": "9e8a036bad02e39284828bb4a3c20e9d7655788f526cf74d6a5b0eecf421c81e", + "prepared_review_unit_hash": "6ea1d2e402091d3e1071351a31720109868e0d43e3cabf899d28a0eed199a645", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37463, - "estimated_input_tokens": 9366, - "estimated_eval_tokens": 18988 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are related only by broad theme (imports, saving, loading, config regressions) and are not the same concrete bug. I accepted only the import-time slowdown pair; the rest look like distinct issues.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45278 is the broadest representative here: it explicitly summarizes widespread import failures after upgrading to 5.5.0, which is the closest umbrella for the import-regression slice of this set.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, model-specific attribute/config bugs, serialization issues, attention/backend regressions, and a few docs/logging items. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best overall issue representative because it captures the most general shared symptom in the cluster (post-upgrade import breakage), even though it is broader than most concrete reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Different problems: local-path slash import warning vs bfloat16 compile warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request handling failure and batched chat-template crash are distinct code paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both involve compile-time warnings/failures, but one is a warning and the other is a flex_attention compile break." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/API behaviors: missing symbol import vs network calls despite local_files_only." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated model-training bugs vs an image processor label-reduction bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different root causes." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from removed config references is unrelated to a noisy logging message." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom module mismatch is unrelated to the deepseek-v4 dtype/transpose bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing CLIP attentions and GPT2 attention-scaling being ignored are different regressions." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Different outputs are missing: attentions vs hidden_states." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a concrete loading bug and the other is fp8 support work." + }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both are chat-related crashes, but one is /v1/chat/completions request handling and the other is apply_chat_template with tool-call messages; different code paths." + "reason": "Chat-completions request rejection and assistant tool-call tokenization crash are unrelated." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are model-loading problems, but one is a Qwen3VL MoE loading regression and the other is a state_dict-sorting load error; not the same bug." + "reason": "Qwen3VL Moe loading failure and sorted state_dict loading error are distinct bugs." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving and Pipeline.save_pretrained are different serialization paths with different failure modes." + "reason": "Quantized model saving failure and Pipeline save_pretrained failure hit different save paths." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing Gemma3Config.vocab_size and missing Sam3VisionEncoderOutput.fpn_position_embeddings are unrelated attribute bugs." + "reason": "Missing vocab_size on Gemma3Config is unrelated to missing fpn_position_embeddings on SAM3 output." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Tokenizer behavior change and wrong decoder type are both v5 tokenizer regressions, but they are distinct concrete issues." + "reason": "Tokenization-space cleanup behavior and tokenizer decoder type are different v5 changes." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "num_labels propagation and Trainer import being blocked by datasets are unrelated problems." + "reason": "Qwen3.5 num_labels propagation and Trainer import being blocked by datasets are unrelated." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but one is Smollm3 dropping layers and the other is a GLM-5 RoPE discussion; different bugs." + "reason": "Both mention RoPE, but they concern different models and different underlying issues." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4 regressions, but one is resize_token_embeddings behavior and the other is attention-mask construction." + "reason": "Embedding resize propagation and bidirectional attention masking are unrelated Gemma4 bugs." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash-Attention support and invalid GenerationConfig are unrelated failures." + "reason": "FlashAttention support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different dependencies and do not share a concrete root cause." + "reason": "Both are import errors, but for different packages and symbols." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Loading models with base_model_prefix and saving Pipeline objects are different code paths and different regressions." + "reason": "base_model_prefix loading regression is unrelated to Pipeline save_pretrained failure." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "This is a docs mismatch versus a save_pretrained bug; not the same underlying issue." + "reason": "Docs mismatch for return_all_scores is not the same as broken Pipeline serialization." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "A missing config attribute and ignored optimizer SGD args are unrelated." + "reason": "Missing Gemma3Config attribute and patchtsmixer post_init validation are unrelated." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Generic load_model failure from sorted state_dict and Qwen3.5 save_pretrained corruption are distinct bugs." + "reason": "Both concern loading/saving, but one is sorted state_dict loading and the other is incorrect saved checkpoints." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but they target different versions and different failure modes." + "reason": "Both are Python-version compatibility issues, but for different supported-version ranges and failures." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "num_labels propagation and Gemma4 attention-mask logic are unrelated." + "reason": "Qwen3.5 label propagation and Gemma4 attention-mask behavior are unrelated." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash-Attention support and D-FINE auxiliary-loss handling are unrelated model issues." + "reason": "FlashAttention support and D-FINE auxiliary-loss logic are different subsystems." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention masks and LlamaConfig head_dim validation are different code paths." + "reason": "Different config-level behaviors: attention mask construction vs head_dim validation." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3Config.vocab_size and Llama4Config.pad_token_id are different missing fields in different models." + "reason": "Different missing attributes on different configs and model families." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions regression and Qwen3.5 checkpoint saving regression are unrelated." + "reason": "CLIP attentions regression and Qwen3.5 checkpoint corruption are unrelated." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both involve configs, but one is a missing attribute and the other is num_labels propagation; not the same bug." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "UMT5 weight loading and Qwen3.5 MoE from_pretrained failure are different model-loading issues." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Trainer optimizer-state corruption and a cache-strategy typo are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "@torch.no_grad on cache updates and broad import errors after upgrade are different problems." - }, - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "Ignored SGD args and Trainer import blocked by datasets are unrelated." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Compiled Python file errors and the Python 3.13 @torch.jit.script parsing/IndentationError regression are different causes." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "Generic load_model failure and a missing Qwen3.5 vision config field are unrelated." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Load error from state_dict sorting and Gemma pipeline roundtrip failure on \u2581 are unrelated." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are distinct issues." - }, - { - "left": "issue:36683", - "right": "issue:43064", - "accept": false, - "reason": "Missing config attribute and distributed optimizer-state bug are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both describe the same import-performance regression: importing transformers is slow, and 41669 identifies import-star usage in models as the cause." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "A missing set_seed in integration tests and an xdist race on captured_info.txt are different testing issues." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "Cache update decoration and a broad 'v5 breaks too many models' complaint are not the same concrete bug." + "reason": "Missing Gemma3Config vocab_size and Qwen3.5 num_labels propagation are unrelated config bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue:45278 is indeed the broad import-regression umbrella, and the one accepted pair (issue:41669 vs issue:44246) is well supported by the issue titles. The remaining soft-edge verdicts are conservative and do not overstate shared root cause." - }, - "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 }, @@ -16095,68 +15902,81 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 52, - "review_unit_count": 55, + "review_unit_index": 51, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ - "issue:27957", "issue:28282", - "issue:30333", - "issue:30990", - "issue:31795", "issue:33453", - "issue:34689", "issue:36296", - "issue:42548", - "issue:42831", + "issue:36683", + "issue:41669", "issue:42890", "issue:43010", + "issue:43064", "issue:43065", - "issue:43232", - "issue:43299", "issue:43502", "issue:43575", "issue:43576", "issue:43618", "issue:43723", - "issue:43827", - "issue:43874", + "issue:43867", "issue:43976", "issue:43992", "issue:44062", + "issue:44075", "issue:44077", "issue:44112", "issue:44222", - "issue:44315", - "issue:44351", + "issue:44246", "issue:44355", "issue:44360", "issue:44387", "issue:44485", + "issue:44492", "issue:44556", - "issue:44655", - "issue:44749", + "issue:44855", "issue:44857", - "issue:44961", + "issue:44938", "issue:44964", "issue:45071", "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", "issue:45375", "issue:45440", "issue:45478", + "issue:45561", "issue:45600", + "issue:45850", "issue:46132", - "issue:46285" + "issue:46202", + "issue:46285", + "issue:46365" ], "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", "issue:43992|issue:45478", - "issue:43010|issue:43976", + "issue:43867|issue:45357", "issue:36296|issue:43575", + "issue:43010|issue:43976", "issue:43618|issue:44077", "issue:28282|issue:33453", "issue:43618|issue:46285", @@ -16164,284 +15984,246 @@ "issue:44360|issue:45440", "issue:43502|issue:44062", "issue:42890|issue:44964", - "issue:42890|issue:45600", "issue:42890|issue:44112", + "issue:42890|issue:45600", "issue:43723|issue:44556", - "issue:44222|issue:45125", "issue:44387|issue:44556", + "issue:44222|issue:45125", "issue:43010|issue:43065", "issue:43576|issue:46132", "issue:43502|issue:44485", - "issue:45125|issue:45478", - "issue:44355|issue:44749", - "issue:42548|issue:44351", - "issue:30333|issue:33453", - "issue:45125|issue:45375", - "issue:43010|issue:43232", - "issue:30990|issue:31795", - "issue:43502|issue:44222", - "issue:43299|issue:44556", - "issue:43502|issue:44961", - "issue:42831|issue:43874", - "issue:30333|issue:36296", - "issue:44355|issue:45071", - "issue:43827|issue:44961", - "issue:44355|issue:44655", - "issue:33453|issue:34689", - "issue:44315|issue:44360", - "issue:27957|issue:33453" + "issue:45125|issue:45478" ], - "prepared_review_unit_hash": "4c368fe1523b16e11ba2fa9285d455a872e75d92b218527766d6b30d2f44d4fc", + "prepared_review_unit_hash": "6a7153fd36c3f7fdbe1b8df79c3336dc23879f50b4e883a929fd558203eef9e7", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37972, - "estimated_input_tokens": 9493, - "estimated_eval_tokens": 19242 + "soft_pair_count": 32, + "serialized_chars": 36741, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated loading, configuration, CI, quantization, and documentation problems. I found no soft-edge pair that looks like the same underlying bug/change, so none are accepted.", - "confidence": 0.97, - "canonical_issue_reason": "issue:33453 is the broadest and most discussion-heavy user-facing regression here, so it is the best anchor if one must be chosen; however, the set is too mixed to form a true duplicate canonical.", + "summary": "Most pairs are only thematically related v5 regression reports, not true duplicates. The only clear duplicate-style match is the import-time slowdown pair around removing `import *` usage.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the broadest concrete regression report here: it captures multiple import/load failures after upgrading from 4.57.0 to 5.5.0 and works as the best umbrella issue for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the most representative standalone issue in the group because it describes a generic regression and has the highest discussion activity among the clearly bug-focused reports.", + "best_issue_reason": "issue:45278 is the most useful representative because it is specific enough to describe the upgrade regression while still broad enough to cover closely related import/load breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43992", - "right": "issue:45478", - "accept": false, - "reason": "Both are model-loading problems, but one is UMT5 encoder state loading and the other is Qwen3.5 MoE from_pretrained failure; different code paths and symptoms." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache no_grad decoration vs a Python version compatibility regression; unrelated problems." - }, - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Tensor-parallel training bug and an OOM while loading a specific model are not the same failure mode." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "CLIP attentions regression and patchtsmixer post_init restriction are unrelated model behaviors." - }, - { - "left": "issue:28282", - "right": "issue:33453", + "right": "issue:45310", "accept": false, - "reason": "Missing PyTorch import error vs tokenizer loading regression; different underlying causes." + "reason": "Different models and different failures: missing `embed_tokens.weight` in UMT5 vs Qwen3.5 MoE `from_pretrained` error." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Both mention CLIP internals, but one is about attentions being dropped and the other about text model structure divergence; not the same bug." + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to a cache-strategy typo." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Attention output assignment and LwDetrImageLoss AMP crashes are unrelated." + "reason": "One is a cache/layer `no_grad` correctness change; the other is a broad import regression report." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "A missing ReLU in an indexer is a different issue from DeepseekV3MoE diverging from remote behavior." + "reason": "SGD argument handling is unrelated to importing `Trainer` being blocked by `datasets`." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Local-files-only network requests and AddedToken argument duplication are separate bugs." + "reason": "Both affect importing, but one is a compiled-file error and the other is a TorchScript parsing issue in a specific model." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "A flaky SamHQ test and a Phi-4 multimodal loading failure are unrelated." + "reason": "State-dict loading order bug and missing config field serialization are different code paths." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Test seeding flakiness and removed Sam3LiteText configs are different CI issues." + "reason": "Checkpoint loading failure and Gemma pipeline roundtrip tokenization failure are not the same bug." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "Both involve tests, but they target different models and failure mechanisms." + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are unrelated regressions." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "Tokenizer loading in v5 and checkpoint reload compatibility after upgrading versions are similar only at a high level." + "reason": "Gemma3 config attribute missing is unrelated to FSDP2 optimizer-state placement." }, { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are distinct MoE issues." + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report the same import-time slowdown regression; the `import *` cleanup is a plausible direct fix for the slower `transformers` import." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "CUDA reserved-memory/OOM under int4 quantization is not the same as reload incompatibility after version upgrade." + "reason": "A missing `set_seed()` in SamHQ tests is unrelated to xdist races on `captured_info.txt`." }, { "left": "issue:43010", - "right": "issue:43065", + "right": "issue:45850", "accept": false, - "reason": "Generation cache no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "A specific cache/layer update bug is not the same as the vague 'too many models break' report." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Broken env command and AttentionInterface.register behavior change do not share a concrete code-path bug." + "reason": "Different models and different loading failures; not enough evidence they share one concrete code path." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Network access despite local_files_only and FP8 MoE save_pretrained are different concerns." + "reason": "Loading a sorted state_dict and saving incorrect visual encoder keys are separate serialization bugs." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Both concern Qwen3.5 MoE loading, but one is missing _tp_plan for tensor parallelism while the other is a broader from_pretrained error; not enough evidence of the same fix." + "reason": "Tensor-parallel training bug and TP-related OOM on a specific Qwen model are too different to merge safely." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Compiled-file runtime errors and Chinese-described slow filtering after upgrade are unrelated." + "reason": "Cache-update semantics have nothing to do with the Python version support regression." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Missing PreTrainedModel import and missing HybridCache import are different export regressions." + "reason": "CLIP output attentions and patchtsmixer `post_init` eligibility are unrelated model issues." }, { - "left": "issue:30333", + "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed training and tokenizer loading regression are unrelated." + "reason": "PyTorch-missing import error and tokenizer-loading regression are different failures." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "Missing tensor-parallel plan and a missing vision config field are separate config/export issues." + "reason": "Both involve CLIP, but one is about attentions output and the other is a model-structure inconsistency." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Different generation-related bugs: cache update decoration vs sync_gpus update_model_kwargs handling." + "reason": "CLIP attentions assignment and LwDetr AMP crash are unrelated." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Sentence Transformers loading hangs and forward-doc confusion are not the same issue." + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3MoE implementation divergence." }, { "left": "issue:43502", - "right": "issue:44222", + "right": "issue:44062", "accept": false, - "reason": "Repeated pair in the data; still unrelated network-access and FP8 save_pretrained problems." + "reason": "Local-files-only network requests and `AddedToken` keyword collisions are separate tokenizer/runtime bugs." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Qwen3VL MoE loading failure in dev0 and v4.57-to-v5.2/v5.3 reload breakage are different version-specific regressions." + "reason": "SamHQ test seeding issues are unrelated to loading Phi-4 multimodal models." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "local_files_only network requests and a one-word issue title do not indicate the same bug." + "reason": "Test seeding instability is unrelated to a GraniteSpeech CI device-override stale test." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "FineGrainedFP8 accuracy and a missing image-patch count method are unrelated multimodal/quantization issues." + "reason": "Missing `set_seed()` in a test is not the same as broken `auto_mappings` references." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "MLFlow failure reporting and tensor-parallel training bugs are different subsystems and symptoms." + "reason": "Tokenizer loading failures and checkpoint reload incompatibility are both loading-related but not the same bug." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Compiled-file errors and PretrainedConfig type checking regression are separate breakages." + "reason": "Int4 CUDA memory regression is unrelated to checkpoint reload failures." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Docs still referencing pipeline() and an unrelated one-word issue are not duplicates." + "reason": "FP8 save-pretrained behavior for MoE and missing `_tp_plan` for TP are distinct issues." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Compiled Python file errors and inability to save Pipeline objects are distinct problems." + "reason": "Cache update semantics do not match the dummy `Conv2d` issue in Sam3PixelDecoder." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading regression are both load-related, but they affect different models and failure points." + "reason": "`transformers env` CLI breakage and `AttentionInterface.register` behavior change are unrelated." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Liger kernel application and DSA indexer activation are unrelated." + "reason": "Offline-loading network requests and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:27957", - "right": "issue:33453", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and tokenizer-loading regression are different issues." + "reason": "Both mention Qwen3.5 MoE, but one is specifically tensor-parallel planning while the other is a broader `from_pretrained` error with no concrete shared code path." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: issue:45278 is a defensible umbrella for the cluster, and the summary does not overclaim beyond the packet. The soft-edge verdicts are appropriately conservative, with the lone accepted pair (issue:41669/issue:44246) reasonably supported by the shared import-time slowdown theme. No mergeability problem appears in the issue pairs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16449,65 +16231,82 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 53, - "review_unit_count": 55, + "review_unit_index": 52, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", "issue:31795", + "issue:33453", + "issue:34689", "issue:36296", "issue:38617", "issue:41628", - "issue:41669", - "issue:42371", "issue:42548", "issue:42757", - "issue:42890", - "issue:43352", - "issue:43408", - "issue:43525", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", "issue:43526", - "issue:43572", "issue:43576", "issue:43673", "issue:43824", + "issue:43827", + "issue:43874", "issue:43901", - "issue:44038", "issue:44222", "issue:44230", - "issue:44246", - "issue:44273", "issue:44315", - "issue:44393", + "issue:44351", + "issue:44355", + "issue:44360", "issue:44485", "issue:44492", "issue:44556", "issue:44623", + "issue:44655", + "issue:44749", "issue:44908", "issue:44938", "issue:44961", - "issue:45003", "issue:45071", - "issue:45092", "issue:45125", "issue:45230", - "issue:45278", "issue:45362", + "issue:45375", "issue:45468", - "issue:45542", - "issue:45753", "issue:45850", - "issue:46095", "issue:46143", "issue:46144", - "issue:46209", - "issue:46218" + "issue:46209" ], "soft_pairs": [ + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:27957|issue:33453", "issue:42757|issue:43576", "issue:43576|issue:45071", "issue:43576|issue:43824", @@ -16516,286 +16315,248 @@ "issue:43576|issue:44938", "issue:44485|issue:44961", "issue:44908|issue:44961", - "issue:46143|issue:46144", "issue:44222|issue:44230", + "issue:46143|issue:46144", "issue:36296|issue:43901", "issue:41628|issue:42548", "issue:44315|issue:46209", "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:44393|issue:45071", - "issue:44273|issue:45003", - "issue:44393|issue:45753", - "issue:43576|issue:44556", - "issue:43525|issue:45850", - "issue:41669|issue:43673", - "issue:44230|issue:46095", - "issue:44556|issue:45092", - "issue:43572|issue:45850", - "issue:44492|issue:45850", - "issue:45278|issue:45850", - "issue:42371|issue:44492", - "issue:41669|issue:46218", - "issue:43408|issue:44315", - "issue:42890|issue:44908", - "issue:43352|issue:44393", - "issue:44246|issue:44273", - "issue:43576|issue:44908" + "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "b23039210d877bcec8485f7e6176c6ccf1dc0763fdc51d68af328504a8ed692f", + "prepared_review_unit_hash": "1015071dbee31d57587bc26381d87a835f000d6ea87e18e33710fbf4830ba2ae", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 37987, - "estimated_input_tokens": 9497, - "estimated_eval_tokens": 19250 + "soft_pair_count": 34, + "serialized_chars": 37046, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster mixes several broad v5 migration/import regressions with many unrelated model-specific bugs. None of the soft pairs appear to be the same concrete underlying issue, so I would not merge any of them.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it explicitly captures the v5-era import breakage pattern that most closely matches the cluster\u2019s import/lazy-loading failures.", + "summary": "This cluster is not a duplicate set; it mixes unrelated import regressions, model-loading bugs, training/runtime issues, docs problems, and feature requests. None of the soft pairs look like the same underlying bug/change with a fix that could plausibly be merged as one PR.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a safe canonical because the items span many distinct code paths and problem types rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest representative because it is broad, user-facing, and directly describes the dominant failure mode seen across the cluster.", + "best_issue_reason": "No clear best issue: the closest matches are still only broad thematic overlaps (for example, generic v5 regressions or model-loading failures), not the same concrete bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42757", - "right": "issue:43576", - "accept": false, - "reason": "Different failures: huggingface_hub import vs transformers env CLI." - }, - { - "left": "issue:43576", - "right": "issue:45071", - "accept": false, - "reason": "Unrelated surfaces: env command vs PretrainedConfig type checking." - }, - { - "left": "issue:43576", - "right": "issue:43824", - "accept": false, - "reason": "CLI regression is unrelated to a specific Qwen2.5-VL import export." - }, - { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Docs confusion is unrelated to an ImportError for layer_type_validation." + "reason": "Compiled-file import/runtime errors vs. a preprocessing slowdown regression; different symptoms and code paths." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "No overlap: a generic titled issue vs Gemma audio positional encoding." + "reason": "Both are import errors, but for different missing symbols with no evidence of the same root cause." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "env command failure is not the same as Python 3.14 load failure." + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "GLM RoPE discussion is unrelated to the placeholder racoon report." + "reason": "Different Qwen3.5 components: tensor-parallel plan vs. missing config field in vision config." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the racoon report." + "reason": "Both touch generation/cache behavior, but one is about no_grad decoration and the other about sync_gpus kwargs updates." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Both RoFormer-related, but one is kwargs forwarding and the other is attention interface usage." + "reason": "local_files_only network leakage and FP8 save_pretrained issues are unrelated." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "FP8 save_pretrained and FP8 inference support are different code paths." + "reason": "Loading hangs vs. documentation confusion; not the same bug." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Tensor parallel training bug is unrelated to docs for return_all_scores." + "reason": "Both are loading regressions after v5 upgrades, but they affect different model/load paths and are not clearly the same defect." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Both are import errors, but for different missing symbols with no concrete shared bug shown." + "reason": "Network-request bug vs. unrelated placeholder issue." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Liger Kernel application and B200 FP8 inference are unrelated issues." + "reason": "FP8 accuracy regression and a missing image-processor method causing AttributeError are different failures." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast label reduction." + "reason": "MLFlow job-status reporting and tensor-parallel training are unrelated." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Generation cache missing and cache-strategy typo are not the same bug." + "reason": "Compiled Python file handling vs. PretrainedConfig type-checking regression are different issues." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Specific Qwen chat crash is not the same as a broad v5 breakage complaint." + "reason": "Docs still mentioning pipeline() is unrelated to the racoon placeholder issue." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Missing processor.save_pretrained files is unrelated to a generic bug report." + "reason": "Compiled-file errors and pipeline save_pretrained are different code paths and symptoms." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Lazy loading regression is unrelated to the undefined tf backend error." + "reason": "Tokenizer-loading regression vs. model-loading failure for a specific Llama vision model; not the same bug." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Qwen3-VL-Moe support issue is unrelated to missing _tp_plan for tensor parallelism." + "reason": "Liger Kernel application bug and a DSA indexer ReLU discussion are unrelated." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:27957", + "right": "issue:33453", "accept": false, - "reason": "2D bounding-box output bug is unrelated to PretrainedConfig type checking." + "reason": "XLMRoberta Flash Attention 2 support issue is unrelated to tokenizer loading regression." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Lazy loading problems may be related in theme, but sys.modules access is not the same concrete bug." + "reason": "Missing huggingface_hub symbol import and broken `transformers env` CLI are different failures." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Different Qwen3-VL behaviors: bbox output error vs infinite loop on a specific image." + "reason": "CLI breakage in v5 and PretrainedConfig type checking are unrelated." }, { "left": "issue:43576", - "right": "issue:44556", + "right": "issue:43824", "accept": false, - "reason": "Broken env command and checkpoint reload compatibility are different migration regressions." + "reason": "Broken env command and missing Qwen2.5-VL export are different API surfaces." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Llama4Config pad_token_id error is a specific config bug, not the broad v5 breakage report." + "reason": "Docs confusion about forward args vs. missing layer_type_validation import; not the same problem." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Import * performance/refactor issue is unrelated to missing GenerationMixin cache." + "reason": "Placeholder racoon issue vs. Gemma4 audio positional encoding bug are unrelated." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "FP8 inference support and a weight-conversion-script question are unrelated." + "reason": "Broken env command and Python 3.14 load failure are different compatibility issues." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Checkpoint reload incompatibility and remote-code meta-init incompatibility are different failure modes." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the racoon placeholder issue." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "StableLm pad_token_idx regression is specific, while 45850 is only a broad complaint." + "reason": "Scheduler kwargs bug and unrelated placeholder issue are not duplicates." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Cache-strategy typo is not the same as a generic v5 breakage report." + "reason": "FP8 save_pretrained bug and FP8 inference support request are related by theme only, not the same concrete bug." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Both are broad v5 regressions, but one is specifically import errors and the other is a generic complaint." + "reason": "Both are RoFormer-related, but one is kwargs forwarding and the other is attention-interface usage; different code-path issues." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "TF32 settings warning is unrelated to cache strategies typos." + "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Import * cleanup/perf issue is unrelated to the Qwen3_5ForCausalLM import failure." + "reason": "Different missing top-level exports; no evidence of one shared root cause." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "sam3 tracker/model-type warning is unrelated to Liger Kernel application." + "reason": "Liger Kernel application bug and FP8 B200 inference failure are unrelated." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Seed-related test flakiness is unrelated to inverse_sqrt scheduler kwargs." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction bug are unrelated." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Flash Attention 2 support and 2D bounding-box output are distinct model issues." + "reason": "Generation cache missing in chunked_prefill and a cache-strategy typo are not the same defect." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Slow import timing and lazy loading failure are related broadly, but not the same concrete bug." + "reason": "Specific Qwen3.5-35B chat crash vs. a broad generic complaint that v5 breaks many models; not the same bug." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "env CLI regression is unrelated to scheduler kwargs handling." + "reason": "Missing files in processor.save_pretrained and a generic bug report are not duplicate issues." } ] }, @@ -16810,35 +16571,32 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 54, - "review_unit_count": 55, + "review_unit_index": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ - "issue:31515", "issue:31795", "issue:33453", - "issue:34689", "issue:41669", "issue:42371", - "issue:42913", - "issue:43066", - "issue:43298", + "issue:42890", "issue:43352", - "issue:43502", - "issue:43519", + "issue:43408", + "issue:43525", + "issue:43572", "issue:43576", - "issue:43606", - "issue:43704", + "issue:43673", "issue:43827", "issue:43976", + "issue:44038", "issue:44077", - "issue:44261", - "issue:44263", + "issue:44230", + "issue:44246", "issue:44273", "issue:44295", "issue:44297", @@ -16846,39 +16604,61 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", - "issue:44623", + "issue:44556", "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", - "issue:44998", + "issue:45003", "issue:45071", + "issue:45092", + "issue:45125", "issue:45230", + "issue:45278", "issue:45310", "issue:45341", "issue:45468", "issue:45478", + "issue:45542", + "issue:45753", "issue:45850", - "issue:46018", "issue:46095", - "issue:46172", "issue:46218", "issue:46328" ], "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44246|issue:44273", + "issue:43576|issue:44908", "issue:43976|issue:44393", - "issue:44908|issue:45071", "issue:44295|issue:45230", "issue:44297|issue:45230", + "issue:44908|issue:45071", "issue:44704|issue:44908", "issue:41669|issue:44351", "issue:44492|issue:46328", "issue:41669|issue:45341", - "issue:43976|issue:45850", "issue:44393|issue:45478", + "issue:43976|issue:45850", "issue:43976|issue:46218", "issue:44077|issue:44861", "issue:43827|issue:44908", @@ -16889,571 +16669,712 @@ "issue:44360|issue:45468", "issue:45230|issue:45310", "issue:44273|issue:44908", - "issue:43576|issue:46218", - "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:46018|issue:46172", - "issue:41669|issue:43704", - "issue:31795|issue:34689", - "issue:31515|issue:31795", - "issue:43704|issue:44485", - "issue:44485|issue:45468", - "issue:45850|issue:46218", - "issue:42371|issue:43704", - "issue:43502|issue:43519", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:43298|issue:46095", - "issue:44263|issue:45468", - "issue:43606|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:43576|issue:46218" ], - "prepared_review_unit_hash": "360dc2b5de1027460ac5cc1603d312c50857f79b995ca013afb900c4d4850a06", + "prepared_review_unit_hash": "2befc357ecd76a3a639e9dbdaa9514927e3e41e2a1fbb7cead6c1999fad7804d", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 43, - "serialized_chars": 39766, - "estimated_input_tokens": 9942, - "estimated_eval_tokens": 20140 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38848, + "estimated_input_tokens": 9712, + "estimated_eval_tokens": 19680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated closed issues with a few superficial overlaps around tokenizer/model-loading regressions in v5. I did not find any soft pair that safely looks like the same underlying bug/change, so I rejected all soft edges.", + "summary": "No soft pair looks like the same concrete underlying bug/change; most are only loosely related by model family, v5 migration, or import/loading themes. I\u2019d anchor the cluster on the broad lazy-loading/import behavior issue rather than a model-specific regression.", "confidence": 0.84, - "canonical_issue_reason": "issue:45310 is the most concrete, actionable loading regression in the set and the best anchor for the small v5/from_pretrained-related subgroup.", + "canonical_issue_reason": "issue:44273 is the broadest open issue in the set about loading/lazy-loading behavior, which best fits the cluster\u2019s recurring import/load regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 has the clearest bug description, version scope, and likely reproducible model-loading failure, making it the best representative issue here.", + "best_issue_reason": "issue:44273 is the strongest representative to keep: broad scope, still open, and already has active discussion around the same general loading path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43976", + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both mention import/loading pain, but one is lazy loading and the other is a tf-backend error from tensorboard-only installs; different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but different failures: a Qwen3-VL-Moe bug versus missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "One is a Qwen3-VL bbox/output bug; the other is a global PretrainedConfig type-checking regression." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import slowness is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is 2D bbox output corruption and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 upgrade complaints, but one is the transformers env command and the other is checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4 pad_token_id attribute error is not the same bug as a generic 'many models break' report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance cost and missing GenerationMixin cache during chunked prefill are unrelated code-paths." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 Qwen3-VL/Moe inference support and a DeepSeek weight-conversion question are different requests." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5/v4 checkpoint compatibility, but they target different model-loading failures and different mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing StableLmConfig pad_token_idx attribute is not the same as a broad v5 breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs/config is too narrow to match a generic 'too many models break' issue." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade are not the same concrete bug as a broad complaint about model breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategies typo are unrelated documentation issues." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup/performance is not the same as failing to import a specific Qwen3_5 model class." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A sam3_tracker/sam3_video config warning is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests and inverse_sqrt scheduler kwargs are unrelated test/scheduler issues." + }, + { + "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Different problems: Python version compatibility vs Qwen3-VL output/vision bug." + "reason": "Flash Attention 2 unsupported for NemotronH is unrelated to Qwen3-VL output errors." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import behavior, but one is intermittent import slowness while the other is lazy-loading correctness; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken env command and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Unrelated subsystems: LR scheduler kwarg handling vs PretrainedConfig type checking." + "reason": "Python 3.9/v5 compatibility is unrelated to Qwen3-VL bounding-box hallucination/output errors." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "One is a buffer access error, the other is a generic bug report with no clear matching failure mode." + "reason": "Position_ids buffer access and a generic bug report do not identify the same failure." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch does not match the generic bug report enough to treat as the same bug." + "reason": "Tokenizer class metadata mismatch is not the same as an unspecified bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs and PretrainedConfig type checking are separate regressions." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs affect different subsystems and code paths." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/perf issue is not the same as the HybridCache import failure." + "reason": "Import-star usage/performance is not the same as a missing top-level HybridCache symbol." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "A cache-strategy typo and a padding performance bug are different issues." + "reason": "A cache-strategy typo and a SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star usage cleanup is unrelated to a testing_utils bug." + "reason": "Model import cleanup and a testing_utils bug are unrelated." }, { - "left": "issue:43976", - "right": "issue:45850", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "Both mention broad v5 breakage, but the concrete failures are different." + "reason": "Different Qwen3 model variants and different failures: bbox output error versus from_pretrained error." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45850", "accept": false, - "reason": "Different model families and failure modes; both are vision/model-specific bugs, not the same one." + "reason": "Python version compatibility and a vague 'too many models break' complaint are not the same bug." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version support and Qwen3_5 import failure are not the same underlying bug." + "reason": "Python 3.9 incompatibility is unrelated to the Qwen3_5 import failure." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy and tied-weight key handling are separate code paths." + "reason": "Optional post_init policy and _get_tied_weight_keys crashing on list input are different model-initialization issues." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs referencing removed pipeline APIs is unrelated to scheduler kwargs behavior." + "reason": "Docs still referencing pipeline() after removals is unrelated to scheduler kwargs propagation." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + "reason": "Documentation confusion for model.forward inputs is unrelated to tokenizer loading regression." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Different training/runtime behaviors: model_init Liger application vs flash_attention_3 degenerate training." + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different code paths and symptoms." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken transformers env command and lazy loading are different tools/features." + "reason": "The env command bug and lazy-loading failure are separate v5 regressions." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained support and tied-weight-key AttributeError are not the same bug." + "reason": "Pipeline save_pretrained and tied-weights-key handling are unrelated save/serialization bugs." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer math and Gemma4AudioRelPositionalEncoding are unrelated." + "reason": "A DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "The first is too generic to establish that it is the same concrete Qwen3.5 MoE from_pretrained regression." + "reason": "A generic bug report and a specific Qwen3.5 Moe from_pretrained error do not match the same underlying issue." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading not working and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env subcommand and Qwen3_5 import failure are different failures." - }, + "reason": "Broken env command and Qwen3_5 import failure are different v5 problems, not one 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": 20, + "review_unit_index": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "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", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:46018|issue:46172", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43298|issue:46095", + "issue:44263|issue:45468", + "issue:43606|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:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "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", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "15014a201888734b3e13035f7b892768ea66d186eb9ab8eeec45032266c4ae85", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40312, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; none of the soft pairs look like the same underlying bug or change. I would anchor the cluster on the concrete loading bug in issue 43502.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43502 is the most concrete, user-facing, and actionable bug report in the set: a specific loading path violates `local_files_only=True` and causes unwanted API calls.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the strongest standalone issue candidate because it describes a specific reproducible defect with clear scope and likely code-path ownership.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL Processor is not the same as GLM-5 RoPE implementation." + "reason": "Different bug domains: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated code paths." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating logic and a dtype/transpose expression bug are different concrete issues." + "reason": "Shared DeepSeek-v4 context is too broad; one is expert gating, the other is a tensor transpose bug." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup is not the same as VRAM leakage in multi-threaded dataloading." + "reason": "Import-star cleanup/performance issue is unrelated to a Qwen3ForCausalLM VRAM leak." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Model.forward documentation confusion and Llama 3.2 Vision model loading breakage are unrelated." + "reason": "Documentation confusion about forward args is not the same as a tokenizer-loading regression." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and forward API documentation confusion are different issues." + "reason": "Slow checkpoint loading and forward API docs are different issues with no shared concrete failure." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads and GLM-5 RoPE implementation are unrelated." + "reason": "VRAM leak in multithreaded loading is unrelated to RoPE implementation correctness." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and different numerical/positional-encoding problems." + "reason": "Both mention model internals, but RoPE implementation and audio positional encoding are distinct bugs." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Generic v5 breakage and Qwen3_5 import failure are too broad to treat as the same bug." + "reason": "A broad \u201cmany models break\u201d complaint is not the same defect as an import failure for one model class." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings guidance and VRAM leakage are unrelated." + "reason": "TF32 configuration guidance and a VRAM leak are unrelated issues." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network requests and timestamp calculation are different code paths." + "reason": "Loading requests despite `local_files_only=True` is unrelated to Qwen3VL timestamp calculation." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and processor.save_pretrained missing files are different bugs." + "reason": "Processor timestamp math and missing processor save files are different failures." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation and VRAM leakage are unrelated." + "reason": "These affect different models and different failure modes: timestamps vs memory leak." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio-model continuous batching support and DeepSeek-V4 weight conversion are different concerns." + "reason": "Audio continuous batching support and DeepSeek-v4 weight conversion are not the same problem." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "GlmMoeDsaIndexer split return values and Gemma4AudioRelPositionalEncoding are unrelated." + "reason": "Torch split return handling and Gemma-4 audio positional encoding are unrelated defects." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch in bark-small does not match Gemma-4 positional encoding." + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding do not describe the same bug." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to Gemma-4 audio positional encoding." + "reason": "Missing RMS norm epsilon in MLA is not the same as Gemma-4 audio positional encoding behavior." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 import failure are different missing-symbol problems." + "reason": "Importing HybridCache and importing Qwen3_5ForCausalLM are separate import failures." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 unsupported for NemotronHForCausalLM is unrelated to Qwen3_5 import errors." + "reason": "Flash Attention support and a missing model import are different issues." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer v5 complaints, but one is general behavior drift and the other is a specific decoder-type mismatch." + "reason": "Both concern tokenizer/v5 behavior, but one is broad behavioral difference and the other is a specific decoder-type mismatch." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg handling is unrelated to the placeholder 'Unemployment' issue." + "reason": "Scheduler kwargs handling is unrelated to the nonsensical unrelated issue title." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo is unrelated to the placeholder issue." - } - ] - }, - "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": 20, - "review_unit_index": 55, - "review_unit_count": 55, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", - "nodes": [ - "issue:30333", - "issue:31515", - "issue:33453", - "issue:36296", - "issue:37934", - "issue:38617", - "issue:42936", - "issue:43240", - "issue:43298", - "issue:43525", - "issue:43572", - "issue:43618", - "issue:43668", - "issue:43717", - "issue:43813", - "issue:44031", - "issue:44230", - "issue:44623", - "issue:44861", - "issue:44938", - "issue:44998", - "issue:45290", - "issue:45310", - "issue:45850", - "issue:46018", - "issue:46144" - ], - "soft_pairs": [ - "issue:43618|issue:44998", - "issue:44998|issue:45850", - "issue:44938|issue:44998", - "issue:44861|issue:45290", - "issue:43525|issue:44861", - "issue:31515|issue:38617", - "issue:43572|issue:44861", - "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", - "issue:42936|issue:43813", - "issue:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" - ], - "prepared_review_unit_hash": "31655ebedf486722338388cb7c7f83b4d557a8c49aac22970a530f463811996a", - "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 - }, - "budget": { - "node_count": 26, - "item_count": 26, - "soft_pair_count": 25, - "serialized_chars": 21932, - "estimated_input_tokens": 5483, - "estimated_eval_tokens": 11222 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This is a noisy cluster of mostly unrelated issues that only share vague transformer-regression language. The soft similarity edges are not true duplicates; they span different models, subsystems, and failure modes. No pull requests are present.", - "confidence": 0.22, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella complaint about post-5.0 breakage and is the closest thing to a cluster anchor, though it is still too generic to represent a real duplicate set.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the most central/high-level issue in this set, but it should be treated as a coarse regression report rather than a duplicate target for the other concrete bugs.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "A cache-strategy typo is not the same as an unrelated low-quality issue." + }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "Different topics entirely: CLIPOutput attentions vs an unrelated one-word issue." + "reason": "CLIPOutput attentions regression is unrelated to the unrelated placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Unrelated issue titles; no shared bug or code path." + "reason": "An unrelated/invalid issue title does not match a broad Transformers 5.0 breakage report." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to the other issue." + "reason": "Python 3.14 loading failure and the unrelated placeholder issue are not duplicates." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different code paths: tied-weight key handling vs chat template/tool-call crash." + "reason": "Tied-weight key handling and chat-template tool-call crashes are separate code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad token attribute regression is unrelated to tied-weight key crashes." + "reason": "Missing `pad_token_id` in config and tied-weight key crashes are unrelated." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowness and an ImportError are separate problems." + "reason": "Slow checkpoint loading and an ImportError for `layer_type_validation` are different defects." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad token attribute issue is not the same as tied-weight key handling." + "reason": "StableLm config pad token naming and tied-weight list handling are not the same bug." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 model support and missing processor save files are different issues." + "reason": "FP8 inference support and missing processor save files are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to from_pretrained performance." + "reason": "MLflow reporting on failed training jobs is unrelated to slow checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load slowdown and tensor-parallel training bugs do not match." + "reason": "Checkpoint load performance and tensor-parallel training bugs are different issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5, but one is FP8 support and the other is a from_pretrained regression; not the same fix." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a from_pretrained error are not the same defect." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Tokenizer loading regression and checkpoint loading slowdown are distinct." + "reason": "Slow checkpoint loading and tokenizer loading regression are different loading problems." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models is unrelated to FP8 Qwen support." + "reason": "Audio continuous batching support and FP8 inference support do not describe the same bug." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init-weights behavior and RoFormer attention-interface usage are different model implementations." + "reason": "Mamba init_weights behavior is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value bug and DeepSeek-V4 gating issue are unrelated model-specific defects." + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Type-hint metadata and tokenizer regex warnings do not describe the same bug." + "reason": "Incorrect `norm_eps` typing and tokenizer regex warning behavior are different issues." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Loss kwargs propagation and Mask2former ignore_value handling are separate bugs." + "reason": "Mask2Former loss masking and missing kwargs in loss calculation are unrelated." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation is unrelated to RoFormer attention dispatch." + "reason": "Loss kwargs propagation and RoFormer attention interface usage are different code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "No shared underlying issue; one is segmentation-loss logic, the other a tokenizer warning." + "reason": "Mask2Former ignore_value handling does not match tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model subsystems and failure modes." + "reason": "Mask2Former segmentation loss behavior is unrelated to RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2former loss behavior and a quantization typo are unrelated." + "reason": "Mask2Former ignore_value and a quantization-operation typo are not the same defect." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwarg forwarding and a config type-hint issue are not duplicates." + "reason": "Loss kwargs propagation and config type-hint correctness are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint and typo in a quantization attribute are unrelated." + "reason": "Config type hints and a typo in quantization terminology are separate issues." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMS norm question for Llama4 is unrelated to ModernBERT type hints." + "reason": "A question about Llama4TextL2Norm semantics is unrelated to ModernBERT config typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "No common bug; model loss logic vs config typing." + "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing are unrelated." } ] }, @@ -17472,8 +17393,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -17486,52 +17407,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "6d70b3d2beccacc6eaf668728b81e99f027b2bfba7fb5aac82e3dc37f2e70f19", + "prepared_review_unit_hash": "3bbc2388f919baba56799ffe856817f2848ce4de7e9b684e15bce16dc6e9da6f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, - "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": 2878, - "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": "The three issues are unrelated feature requests: truncation direction, ReduceLROnPlateau-like behavior, and Wav2Vec2 word time offsets. This cluster does not look like a true duplicate set.", - "confidence": 0.98, + "summary": "These three issues are not duplicates: they describe unrelated feature requests for truncation behavior, learning-rate scheduling, and Wav2Vec2 word offsets. No soft pair looks like the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #10519 is the most concrete and narrowly scoped request, so it is the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different topics and code paths: token truncation behavior vs Wav2Vec2 word boundary timestamps." + "reason": "Different domains and requests: text truncation API behavior vs Wav2Vec2 time offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One is about truncation direction, the other about scheduler functionality; no shared underlying bug or change." + "reason": "Unrelated features: tokenizer truncation option vs ReduceLROnPlateau-like scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "ReduceLROnPlateau-like scheduler behavior is unrelated to extracting time offsets in Wav2Vec2." + "reason": "No shared underlying problem; one is about optimizer scheduling, the other about extracting word time boundaries from speech models." } ] }, @@ -17550,8 +17471,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -17563,7 +17484,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "279a3cab8c24c8e0fb2375c4fa5c28131dcf9784b77a37d573b4b89feb0f734e", + "prepared_review_unit_hash": "6b54522640216f389fef5d167d6be499dd8871cf8cd18a74f7f75e931b87b780", "component_budget": { "node_count": 3, "item_count": 3, @@ -17585,24 +17506,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate-worthy pair is evident here. The three issues cover different failure modes: tokenization mismatch, private-model auth/error messaging, and a generic model-loading failure. The soft similarities are superficial.", - "confidence": 0.93, + "summary": "These issues are only loosely related by ML/model-loading themes, but they describe different bugs and should not be deduplicated.", + "confidence": 0.87, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the broadest user-facing loading problem, but the cluster is too heterogeneous to treat it as a true canonical issue.", + "best_issue_reason": "None is a true duplicate; if a representative is needed, 16618 is the broadest model-loading report, but it does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization output mismatch with TensorFlow code is a different problem from failing to load bert-base-uncased; no shared concrete code-path bug is evident." + "reason": "Tapas tokenization vs. model loading are different subsystems and different failure modes; no evidence they are the same bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Bad error messaging for private-model download without login is an authentication/error-handling issue, not the same as a generic model-load failure." + "reason": "Both mention loading models, but one is specifically about private-model auth/error messaging and the other is a generic inability to load 'bert-base-uncased'; not enough to treat as the same underlying issue." } ] }, @@ -17621,8 +17542,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -17632,40 +17553,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "38e586304b66c31765c0ff4020f9734724fd0d4b67333806669638e0dcc2fa82", + "prepared_review_unit_hash": "1e65ed008dd3da756bfbfc444e078869e85508e27cbd35febff1726b007f9ed2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "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 not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share the same \u201ccommunity contribution\u201d framing but target different code paths and feature areas.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue applies here; the two issues are separate feature requests (Flash Attention 2 vs GGUF support).", + "summary": "These are two similarly phrased but substantively different community-contribution issues: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. The shared wording reflects the same kind of request pattern, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests target different features/code paths (Flash Attention 2 vs GGUF support) and are not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Neither is a duplicate of the other. If a representative issue is needed for the Flash Attention 2 topic, issue 26350 is the more established thread and has substantially more discussion.", + "best_issue_reason": "No single best representative for a duplicate cluster; both issues are separate feature requests with only superficial title similarity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying requests: Flash Attention 2 architecture support vs GGUF architecture support. Similar wording and subsystem scope are not enough to treat them as the same bug/change." + "reason": "Different underlying enhancements and likely different implementation areas; the similarity is only that both ask for broader architecture support." } ] }, @@ -17684,8 +17605,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -17724,12 +17645,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "db5cb3e904618b82bdf7735a502e2b72577929c2762540d4e6e60e861d9b2272", + "prepared_review_unit_hash": "d3834b689ccaf7c61483e9b0f6770a5272fdd9ba92fe496d18ddc06756e10c4c", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13528, + "serialized_chars": 13525, "estimated_input_tokens": 3382, "estimated_eval_tokens": 7020 }, @@ -17737,7 +17658,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13528, + "serialized_chars": 13525, "estimated_input_tokens": 3382, "estimated_eval_tokens": 7020 }, @@ -17746,162 +17667,162 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mixed: the Turkish, Spanish, and Romanian issues are distinct language-specific translation requests, while the placeholder-title issues form one duplicate subgroup and the two Thai-titled issues form another exact duplicate pair.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43834 is the best anchor for the largest clear duplicate subgroup: the three generic placeholder-title translation issues are near-identical, and this one is the earliest of that set. The language-specific requests are separate issues, so the full cluster is not one single duplicate set.", + "summary": "This cluster is not a single duplicate set: it appears to contain at least two separate translation-request groups, plus several language-specific issues that are clearly distinct. The strongest duplicate evidence is within the identical placeholder-title issues, and the exact Thai-title pair.", + "confidence": 0.61, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the most useful representative of the duplicate placeholder subgroup; the only other clear duplicate is the exact Thai pair. No single issue cleanly represents the entire mixed cluster.", + "best_issue_reason": "issue:46222 is the best representative overall: it is open, has inbound references, and is an exact duplicate of issue:46226.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation request; boilerplate similarity alone is not enough." + "reason": "Different translation requests; same broad i18n theme is not enough to treat Turkish and a generic placeholder issue as duplicates." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation request; not the same underlying issue." + "reason": "Different translation requests; the titles point to different language-specific issues." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request vs generic placeholder-title issue; too little to treat as the same issue." + "reason": "Turkish translation request vs a separate placeholder-title request; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages and request contexts." + "reason": "Different language translation requests; not a duplicate." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target language; these are separate translation requests." + "reason": "Turkish vs Spanish translation requests are distinct issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request is distinct from the generic placeholder-titled issues." + "reason": "Spanish translation request and a separate placeholder-title request; too broad to merge as duplicates." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different target language/request, despite similar template text." + "reason": "Different translation requests; no evidence they are the same concrete issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation request; not the same issue." + "reason": "Spanish vs Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language-specific request; similarity is only template-level." + "reason": "Different language/request; not the same issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request is distinct from the placeholder-title issues." + "reason": "Romanian translation request vs a separate placeholder-title issue; not enough to merge." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs generic placeholder-titled issue; not a duplicate." + "reason": "Different translation requests; same subsystem, but not the same issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Different language-specific request; only the boilerplate overlaps." + "reason": "Romanian translation request is distinct from the placeholder-title request." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request and Thai-titled issue do not look like the same underlying request." + "reason": "Different language/request; similar template text does not make them duplicates." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request and Thai-titled issue do not look like the same underlying request." + "reason": "Different language/request; not the same underlying issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder-title translation request with near-identical body; looks like a duplicate." + "reason": "Same placeholder title and near-identical body; this looks like the same translation-request issue reopened or duplicated." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder-title translation request with near-identical body; looks like a duplicate." + "reason": "Same placeholder-title translation request with near-identical content." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different title/script and likely different request context; boilerplate similarity alone is insufficient." + "reason": "Body similarity alone is not enough; these appear to be different language-specific translation requests." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different title/script and likely different request context; not enough evidence for a duplicate." + "reason": "Different language-specific request; not the same concrete issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder-title translation request with near-identical body; looks like a duplicate." + "reason": "Identical placeholder-title issues with almost the same body; likely duplicates." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different title/script and likely different request context." + "reason": "Different translation-request topics; not clearly the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different title/script and likely different request context." + "reason": "Different language/request; reject as duplicate." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different title/script and likely different request context." + "reason": "The requests appear to be for different translation targets; not a safe duplicate match." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different title/script and likely different request context." + "reason": "Different translation-request topics; not the same underlying issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai-titled issue with identical body shape; this looks like a straightforward duplicate." + "reason": "Exact same title/body pattern; this is the clearest duplicate pair in the cluster." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The mixed-cluster summary matches the packet: Turkish/Spanish/Romanian are clearly separate language-tagged requests, the three placeholder-title issues form a tight duplicate subgroup, and the two Thai-titled issues are an exact duplicate pair by title/body-length pattern. The soft-edge decisions stay cautious and do not overclaim beyond the available evidence." + "feedback": "The cluster summary is grounded in the packet: the Thai-titled pair 46222/46226 is an exact match by title/body similarity and inbound refs support 46222 as the better representative, while the placeholder-title issues form a separate near-duplicate group. The rejected Turkish/Spanish/Romanian pairings are conservatively phrased and do not overclaim beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -17917,8 +17838,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17977,100 +17898,100 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "1809bfe7d2db5b243266308a25dd9e89f78249501be2f03d1324a3816789295a", + "prepared_review_unit_hash": "92adec6eebb4d34a31dbaf30fcff255c9c6f6c4c59b51fa947135d6f86345985", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21661, - "estimated_input_tokens": 5416, - "estimated_eval_tokens": 11088 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21661, - "estimated_input_tokens": 5416, - "estimated_eval_tokens": 11088 + "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 cluster is a loose collection of model-request issues with overlapping wording, but they target different models, families, and modalities. I found no true duplicate pair and no PRs in the set.", - "confidence": 0.98, - "canonical_issue_reason": "issue:42738 is the most umbrella-like representative in the group; it\u2019s generic and broad compared with the many specific model-request tickets, so it works best as a cluster anchor.", + "summary": "These are all model-addition/support requests for different concrete models or modalities, so the high textual similarity is mostly template-like rather than duplicate evidence. I found no soft pair that looks like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43671 is the clearest representative support-request thread in this set, with substantial discussion and a concrete model target; the other issues are different model requests rather than true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42738 is the best issue candidate because it is the least model-specific and most likely to summarize the broader theme of the cluster, even though the items are not duplicates.", + "best_issue_reason": "43671 is the most suitable anchor only in a loose clustering sense, because it is an active standalone model-support request; however, this cluster does not contain a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert vs DEIMv2; same template, not same underlying change." + "reason": "Different models (EuroBert vs DEIMv2); same request pattern, not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config addition is unrelated to Qwen3-TTS support." + "reason": "EuroBert config addition vs Qwen3-TTS support; unrelated targets." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert model config and RF-DETR model support are different models and code paths." + "reason": "EuroBert and RF-DETR are different model additions." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model additions." + "reason": "RF-DETR model vs DEIMv2 model; no shared concrete bug/change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Different audio/vision model requests; no shared concrete bug or change." + "reason": "Different model families and tasks (detection vs audio model support)." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and a weight-sparse transformer request are unrelated model implementations." + "reason": "RF-DETR support request and weight-sparse transformer request are unrelated." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR are different models and modalities." + "reason": "RF-DETR vs Qwen3-ASR; different model targets and modalities." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR model support is unrelated to Qwen3-TTS support." + "reason": "RF-DETR vs Qwen3-TTS; only share 'add support' wording." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and changes." + "reason": "NeoBERT addition and Qwen3-ASR support are different model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT addition is not the same as adding the weight-sparse transformer model." + "reason": "NeoBERT and OpenAI weight-sparse transformer are unrelated models." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + "reason": "NeoBERT vs LFM2.5 Audio 1.5B; different architecture and modality." }, { "left": "issue:36879", @@ -18082,37 +18003,37 @@ "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model requests despite similar naming." + "reason": "NeoBERT request is not the same change as ModernVBERT models." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are separate model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request target different code paths." + "reason": "MiniCPM3 vs OpenAI weight-sparse transformer; different concrete models." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT are different model implementations." + "reason": "MiniCPM3 and ModernVBERT are different model support requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different model families." + "reason": "MiniCPM3 vs Voxtral TTS; different model and modality." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated additions." + "reason": "DEIMv2 addition and Qwen3-TTS support are unrelated." }, { "left": "issue:42503", @@ -18124,103 +18045,103 @@ "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same change." + "reason": "ModernVBERT request vs Qwen3-TTS request; no shared code-path change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models are more specific than the broad BERT-like RoPE request; not duplicates." + "reason": "ModernVBERT models and BERT-like models with RoPE are related only at a broad taxonomy level, not as the same issue." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated model requests." + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS and ASR requests for Qwen3 are related by family but still distinct support work." + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and separate integrations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific changes." + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different model support requests, not duplicates." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and implementations." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is unrelated to the weight-sparse transformer request." + "reason": "Qwen3-TTS and weight-sparse transformer are different model requests." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model requests." + "reason": "Qwen3-TTS support and LFM2.5 Audio support are separate audio-model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are distinct speech/audio model requests." + "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related, but not the same model or fix." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and tasks." + "reason": "Qwen3-ASR support and EUPE are different model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support is unrelated to the sparse transformer model request." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "OpenAI weight-sparse transformer and EUPE are unrelated architectures." + "reason": "ASR support request and weight-sparse transformer request are unrelated." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are distinct speech model support requests." + "reason": "Qwen3-ASR and Voxtral TTS are distinct modalities/models." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model additions." + "reason": "NeoBERT and Voxtral TTS are different model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modality/model requests." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 support are unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests; same broad area, not the same change." + "reason": "EUPE and TIPSv2 are different vision-language model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different models and tasks." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." } ] }, @@ -18239,8 +18160,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -18250,7 +18171,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "abd9eec779977db39f047fee02065cfee0208a4393b2c31c9341c1d96525be8a", + "prepared_review_unit_hash": "987160f7950425cc65b68baf03a2e6abf5619981ce8b0f885deb4a760bd935c1", "component_budget": { "node_count": 2, "item_count": 2, @@ -18272,18 +18193,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a closed docs request about adding Pruna as an optimization framework, and the other is an open technical issue about Vision RoPE refactoring. No duplicate or same-change relationship is evident.", + "summary": "These two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. There is no duplicate or mergeable relationship here.", "confidence": 0.98, - "canonical_issue_reason": "If a representative issue is needed, 46443 is the better anchor because it is the open technical bug/feature discussion; 38740 is a separate closed documentation request.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "46443 is the best issue to keep as the cluster representative because it is the substantive open code-related issue, whereas 38740 is a closed docs-only item.", + "best_issue_reason": "issue:46443 is the more substantive technical issue, but it is not a duplicate of issue:38740 and should not be treated as a canonical cluster target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "These describe different topics and different artifact types of work: a docs request for Pruna versus a Vision RoPE refactor. They do not look like the same underlying bug or change." + "reason": "Different topics and code areas: docs/framework listing vs vision positional-encoding refactor; no evidence they describe the same underlying bug or change." } ] }, @@ -18302,8 +18223,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -18313,7 +18234,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "27e0706e1d263b1917a29471235194bc690c815049d97956cbcd760a7db7bbfb", + "prepared_review_unit_hash": "4d2175abb49e1fe22db6006c1bb386443e8d2761a04fed01edfaf96bcb5e1e51", "component_budget": { "node_count": 2, "item_count": 2, @@ -18335,18 +18256,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about block decoding behavior, the other is about adding DeepSeek v3.2 model support. The only link is weak semantic similarity, with no shared targets, files, or explicit references.", + "summary": "These are not duplicates: one issue is about block decoding, the other is about DeepSeek v3.2 support. The titles indicate different feature areas and no evidence shows the same underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative for the other; they describe different features/problems and should remain separate.", - "best_pr_reason": "No PRs are present.", + "best_issue_reason": null, + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding mechanics vs model/version support. No shared code path, filenames, targets, or explicit linkage." + "reason": "Different requests in different areas: decoding behavior vs adding support for a specific model/version. No shared targets, files, or concrete code-path overlap." } ] }, @@ -18365,8 +18286,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -18376,12 +18297,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "4fe11e143217722151147f55411568f05ca25c06ea378d7b6a68547da6db9992", + "prepared_review_unit_hash": "7b5c373286dc37544c80165a751eb48a42ff66b09fd2e5f4bdde9599edb8ee31", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18389,7 +18310,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18398,18 +18319,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about custom trainers, but they describe different problems: one is about `remove_unused_column` customizability in `Trainer`, the other is about FLOPS estimation handling for custom trainers. They should not be treated as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 43598 is the cleaner representative of the cluster because it has the more concrete Trainer customization focus and a clearer code-path target.", + "summary": "These are two different closed feature requests in Trainer, not duplicates: one is about making `remove_unused_column` more customizable, the other about FLOPs estimation for custom trainers.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical duplicate exists here; the issues target different behaviors and different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the best issue to keep as a representative example of the cluster, but not because it duplicates 43600; it is simply the more direct and actionable Trainer customization report.", + "best_issue_reason": "Issue #43598 is the better representative of the cluster only because it is a broader Trainer customizability request, but it is still not a canonical match for #43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Related theme, but different underlying behavior: `remove_unused_column` customization versus FLOPS estimation for custom trainers. Not the same bug or change." + "reason": "They discuss different problems: column pruning customizability versus FLOPs estimation for custom trainers. No shared concrete fix path is evident." } ] }, @@ -18428,8 +18349,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -18439,7 +18360,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "ec57effae4bd49b7794d11f1798968ebe291576c5cb9afe2c7acbc01ef550920", + "prepared_review_unit_hash": "4008d29377c7f9a3871b0346d6aa61df4d6e4579629bd64b7b2f47450d5c0bcc", "component_budget": { "node_count": 2, "item_count": 2, @@ -18461,18 +18382,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (Qwen model support), but they describe different gaps: one is about registering Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other is about adding AutoModelForSequenceClassification support for Qwen3.5.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #43684 is the cleaner representative because it targets a concrete registration gap in the core auto-model mappings; #44405 is a separate task for a different config and a different task head.", + "summary": "These are two separate feature requests, not duplicates: one asks for Qwen3-Omni auto-class registration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the best issue to keep as the representative item since it is broader and more directly about model registration, whereas #44405 is a distinct sequence-classification support request.", + "best_issue_reason": "Issue 43684 is the broader of the two requests, but it still does not subsume issue 44405; they are different additions in different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. They affect different model families and API paths, so they should not be merged as duplicates." + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. sequence-classification support for Qwen3.5. They do not look mergeable into one fix." } ] }, @@ -18491,8 +18412,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -18509,7 +18430,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e82584b54ea234ccfd57dc23605fb5c26b37d6c2fd3a528d185477da47dca653", + "prepared_review_unit_hash": "0a486399d8626513c5add968250425b818f9f6e437cd1f7781e160a50920ca20", "component_budget": { "node_count": 4, "item_count": 4, @@ -18531,48 +18452,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four issues are extremely sparse and mostly consist of generic or identical titles with no meaningful body evidence. The cluster looks noisy rather than clearly duplicate-backed, so I would not merge any pair on the current data.", - "confidence": 0.36, - "canonical_issue_reason": "Issue 43859 is the only one with any discussion activity, so it is the least empty anchor in an otherwise low-signal cluster.", + "summary": "The cluster is dominated by low-information issue titles, with three near-identical \"huggingface \" issues and one unrelated-looking \"Fett\" issue. There is not enough concrete problem detail to confidently merge any pair.", + "confidence": 0.28, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" issues and is the most reasonable representative of that likely duplicate set, though the evidence is very weak.", "canonical_pr_reason": null, - "best_issue_reason": "43859 is the best available representative because it has the most activity and shares the same generic title pattern as the others.", + "best_issue_reason": "issue:43845 is the best available issue to anchor the cluster because it matches the repeated title pattern and was opened first; however, the lack of body detail makes this only a tentative choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "No shared bug description or target is available; the similarity is only superficial from short titles/body snippets." + "reason": "Different titles and no body details or explicit links tying them to the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Insufficient evidence that these describe the same underlying problem; only weak title similarity is present." + "reason": "Different titles and no concrete evidence they describe the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "The available metadata does not show a common concrete bug, just generic title overlap." + "reason": "Different titles and no concrete evidence they describe the same bug." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Identical generic titles alone are not enough to confirm a duplicate without body or target evidence." + "reason": "The titles match, but there is no issue text or linkage proving they are the same underlying report; keep strict and reject." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "No concrete issue details are present to justify treating these as the same report." + "reason": "The titles match, but there is no issue text or linkage proving they are the same underlying report; keep strict and reject." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "The pair lacks any substantive evidence beyond broad title similarity, so duplicate status is not supported." + "reason": "The titles match, but there is no issue text or linkage proving they are the same underlying report; keep strict and reject." } ] }, @@ -18591,8 +18512,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -18613,88 +18534,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "793e4744f25e0f8627164b3db25be0139b7253e09f8e5de68abd3ad7a5954f2e", + "prepared_review_unit_hash": "8cff16aca8cf9015d491d5e4177a3409ff14055d6b81c5d3a61d2be8132fe514", "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": 5785, + "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": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not genuine duplicates of one bug/change; they look like unrelated spam or low-signal issues with only superficial title similarity. No PRs are present.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster looks like unrelated low-information/spam issues rather than a true duplicate set. The only strong similarity is generic or identical spam-like titles, with no substantive bodies, links, or code context to prove a shared underlying problem.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44572 is the most representative anchor only because it shares the exact '' title with 44573 and fits the dominant spam-like pattern in the cluster; however, the issues do not provide enough real content to justify a genuine canonical bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the most generic placeholder-style item, but the cluster does not form a true duplicate set.", + "best_issue_reason": "Issue 44572 is the best available issue anchor for triage, but only as a placeholder: it is one of the exact '' duplicates and there is no meaningful technical content to prefer any other issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders, but there is no evidence they describe the same underlying issue." + "reason": "Both are generic spam-title issues with no body/context; identical wording alone is not enough to prove the same underlying report." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Shared spammy format only; no concrete bug or change matches." + "reason": "Both are generic spam-title issues with no substantive evidence of the same bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a generic spam placeholder and the other is a documentation-suggestion title; unrelated." + "reason": "One is '' and the other is a generic documentation suggestion; no concrete shared issue is visible." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Generic spam vs. a specific-looking phrase about Google LLC; no same underlying problem." + "reason": "'Check out \"Google LLC\"' is unrelated spam-like content; no shared underlying problem with ''." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement and spam placeholder are not the same issue." + "reason": "Documentation-enhancement wording does not match the spam issue in any concrete way." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Only superficial similarity in low-information titles; no shared problem statement." + "reason": "A documentation suggestion and a spam placeholder are not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no substantive evidence they refer to the same report." + "reason": "They have the same spam-like title, but there is no actual issue description or target to confirm a true duplicate report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Different titles and no technical context tying them to one defect." + "reason": "The titles indicate different spam content and no shared technical defect." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No shared code path or explicit linkage; reject as duplicate." + "reason": "Different spam-like topics with no evidence of the same underlying bug or change." } ] }, @@ -18713,8 +18634,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -18724,46 +18645,46 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "5ba7cfb17f4a64a167d899bf28d52005fe1800e26495556bf20b42fa6a6cd8a1", + "prepared_review_unit_hash": "49aac96638fd4cc54a3e7965deb168173b9905e7a1f28b65025580cc3be38450", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are duplicate issue reports with the same title and very similar content, describing the same energy-reduction proposal. Issue #45145 is the better canonical choice because it was created earlier and already has an inbound reference.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 is slightly preferable as the canonical issue because it was created earlier and already has an inbound reference, while #45151 appears to be the later duplicate.", + "summary": "Two closed issues with near-identical titles and highly similar bodies, clearly describing the same energy-optimization writeup/topic. They should be treated as duplicates, with the earlier and slightly more referenced issue as canonical.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 was created earlier and already has an inbound reference, so it is the better canonical record for the same duplicated topic.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to keep as the primary tracker: same topic as #45151, earlier creation time, and more established discussion footprint.", + "best_issue_reason": "Issue #45145 is the best issue representative because it is the earliest instance and has marginally more reference activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and same apparent report; this looks like a duplicate issue for the same underlying request." + "reason": "Same title, same subject matter, and highly similar body content; these look like duplicate reports of the same underlying issue/topic." } ] }, "evaluator_result": { "accept": true, - "feedback": "The canonical-issue choice is grounded in the packet: #45145 was created earlier and has an inbound reference, while #45151 is later with no inbound references. The duplicate-issue verdict is also supported by the identical titles and soft-similarity signal. No clear overstatement beyond the available evidence." + "feedback": "The conclusion is grounded in the packet: the titles are identical, the bodies are similar in length, and the soft-similarity signal supports treating them as duplicates. The canonical choice is also conservative (earlier issue with one inbound reference). One small caution: avoid overstating body-content certainty since the packet does not expose the full bodies here." }, "evaluator_used": true, "retried": false, @@ -18833,8 +18754,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -18844,7 +18765,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "efe260d6eab4a9a8c569b6df8a6a46a68b072c426cdcc879cdb1f67c8a27ee01", + "prepared_review_unit_hash": "01eabb7a2406b21eb5a70fe19ed9beda314b82ec002ba6a512cd3e9f98bedf69", "component_budget": { "node_count": 2, "item_count": 2, @@ -18866,18 +18787,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like two different 4-bit inference bugs: one is a Gemma4/audio-module dtype issue triggered by `torch.finfo()` on `uint8` weights, the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and causes an assertion failure. They share the same broad area but not the same underlying failure mode.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45674 is the better canonical issue for this cluster because it states a concrete configuration regression with a clear failure path; issue 45672 appears to be a separate, model-specific dtype error rather than the same bug.", + "summary": "These are not duplicates: both involve 4-bit inference, but one is a Gemma4/audio-module uint8 dtype crash and the other is a BitsAndBytesConfig regression where llm_int8_skip_modules removes the default lm_head exclusion.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45674 is the better canonical representative because it describes a specific, reproducible configuration bug in BitsAndBytesConfig with a clear failure mode and broader applicability than the Gemma4-specific dtype crash.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the strongest representative because it describes a general, actionable 4-bit inference bug in `BitsAndBytesConfig`, whereas 45672 is narrower and tied to Gemma4 audio modules.", + "best_issue_reason": "Issue 45674 is the strongest issue to anchor the cluster if one must be chosen: it is more general, has a precise causal mechanism, and is less model-specific than 45672.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both mention 4-bit inference, but the failures are different: `torch.finfo()` on `uint8` weights in audio modules versus a skipped-module exclusion regression causing an assertion. Not the same underlying bug." + "reason": "Both are 4-bit inference failures, but the underlying bugs differ: 45672 is a torch.finfo(uint8) TypeError in Gemma4/audio modules, while 45674 is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion in BitsAndBytesConfig." } ] }, @@ -18896,8 +18817,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -18907,7 +18828,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "45076df33bf696a60dc81435a103fea2000b4f9d25e88eaf4bf7ff2927377758", + "prepared_review_unit_hash": "79b17fe319b3d341192f7fca9320edb56a5fda66a8838aa41bc3130a0ff8f46f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18929,18 +18850,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items look like unrelated, low-signal closed issues with only personal-name/date titles and no body or technical context. They should not be clustered as duplicates.", + "summary": "These two closed issues are unrelated one-line reports containing different personal-name/date strings; there is no evidence they describe the same bug or request.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue: the issues do not share a concrete problem statement or context, so they should not be treated as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No best representative for a duplicate cluster: neither issue appears to be a duplicate of the other, so there is no meaningful canonical issue to select.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles refer to different names and different dates, with no shared bug report, feature request, or technical context. This is not the same underlying issue." + "reason": "Reject: the titles are different personal-name/date strings with no shared bug, feature, or code context, so they do not look like the same underlying issue." } ] }, @@ -18959,8 +18880,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -18970,7 +18891,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "e01f4268c4e9230bd9b5e3273bd1e26b15d59bf83b615ad0cf6f85f4ba42a884", + "prepared_review_unit_hash": "89d469ab2f72b5f340245d533b1fbbc40eb7b2b2ca00f5a75459fa92a853488c", "component_budget": { "node_count": 2, "item_count": 2, @@ -18992,18 +18913,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates; they look like unrelated closed issues with only superficial title similarity from personal names/dates.", + "summary": "These two closed issues do not appear to describe the same bug or request; they are separate, content-free entries with different personal-name titles. The soft similarity is not enough to treat them as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because neither contains any real problem description, repro, or actionable content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different named subjects and dates, no shared body, targets, filenames, or code-related context; not the same underlying issue." + "reason": "Only superficial similarity in title format; the names and dates differ and there is no shared bug/report content to indicate the same underlying issue." } ] }, @@ -19022,8 +18943,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -19033,12 +18954,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "e1de639e7eb24e8fd7a944d87d8ccf712e29514279e5f411267d45176540ebf7", + "prepared_review_unit_hash": "44a66418904ef2aa6154220b04e28c09f8feadc2b0544e69d6856a3a5bb0baf6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19046,7 +18967,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19055,18 +18976,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other requests FP8 training support. The soft similarity signal is not enough to treat them as duplicates.", - "confidence": 0.98, + "summary": "These two issues are not duplicates: one requests a new token-classification model class, while the other requests FP8 training support. They address different code paths and different user needs.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #45810 is the more concrete, narrowly scoped feature request and is a better representative issue for this set, though it is still unrelated to #46295.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests and code paths: model-class addition vs FP8 training support." + "reason": "Different requests in different areas: model class addition vs FP8 training support. They do not describe the same underlying bug or change." } ] }, @@ -19085,8 +19006,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -19106,88 +19027,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "434fb9c7093308f13bcb025257b5585ece98e96f9f154486699caea864deb6ef", + "prepared_review_unit_hash": "d31f0c1f20bdc44990fca5675a43ca11b534e8871111b2c8c21b902180ef21cf", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "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 set most likely splits into two near-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 looks separate and only loosely related by broad financial theme. The evidence supports duplicate triage, but not a claim of exact duplication.", - "confidence": 0.87, - "canonical_issue_reason": "45870 is the clearest representative for the example-request pair because 45871 matches it extremely closely in title and body length; this is strong near-duplicate evidence, though not enough to prove an exact duplicate.", + "summary": "The cluster splits into two likely duplicate issue pairs (45870/45871 and 45872/45873) plus a separate dataset promo issue (45869). The duplicate calls should be conservative: same title and identical body length make them likely duplicates, but the packet does not prove exact match.", + "confidence": 0.89, + "canonical_issue_reason": "No single cluster-wide canonical issue: the evidence supports two separate likely-duplicate pairs, while 45869 is a different topic. Treat the duplicates pairwise rather than collapsing all five into one set.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is a good anchor for deduping one pair, but there is no single canonical issue for all five: 45872/45873 form a separate near-duplicate pair, and 45869 is distinct.", + "best_issue_reason": "If forced to choose one representative, 45870 is a reasonable pick because it is the earlier issue in one of the likely-duplicate pairs; however, there is no true cluster-wide best because the cluster contains multiple topics.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different request types: a dataset bundle offer versus an example/tutorial request." + "reason": "Dataset bundle promo versus a DataForge example issue; same general finance theme, but not the same underlying request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different request types: a dataset bundle offer versus an example/tutorial request." + "reason": "Related finance theme only; the dataset promo is a different issue from the DataForge example post." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Very likely duplicate: identical title and matching body length/overall request wording." + "reason": "Same title and identical body length, so these look like likely duplicates, though the body content is not visible here." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related financial/DataForge theme, but the requests are different: an example request versus a scraping-service request." + "reason": "Different issue topic: example prediction post versus scraping-service request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related financial/DataForge theme, but the requests are different: an example request versus a scraping-service request." + "reason": "Same broad DataForge framing, but the concrete request differs from the example-prediction issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related theme only; the request wording points to different needs, so there is not enough evidence of the same underlying issue." + "reason": "Different concrete topic: example prediction post versus scraping-service request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related theme only; the request wording points to different needs, so there is not enough evidence of the same underlying issue." + "reason": "Same broad theme only; not the same underlying issue as the example-prediction pair." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Very likely duplicate: identical title and matching body length/overall request wording." + "reason": "Same title and identical body length, so these look like likely duplicates, though the body content is not visible here." } ] }, "evaluator_result": { "accept": false, - "feedback": "The clustering is too strong in a few places. The packet only provides soft_similarity plus matching titles/body lengths, which supports near-duplicate or very likely duplicate, but not a fully grounded claim of \"exact duplicate.\" Also, phrases like \"different code paths\" are unsupported because there is no diff/code evidence. The overall split into two duplicate pairs plus one separate item is plausible, but the soft-edge verdicts and summary should be more conservative." + "feedback": "The cluster-level split is plausible, but the analyst overstates the evidence. The packet only shows titles, body lengths, and soft-similarity scores; it does not establish \"exact duplicate\" or \"matching issue content.\" The two accepted soft edges (45870/45871 and 45872/45873) should be stated more conservatively as likely duplicates based on identical titles/body lengths, not exact matches. Because the verdicts are not conservative enough, reject." }, "evaluator_used": true, "retried": true, @@ -19203,8 +19124,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -19214,46 +19135,46 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "cba103cba046a56ae73fe5d5d0f80d4a829b633c661c46e90c36c74b64223420", + "prepared_review_unit_hash": "a82533d9dd6b65b73782c4bb8512f57cd7f666424af3664cc394164891420a8d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related in topic (`cache_implementation=\"static\"` and linear-attention behavior), but the packet only provides soft similarity and no direct evidence that they are the same bug. Issue 46439 is the broader, more general report, while 46441 looks like a possibly related but distinct symptom report.", - "confidence": 0.47, - "canonical_issue_reason": "Issue 46439 is the better canonical issue only in a tentative sense: it describes the broader static-cache / linear-attention failure mode, whereas 46441 is a narrower Qwen3.5 `KeyError` symptom. The evidence here is not strong enough to prove they share the same root cause.", + "summary": "#46439 is the better canonical issue because it describes the broader static-cache/linear-attention failure mode, while #46441 is a narrower Qwen3.5 symptom report. The two look possibly related, but the evidence is too weak to treat them as the same bug.", + "confidence": 0.8, + "canonical_issue_reason": "issue #46439 is the broader root-cause report: static cache `early_initialization` corrupting linear-attention layers with wrong shapes and runtime errors.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best issue candidate because it is more general and mechanism-focused, making it the most suitable representative if these reports are later confirmed related.", + "best_issue_reason": "#46439 is the best representative because it captures the underlying bug generically, not just one model-specific manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "The evidence is too weak to treat these as the same underlying bug. They share a broad static-cache / linear-attention theme, but the packet only shows title-level similarity and no direct linkage tying the shape corruption report to the Qwen3.5 `KeyError`." + "reason": "This pair is only supported by `soft_similarity`; there are no shared filenames or explicit targets, and `deterministic_accept` is false. #46441 may be a related manifestation, but the evidence is not strong enough to confirm the same underlying bug." } ] }, "evaluator_result": { "accept": false, - "feedback": "The clustering is a bit too strong for the evidence in the packet. We only have title-level similarity plus a soft-similarity signal; there is no direct linkage showing issue 46441 is a symptom of the same bug as 46439. The summary and canonicalization language go beyond what\u2019s grounded here by asserting a shared underlying root cause rather than a plausible relation. A more conservative verdict would keep this as a tentative similarity, not an accepted same-bug pair." + "feedback": "The canonical issue choice is plausible, but the soft-edge acceptance is too strong for the packet. The only explicit pair evidence is `soft_similarity` with no shared filenames/targets and `deterministic_accept: false`, so saying the issues \u201cpoint to the same\u201d bug overstates what\u2019s grounded here. A more conservative verdict would be to note possible relatedness without accepting the edge." }, "evaluator_used": true, "retried": true, @@ -19269,8 +19190,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-39895-14", "nodes": [ @@ -19473,8 +19394,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40546-3", "nodes": [ @@ -19544,8 +19465,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40755-2", "nodes": [ @@ -19670,8 +19591,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41797-3", "nodes": [ @@ -19741,8 +19662,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42975-2", "nodes": [ @@ -19804,8 +19725,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42978-4", "nodes": [ @@ -19904,8 +19825,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43291-4", "nodes": [ @@ -20004,8 +19925,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43488-2", "nodes": [ @@ -20067,8 +19988,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43612-2", "nodes": [ @@ -20130,8 +20051,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43651-2", "nodes": [ @@ -20193,8 +20114,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43656-2", "nodes": [ @@ -20322,8 +20243,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -20832,8 +20753,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -20936,8 +20857,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43998-13", "nodes": [ @@ -21298,8 +21219,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44662-2", "nodes": [ @@ -21361,8 +21282,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44979-2", "nodes": [ @@ -21424,8 +21345,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45086-2", "nodes": [ @@ -21487,8 +21408,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45115-2", "nodes": [ @@ -21550,8 +21471,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45332-2", "nodes": [ @@ -21613,8 +21534,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45415-2", "nodes": [ @@ -21676,8 +21597,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45513-2", "nodes": [ @@ -21739,8 +21660,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45548-2", "nodes": [ @@ -21802,8 +21723,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45639-2", "nodes": [ @@ -21865,8 +21786,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45670-3", "nodes": [ @@ -21943,8 +21864,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45720-2", "nodes": [ @@ -22072,8 +21993,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45932-2", "nodes": [ @@ -22135,8 +22056,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46073-3", "nodes": [ @@ -22213,8 +22134,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46126-2", "nodes": [ @@ -22276,8 +22197,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46138-6", "nodes": [ @@ -22441,8 +22362,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46152-2", "nodes": [ @@ -22504,8 +22425,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46173-3", "nodes": [ @@ -22641,8 +22562,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46376-2", "nodes": [ diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index f4263918d957ceeb68ed4e3c40b4320004414b57..05fec2e31607d6c5a2c42b6510a7ef90ddba47e3 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260609t180023z", + "analysis_id": "hybrid-model-20260610t000024z", "archived_artifacts": { - "hybrid": "snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-09T18:07:18Z", + "published_at": "2026-06-10T00:08:08Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260609T180023Z", + "snapshot_id": "20260610T000024Z", "variant": "hybrid" } diff --git a/snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.json b/snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..e3e7f96ba77ea17bd36b532ba62e0035851b43c2 --- /dev/null +++ b/snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.json @@ -0,0 +1,2138 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260610T000024Z", + "generated_at": "2026-06-10T00:08:06Z", + "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-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-45987-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45987.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45987, + "canonical_pr_number": 46173, + "issue_numbers": [ + 45987 + ], + "pr_numbers": [ + 46173, + 46474 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46173, + "right_pr_number": 46474, + "code_similarity": 1.0, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "src/transformers/cache_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cache_utils.py", + "left_ranges": [ + [ + 69, + 75 + ], + [ + 375, + 381 + ] + ], + "right_ranges": [ + [ + 69, + 75 + ], + [ + 375, + 381 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46291-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46291.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46291, + "canonical_pr_number": 46293, + "issue_numbers": [ + 46291 + ], + "pr_numbers": [ + 46293, + 46478 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46293, + "right_pr_number": 46478, + "code_similarity": 0.483, + "size_similarity": 0.325, + "file_overlap": 0.333, + "area_overlap": 0.862, + "patch_similarity": 0.111, + "shared_filenames": [ + "src/transformers/integrations/hub_kernels.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 89, + 180 + ], + [ + 233, + 247 + ] + ], + "right_ranges": [ + [ + 89, + 181 + ], + [ + 234, + 248 + ], + [ + 263, + 269 + ], + [ + 360, + 366 + ] + ] + } + ] + } + ] + }, + { + "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": 0.494, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.434, + "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": [ + [ + 3595, + 3602 + ], + [ + 3819, + 3853 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "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-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": [], + "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-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." + }, + { + "cluster_id": "cluster-45987-3", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46474 + ], + "target_issue_number": 45987, + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46291-3", + "canonical_pr_number": 46293, + "duplicate_pr_numbers": [ + 46478 + ], + "target_issue_number": 46291, + "reason": "PRs in cluster-46291-3 are treated as duplicates because they converge on issue #46291 with closing_reference evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "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/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..3c8bbb692bee23c6b95725c42c1251206c7b2ade --- /dev/null +++ b/snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22621 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260610T000024Z", + "generated_at": "2026-06-10T00:08:06Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "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:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46468", + "issue:46515" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "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:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|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:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "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:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:45237|issue:46015", + "issue:43866|issue:46402", + "issue:45800|issue:46304" + ], + "prepared_review_unit_hash": "8d7fe39bedbf018d0ab112f2f49c002ee1124c5b279f044536ffd44769d159b9", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46518, + "estimated_input_tokens": 11630, + "estimated_eval_tokens": 23516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The DeepSpeed ZeRO-3 empty-index failures are genuine duplicates, but the Qwen3.5MoE rotary/offload pair does not have enough body-level overlap to treat as the same bug, so it should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43596 is the best canonical issue: it describes the shared DeepSpeed ZeRO-3 index-out-of-bounds/loading failure in the most generic form and fits both 43638 and 41762 well.", + "canonical_pr_reason": null, + "best_issue_reason": "43596 is the strongest cluster representative because it captures the common ZeRO-3 empty-dimension/index-0 failure without overfitting to a specific model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different problems and platforms: AMD GPU runtime failure vs MPS histogram op not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated model-specific dtype mismatch vs AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different bug classes: autocast dtype mismatch vs AMD GPU incompatibility." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and symptoms; no shared concrete failure path." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Both mention GPT-OSS/MoE, but one is AMD GPU support and the other is an invalid method call." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different failures: ONNX export vs Qwen3Moe FP8 configuration error." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and Qwen3 auto-device-map cuda assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different documentation/example problems; not the same underlying change." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup, but they reference different removed items." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: export-to-ONNX vs GenerationMixin import breakage." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training issues: SFT embedding unpacking vs resume-training with trust_remote_code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask-shape IndexError vs Gemma4 device-map mismatch are not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes: ZeRO-3 index error vs mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Only broad training/loading overlap; no evidence of the same underlying bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 empty-dimension index error is distinct from the mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different validation failures: generic mask shape mismatch vs video feature/token mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different errors and models; no shared concrete code path." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different resume-training and Nemotron-example issues." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template StopIteration vs resume-training failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Same broad training area only; no evidence of the same underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both are DeepSpeed-related, but collective mismatch and ZeRO-3 index error are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure during model loading; only the model name differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy routing vs GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization bug vs LoRA save/reload mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: Qwen-3 NVFP4 runtime error vs LoRA save/reload output mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to the mask-shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the weight-shape training error and collective mismatch are different failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "The titles suggest related Qwen3.5MoE rotary/offload areas, but that is not enough to confirm the same concrete bug without stronger body-level overlap." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and failure modes; no shared concrete bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Checkpointing size mismatch vs Trainer compute_loss signature change are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT loading error and GPT-OSS tensor-parallel issue are different." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific problems: dtype mismatch in Mistral-3 vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal issues, but reverse-embedding lookup and video token/feature mismatch are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different Qwen-3 NVFP4 vs GPT-OSS AMD runtime failures." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "vLLM config attribute error for Gemma3 is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both are torch compatibility complaints, but they do not identify the same concrete incompatibility." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 bugs: device-map mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch 2.10 incompatibility vs Qwen-3 NVFP4 runtime error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Activation checkpointing/FSDP issue and Qwen3 auto-device-map cuda assert are different failures." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different v5 docs removals: pipeline tasks vs transformers run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS integer histogram limitation are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT unpacking failure is unrelated to the MPS histogram error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is not the same as the autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch vs GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is not the same as the mask-shape IndexError." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU runtime failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption vs Sam3Model weights not loading are different problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are compatibility regressions, but they involve different torch/version breakages." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 empty-dimension/index-0 failure during model loading; Gemma3 and Bert are just different reproductions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one soft-edge acceptance is too strong for the packet. The accepted pair issue:45859 vs issue:45902 only shows related Qwen3.5MoE rotary/offload wording in the titles; that is not enough to safely call them the same underlying bug without more body-level overlap. The DeepSpeed ZeRO-3 duplicates (issue:43596/43638/41762) are well supported, and the canonical issue choice is reasonable, but the 45859/45902 acceptance overstates the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 2, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464" + ], + "prepared_review_unit_hash": "32f433ed1338de1beec756155d0a254c883c043abe38223c734be0a60298f4c5", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39731, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only a couple of soft pairs look like true duplicates. The strongest duplicate family is the v5 AutoTokenizer regression, and there is also a plausible shared DeepSpeed ZeRO-3 load-time index error. Most other pairs share only broad subsystem or symptom similarity, so I rejected them.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it is the broadest open report in the tokenizer-regression family, covering multiple affected model families and likely subsuming narrower duplicates like issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best overall issue to anchor the cluster: it is open, clearly describes the underlying regression, and has the widest scope among the near-duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Both are model-loading failures, but they point to different causes and subsystems; not the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 load-time \"index 0 out of bounds\" failure; the model differs, but the code path and likely fix overlap." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: missing Gemma3 config attribute for vLLM vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated errors: float8 storage type lookup vs USE_DISTRIBUTED=0 incompatibility." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they concern different documentation problems and not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model/input paths: Gemma4 device-mapping mismatch vs Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated failures across different tasks and models; not the same underlying issue." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: Voxtral processor failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger cross-entropy dispatch and Qwen3.5 video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different concerns: detokenization regression vs outdated RAG examples." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 compatibility are separate regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression: wrong token IDs in v5 across multiple model families; 45920 is the broader superset report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model-class loading failure; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and RAG docs are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor mismatch and distributed-build incompatibility are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model/config failures and not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors with ZeRO-3, but the reported symptoms and contexts differ enough to treat as separate." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading problems: unit-test load failure vs corrupted checkpoint." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 Bert loading issue and torch/transformers version incompatibility are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic config regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat, but one is a crash and the other is a streaming API failure; not enough evidence of the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime failures; no shared concrete code path." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: Gemma3 config attribute missing vs Gemma4 device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS Int histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and MPS histogram failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are indexing-related errors, but they arise in different trainer/model paths and do not look like the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern error are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-tensor load failure." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version compatibility issue and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different unsupported-model/loading issues; not the same underlying change." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and PretrainedConfig pydantic breakage are different config regressions." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different failure modes and contexts; no clear shared code path." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM and tied-weights translation-model issues are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and GPT-OSS TP-only failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: issue:45920 is a reasonable canonical anchor, and the only accepted soft pairs are conservative and supported by strong title-level overlap (especially the AutoTokenizer v5 regression family). The rejected pairs also stay cautious where the packet only shows broad symptom similarity. No overstatement 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": 20, + "review_unit_index": 3, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "e923f41a238c0b2aa14d0a15ac368d442d7f01b3d9b409ab63b75d3efad16e80", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with a few real duplicate families: non-persistent-buffer regression, Qwen3.5 video-input regression, and input-validation error-message bugs. Most other soft pairs are only broadly related by model family or subsystem and should remain separate.", + "confidence": 0.78, + "canonical_issue_reason": "43644 is the broadest/earliest report in the strongest duplicate family here; 43950 and 44534 look like the same non-persistent-buffer corruption regression.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the clearest reproduction-focused report of the non-persistent-buffer regression, so it is the best issue representative among the matched set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different regressions: init_empty_weights/_is_hf_initialized vs. PretrainedConfig/pydantic field handling." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated bugs: GGUF gpt-oss support vs. Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Different Qwen3-MoE sliding_window bug vs. a v5 pydantic/config regression." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal input issues, but one is image preprocessor dtype mismatch and the other is video token/feature mismatch; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are different failure modes." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different code paths: torch dynamo grouped_mm tracing vs. float8 storage lookup." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen3.5/Qwen3.5-MoE video-input regression; 46294 is a specific manifestation of the broader 44479 bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the reported shapes/code paths differ and do not point to the same defect." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a subjective quality complaint and the other is an AutoModel/pipeline misbehavior; not clearly the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different multimodal/model-init problems: unwrapping text_config vs. uninitialized rotary embedding memory." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different failures: FSDP weight-shape error vs. TRL SFT embedding unpacking issue." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Separate multimodal/training issues with different models and symptoms." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different model/regression areas: GPT-OSS perplexity vs. GLM5 behavior." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model init regression is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote-code/custom-module loading, but the cache-path collision and post-save_pretrained module mismatch are not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but these are different model families and different weight-tying regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash is a different subsystem from tied-weights regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer implementation issue is unrelated to a docs typo." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is distinct from tied-weight issues." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same input-validation/error-message bug; 46463 is the T5-specific instance of 45183's broader XOR validation issue." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions for different models and different symptoms." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unpacking Qwen3.5 embeddings in TRL is unrelated to GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Docs typo vs. removed run command documentation mismatch; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different tokenization/runtime failures in different models." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen NVFP4 runtime error is unrelated to GraniteMoEHybrid method dispatch." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of the same v5 non-persistent-buffer corruption regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is an embedding-quality complaint; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer bug; 43644 is the broader report and 43950 describes the same corruption more explicitly." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different TypeErrors/IndexErrors with unrelated training vs. ZeRO-3 loading code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are limited to clearly overlapping bug families (non-persistent-buffer corruption, Qwen3.5 video-input regression, and XOR/error-message validation), while the rejected pairs are appropriately cautious about shared model families or subsystems without stronger evidence of the same defect." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 4, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "560d85c3b4cd279cc2ba2c685fe54cca85fc347e032c260dc00c5d72df54bae1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37995, + "estimated_input_tokens": 9499, + "estimated_eval_tokens": 19254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of separate Transformers regressions, with the strongest cohesive subgroup around tokenizer/output regressions in v5. Most soft pairs are not true duplicates; one pair is plausibly the same tokenizer bug family.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the shared tokenizer regression class: incorrect token IDs across multiple models in v5. It captures the common failure mode better than the narrower follow-up reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue anchor for the cluster because it is general, open, and centered on the core shared code-path problem affecting multiple model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: one is a dtype mismatch under autocast, the other is a Qwen3.5 attention/position_ids NaN/illegal-memory issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading/compatibility errors, but they involve different low-level incompatibilities and different failure signatures." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Both describe v5 tokenizer output/token-id regressions; 46489 reads like a specific DeepSeek-Coder v1 manifestation of the broader issue in 45920." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffer/materialization problems, but one is a broad from_pretrained non-persistent buffer regression and the other is a specific Qwen3_5Moe inv_freq materialization bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated topics: a corrupted checkpoint versus an issue about loading noise." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different problem classes: model-quality regression for SigLIP2 versus a tokenizer-version change issue." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but different symptom and no clear evidence of the same underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading errors with no shared concrete code path." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is flash-attention packed-sequence misinterpretation and the other is CPU-offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different failure mechanisms; no clear duplicate evidence." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention training/memory concerns, but they are distinct bugs with different triggers and code paths." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related SigLIP2 topic, but one is a symptom report and the other is an implementation-discrepancy report; not enough to treat as the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-specific loading failures." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "A generic loading-noise complaint is not the same bug as a specific model load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different runtime/training behaviors: DeepSpeed weight shape error versus early-stopping metric handling." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug versus import-time flash-attn lookup on Python 3.13; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different severity and likely different root cause; one is generic noise, the other is a concrete tokenizer load failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both concern training efficiency, but they are not the same concrete bug or code path." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related to remote-code loading, but 45020 is a broad umbrella issue and 43643 is a specific missing-fields symptom; too little evidence of one exact duplicate." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different DeepSpeed/quantization failures." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support error is unrelated to a device mismatch in Gemma4 forward." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-loading failures with no shared concrete defect." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and different attribute/loading errors." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing class versus a bitsandbytes storage-parameter incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression versus flash-attn fallback logic; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code breakage versus a Gemma4 device placement bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name edge case versus broad remote-code loading regressions; not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different Qwen-related problems: LoRA compatibility across versions versus a warning about tied embeddings." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different training/device issues with no shared bug signature." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex crash versus flash-attn fallback gating; unrelated." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different conversion functions and likely different loops." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek-tokenizer regressions, but the titles point to different concrete defects and models; not enough evidence they are the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading breakage and a Kimi-K2.5 tokenizer codec regression are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The soft-edge calls mostly separate distinct failure modes, and the one accepted tokenizer pair (45920/46489) is plausibly the same v5 tokenizer-regression family without overstating certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 5, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43742", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45399", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46515" + ], + "soft_pairs": [ + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43596|issue:46515", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:44560|issue:45685" + ], + "prepared_review_unit_hash": "18330106eea73c9789dc3d7254766aaeceefcb61e2b54471e7276b39548b34a4", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36680, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issues with a few clear duplicate subclusters. The strongest matches are the docs cleanup around removed pipeline tasks, the identical mask-shape IndexError reports, the BertModel/ZeRO-3 out-of-bounds loading reports, and the `_is_hf_initialized` loading regression; most other pairs are only broadly similar and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue fits the whole set; the clearest duplicate subcluster is 41093/44805, where 41093 is the best representative because it is the more generic formulation of the same mask-shape mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "41093 is the best issue to anchor the strongest duplicate pair: its wording is generic, and 44805 appears to be the same mask/tensor shape mismatch with different concrete sizes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: MobileLLM tokenizer/key loading vs flash-attn2 fallback gating. Same broad loading area, but not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Both concern model loading/state, but one is untied lm_head weights in Mistral3 and the other is non-persistent buffer corruption in from_pretrained(). Different code-path bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report obsolete docs still referencing removed pipeline tasks after v5; this looks like the same documentation cleanup." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` unexpected-argument TypeError during model loading; one shows it via bitsandbytes Int8Params, the other via init_empty_weights." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different regressions: Qwen3 MoE with FineGrainedFP8Config vs a bitsandbytes `_is_hf_initialized` compatibility issue." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` are related to audio preprocessing, but the reported failures are not clearly the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is a missing supports_gradient_checkpointing flag on a trust_remote_code variant." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and different failure modes; not enough evidence of a shared root cause." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed-related bugs: Qwen3 MoE weight conversion with accelerate+deepspeed vs gradient averaging with GAS/model_accepts_loss_kwargs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg and mask-shape IndexError are unrelated failures." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures in Qwen-family models, but the affected models and missing-weight patterns differ enough that this is not clearly one bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading issues, but GLM-4.7-Flash test loading and NemotronH checkpoint loading are distinct problems." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 RLHF NaNs from position_ids/SDPA fallback and a flash_attention.py s_aux=None crash are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are effectively the same mask/tensor shape mismatch IndexError, with only the concrete sizes changed." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both concern video handling in Qwen VL models, but one is a broad v5.3.0 regression and the other is a specific StopIteration in Qwen3-vl-embedding; not enough to merge." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; same general area, not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failure modes: NemotronH checkpoint loading vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and segmentation-map processing failure are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache / linear_attention crash and NemotronH checkpoint loading are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero-3 BertModel index-out-of-bounds and torch 2.4.1 incompatibility are not the same underlying issue." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs in different model components: Qwen2.5-VL rope scaling vs Qwen3.5-MoE rotary embedding materialization." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The BertModel zero-3 loading bug is unrelated to the torch version incompatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is a shared_kv_states/FSDP2 KeyError and the other is a device mismatch in PLE during forward; distinct bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Audio-flamingo embedding/token leakage across tracks and Whisper empty-transcription failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Both involve multimodal/video models, but the reported dtype mismatch and StopIteration are different failures." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and an MPS histogram int-typing error are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The accepted pairs are well-supported by the titles/bodies (docs cleanup, the `_is_hf_initialized` loading TypeError, and the mask-shape IndexError), and the rejected pairs do not overclaim shared root cause. The note that the cluster is mostly unrelated with a few clear duplicate subclusters is 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": 20, + "review_unit_index": 6, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:44683|issue:46515", + "issue:43824|issue:43957", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:46459|issue:46512", + "issue:42915|issue:44756", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:42491|issue:45276", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994" + ], + "prepared_review_unit_hash": "9d28ad13f10cb2bff3ad856a4d1542e67b14a3c419bb1d68bf80d8f9c7939a21", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37628, + "estimated_input_tokens": 9407, + "estimated_eval_tokens": 19070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues; only two pairs look like true duplicates: the non-persistent-buffer regression and the custom-model initialization regression. The SigLIP2 and several Qwen/Granite/tensorizer pairs are similar in topic but not the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items span many unrelated bugs. Among the clear duplicates, 44534 is the best anchor for the non-persistent-buffer regression, and 43646 is the best anchor for the custom-model initialization regression.", + "canonical_pr_reason": null, + "best_issue_reason": "44534 is the strongest global issue anchor: it is a clean, version-agnostic description of an exact duplicate of 43644, while the other candidates are either narrower variants or separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch incompatibility, but they describe different version-specific failures and different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: one is an import error for a missing class, the other is a meta-device model loading issue." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support versus a Float8 storage lookup error." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying bug: Transformers v5 breaks custom model initialization; 43645 is just a Jupyter-specific manifestation." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both are model-loading failures, but with different triggers and unrelated failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both touch attention/SDPA, but the model, symptom, and root cause are different." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.x, but one is a video StopIteration bug and the other is trainer-side embedding unpacking." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared underlying bug; a script execution failure is unrelated to GGUF architecture support." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and are not the same fix." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: Gemma4 device-mismatch versus a generic torch version incompatibility." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: tokenizer-mapping logic versus Gemma4 device placement." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: video StopIteration versus tensor mask shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and no clear shared root cause." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated regressions: the _is_hf_initialized flag versus a long-ocr index error." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-related, but they concern different models and different validation changes." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed ZeRO-3 initialization and TOKENIZER_MAPPING_NAMES behavior are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: ZeRO-3 with BertModel versus add-new-model-like logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No overlap in the underlying failure mode." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different causes: dequantized model offload failure versus mmap OOM avoidance." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same regression about non-persistent buffers being filled with junk; 44534 is the broader wording." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "The docs/example bug is not the same as the zero-probabilities inference bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and different loading/training paths." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen-related, but one is an auto-device-map CUDA assert and the other is an FP8 config failure." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype, but one is checkpoint loading and the other is from_config dtype propagation." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "No shared code-path problem." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: ZeRO-3 weight loading versus incorrect visual-encoder key saving." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar loading complaints, but different models and no evidence of the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Completely different models and failure modes." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA compatibility on qwen3_moe is unrelated to Gemma4 token-embedding resizing." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls are unrelated to the Nemotron example breakage." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they are distinct bugs: buffers versus custom-model initialization." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures on different models; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "The documentation example error and the model-output regression are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly unrelated, and the two accepted duplicate pairs (43644/44534 and 43645/43646) look supportable from the titles. The other soft-edge rejections are cautious and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 7, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "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:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:44387", + "issue:42491|issue:45292", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:42491|issue:43931", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:43854|issue:45216", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "237dd767b48f6171ef65ad0924a4cdd35d4162aa8f12b63b613628e440776d93", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38268, + "estimated_input_tokens": 9567, + "estimated_eval_tokens": 19390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issue cluster. The only clear duplicate-like pair in this packet is the Gemma4 resize_token_embeddings/output_embeddings report, where one issue is Gemma4-specific and the other is the broader phrasing of the same symptom.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45276 is the better canonical issue because its title is more specific: it names Gemma4 and includes both the embed_tokens_per_layer and output_embeddings behavior, while 45292 uses the broader output_embeddings phrasing.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the strongest issue candidate in this set because it is the most specific description of the resize_token_embeddings regression and covers the Gemma4-specific scope shown in the packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resume step calculation vs optimizer SGD args not being applied." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but they describe different model/code-path failures." + }, + { + "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 model families and different loading/conversion problems." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory pressure, but not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs resize_token_embeddings/output_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated model/loading topics." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models/APIs differ." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model-specific loading/compatibility issues." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different frontends and model classes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Same API name, but the titles point to different model-specific resize bugs." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling vs init_empty_weights argument handling are different problems." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures with different triggers." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but the reports are model-specific and not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated issues: Qwen3 auto device mapping crash vs AudioFlamingo3 batched inference leak." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failure are different problems." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related load problems, but the packet does not show a shared root cause." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation/example issue versus GLM5 loading issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA is unrelated to T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Related theme, but offloading failure and int4 CUDA memory regression are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different failure points." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Init-empty-weights loading error vs mmap OOM are different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs in Gemma4 training and Qwen3 MoE offload." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both concern quantized loading, but they target different models/schemes." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime problems: token leakage vs device mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both can cause memory issues, but the root causes differ." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and mmap OOM are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different config bug versus Gemma4 FSDP2 attention failure." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "The titles indicate the same resize_token_embeddings regression, with 45276 being the Gemma4-specific version and 45292 the broader wording." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Related by model family at most, but not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS MoE histogram error is unrelated to the Nemotron example failure." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different loading/saving regressions." + }, + { + "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": false, + "feedback": "The overall clustering judgment is plausible, but the canonical-issue rationale overstates what is supported by the packet. From the provided metadata/titles we can infer that 45276 is Gemma4-specific and 45292 is the broader resize_token_embeddings/output_embeddings report, but we cannot verify claims like \"detailed reproduction\" or that it \"fully describes\" the failure. Please keep the justification limited to what is directly grounded in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 8, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "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:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:42796|issue:46326", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43994|issue:44079", + "issue:43299|issue:43931" + ], + "prepared_review_unit_hash": "a46f4aa2f503d1024b7b5f15e1727f512982ee01ca25de8f4c4c599402f77224", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36484, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers regression reports grouped by broad semantic similarity. The only clear duplicate-like pair is the resize_token_embeddings/output-embedding bug; the Qwen3-VL MoE loading pair also looks like the same underlying model-loading failure.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45698 is the most active and currently open report, with multiple inbound references and a broad, user-facing custom-model save/load failure that best represents the cluster\u2019s serialization-related regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest representative issue here because it is active, well-scoped, and central to a core save/load code path with clear external impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is a BPE-marker handling bug and the other is continue_final_message behavior for mistral_common; different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems: Qwen video-input regression vs. granite_speech config loading/strict config handling." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "One is eval-mode gradient checkpointing, the other is Qwen3.5 RLHF numerical instability from 3D position_ids/SDPA fallback; not the same bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom model save/load, but one is read-only file permission propagation and the other is wrong module resolution after save_pretrained." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash_attention sink-less crash vs. Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer checkpoint-resume max_steps calculation." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: the resized weights are not propagated to the output/decoder embeddings, with t5gemma as a model-specific manifestation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization breakage is not the same as save/from_pretrained extra_state handling." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/device-related, but one is autocast mismatch on Phi-tiny-MoE and the other is meta-device loading failures on different models." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for pad/unk tokens is not the same as a general inability to load ScandiBERT." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader/platform-level, while the other is a model-specific autocast dtype mismatch." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids is unrelated to CodeLlama leading-space round-trip behavior." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs are wrong, while the other issue is about convert_tokens_to_ids slowness; different symptoms and fixes." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap OOM behavior." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device-map mismatch are different code paths." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to tokenization changes in transformers version." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading regression is not the same as notebook-defined custom model initialization failure." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is not the same as Gemma4 device placement mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A general torch incompatibility is not the same as a Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and compile non-template nodes are different failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export.export with torch_compilable_check is unrelated to Perceiver non-default resolution interpolation failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen models and an index/mask shape mismatch are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and non-template node compilation are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated regressions." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Outdated return_all_scores docs are separate from docs for removed pipeline tasks." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking in TRL SFT trainer are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as the mistral_common continue_final_message tokenizer bug." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized-model save/load breakage is unrelated to continue_final_message tokenizer behavior." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 nonsense outputs and ModelOutput key assignment with None are different failure modes." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both describe the same Qwen3-VL MoE loading regression: a broad dev0 breakage showing up as specific weight-shape mismatch on a Qwen3-VL-30B-A3B-Instruct checkpoint." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering judgment is grounded in the packet. The two accepted pairs are conservative and well-supported by the issue titles and descriptions: resize_token_embeddings/output_embeddings, and the Qwen3-VL model-loading shape-mismatch reports. The rejected pairs generally involve clearly different subsystems or failure modes. Canonical issue selection is also defensible from the packet metadata (open, active, multiple inbound refs)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 9, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:39404|issue:44671", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:43582|issue:43632", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:40990|issue:43421", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:42175|issue:46178", + "issue:43541|issue:45084", + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:43883|issue:44488" + ], + "prepared_review_unit_hash": "7f26d4145cb70e3fed33c9a57ccb81c6b94bb08f831c47185f41749e8ec6be83", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is loosely centered on Transformers v5/v5.x regression reports, especially model/tokenizer loading and initialization issues, but many pairs are still unrelated concrete bugs. I did not find any PRs in the cluster.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the dominant theme: v5 breaking model loading/initialization behavior across models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single anchor for the cluster because it describes the most general and recurring failure mode seen across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Different subsystems and failures: T5 tokenizer method conflict vs gguf loading path breakage." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model regressions, but they affect different models and different concrete code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated: extra_state save/load handling vs composite Qwen config unwrapping." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different problem domains: DeepSpeed zero3/BertModel init vs torch 2.9 flex_attention compilation." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizers, but one is a model-specific tokenizer load failure and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Different runtime environments and causes: Qwen3 MoE training memory usage vs Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Different bugs: checkpoint extra_state handling vs Whisper video-input regression." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Mistral3 lm_head weight tying." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but one ignores tokenizer.json and the other is a DeepSeek-Coder tokenization output regression." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to CamemBERT masked-LM prediction changes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are model load issues, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registration logic vs compiled flex_attention are unrelated code paths." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they concern different repositories and likely different root causes." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Different performance/device issues: XLNet CPU arange placement vs Qwen3.5 MoE CPU offload incompatibility." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model-structure regressions: CLIP text-model structure mismatch vs Sam3 text encoder weights loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral dtype mismatch in multimodal preprocessing is unrelated to template compilation errors." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer load conflict and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss is unrelated to runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type crashes." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multimodal IterableDataset failures are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they concern different models and no shared concrete bug is evident." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Package backend omission and BACKENDS_MAPPING validation errors are different backend-selection issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing failure is unrelated to non-template-node compilation errors." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper special-token handling, but one is batch_decode skipping and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 training and Qwen3.5 PagedAttentionCache crashes are different failures." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one concerns non-persistent buffers and the other custom model initialization; too broad to merge." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal fine-tuning with multiple images and Mistral-common final-message handling are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for sleng-bert." + } + ] + }, + "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": 20, + "review_unit_index": 10, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:44849|issue:45325", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43645|issue:44534", + "issue:43883|issue:44991", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:43322|issue:43540", + "issue:28530|issue:34567", + "issue:43089|issue:45987", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44265|issue:44610", + "issue:42915|issue:44291", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:44991|issue:46315", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:36032|issue:41720" + ], + "prepared_review_unit_hash": "f11cd03c0331b2e50a4492ae8723ef1df516087ab15faea527d37322672ac38a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37183, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster. The only clearly supported duplicate subgroup is the Qwen3.5 `save_pretrained` regression pair (45216/45357); the other soft links are too broad or point to different root causes.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45216 is the best canonical anchor: it reports the core Qwen3.5 `save_pretrained` regression, and 45357 is a later follow-up showing the same incorrect visual encoder keys persist.", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the strongest representative issue in the cluster because it captures the main Qwen3.5 checkpoint-saving defect and has a closely matching follow-up in 45357.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but they describe different failures: unsupported `center` handling vs fbank feature extraction." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF/model loading, but the titles point to different failures and not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer constructor conflict and custom model initialization in notebooks are unrelated regressions." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized offload loading failure and Qwen2.5-GGUF loading failure are different code paths and error modes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated bugs." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but for different models and likely different root causes." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL temporal position-id scaling bug are different defects." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and `get_seq_length()` returning the wrong type are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Sampling-rate defaulting and missing padding-mask support are distinct audio issues." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and `continue_final_message` behavior are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to non-persistent buffer serialization junk." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights attribute and tokenizer loading failure are different problems." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression and buffer serialization corruption are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a model-tying bug and the other is device-dependent serialization." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise is not the same as the Mistral regex crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 model-loading failure and template compilation error are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Bad vision-model outputs and processor size mismatch are different regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support and missing STE affect different audio mechanisms." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault and Qwen3OmniMoe video ValueError are different failures." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric handling and `num_input_tokens_seen` updates are unrelated trainer issues." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same defect as the cache sequence-length contract violation." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are different tokenizer/model issues." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model loading regression and tokenizer regex crash are different bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with `torch_compilable_check` is unrelated to OmDet-Turbo preprocessing size." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config loading and `_is_hf_initialized` argument errors are different initialization failures." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 `save_pretrained` regression producing incorrect checkpoint contents; 45357 is a direct follow-up." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer constructor conflict and MobileLLM key error are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and tokenizer conversion slowdown are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken constructor conflict is not the same as a model loading failure." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both involve float8/fp8, but they are different code paths and failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression across several Qwen models and still-image temporal position-id scaling are not the same root bug." + }, + { + "left": "issue:44534", + "right": "issue:44683", + "accept": false, + "reason": "Non-persistent buffer junk and compiled flex_attention failure are unrelated regressions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The Qwen3.5 save_pretrained pair is well grounded, but the other accepted soft-edge links are too strong for the packet evidence. `43452` vs `43482` are both GGUF/loading issues, yet the titles do not support the same root bug. `44479` vs `45325` are both Qwen/VL-related, but one is a broad video-input regression and the other is a still-image temporal position-id scaling bug; that is not enough to call them the same defect. The summary also overstates the cluster structure by describing these as clear duplicate subgroups. Conservative links would be to reject these softer matches and keep only the clearly supported Qwen3.5 pair." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 11, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:43531|issue:44877", + "issue:43632|issue:44756", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:42796|issue:43746", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43381|issue:45923", + "issue:44079|issue:45663", + "issue:44291|issue:44589", + "issue:43421|issue:44568", + "issue:41553|issue:43582", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:44829|issue:45479", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43531|issue:44291", + "issue:43377|issue:45491", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "c4d421295e85b599a102ccbca40a5c53cb2646799151664a6c97f73e030f6c2a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37140, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bag of unrelated Transformers issues, with only a mild tokenizer/v5 regression theme. I do not see any true duplicate PRs, and none of the soft issue pairs look like the same underlying bug or change.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 45812 is the broadest, most central tokenizer regression in the set: it describes a silent v4\u2192v5 break affecting all Granite models and has inbound references, making it the best single umbrella issue among otherwise disparate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the strongest standalone issue to anchor the cluster because it is user-impactful, cross-cutting, and closer to a root-cause tokenizer regression than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding-window behavior vs GraniteSpeech config strictness." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: _is_hf_initialized regression vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different code paths: base_model_prefix loading vs non-persistent buffer initialization." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but distinct bugs: iterable-dataset multi-image training vs rope index scaling." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Different subsystems: tokenizer BPE markers vs PEFT/local-checkpoint loading." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility issue vs noisy loading output; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model/load failures: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding window." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behavior (Granite IDs vs CodeLlama round-trip spacing)." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Distinct runtime failures: Whisper execution vs missing Float8 storage object." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Different issues: extra load-time noise vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions with no shared failing code path." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different training scenarios and failure modes; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated issues: perplexity anomaly vs Whisper batch_decode behavior." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode error is different from missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key handling vs Gemma-4 FSDP2 attention KeyError are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5-related type errors, but they are clearly different bugs in different loading paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor syncing and the other is add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error message vs AppleSilicon allocator TypeError; unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training bugs with no shared code path." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading regression vs CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model/config failures; no evidence of the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different issues: dequantized model offload loading vs Qwen3 MoE training memory use." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are backend/package-related, but they are not the same installation bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training, but one is FA3 sequence-classification behavior and the other is a loss formulation bug." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal model loading defects with different symptoms and code paths." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal weights, but one is missing temporal attention and the other is wrong visual-encoder save keys." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Distinct internal regressions: ModelOutput key assignment vs buffer initialization." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Related to tokenizer loading, but one is ignored tokenizer.json and the other is wrong Granite token IDs." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different problems: sliding-window behavior vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different batching/padding bugs in different models and code paths." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different Qwen/model-loading failures; one is cudaErrorAssert during device mapping, the other is a Mistral tokenizer patch crash." + } + ] + }, + "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": 20, + "review_unit_index": 12, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:43749|issue:44079", + "issue:45325|issue:45381", + "issue:42175|issue:43296", + "issue:42796|issue:45381", + "issue:43994|issue:44898", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:43632|issue:45072", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43296|issue:45800", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:42796|issue:46209", + "issue:43881|issue:44488", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:44186|issue:44265", + "issue:39692|issue:40444", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:46305|issue:46315" + ], + "prepared_review_unit_hash": "9c16d55ced78fe817e99c3a4ec49852d5fe380c1681383b2ce01588fa722772f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37187, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose theme cluster around many unrelated Transformers regressions and model-specific bugs, not a tight duplicate set. I found no convincing duplicate pairs, so all soft edges are rejected. If forced to pick one issue as the cluster representative, 43611 is the broadest loading-regression report, but it does not actually cover the rest of the cluster.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43611 is the broadest and most general report in the set (Transformers 5.0.0 breaking model loading via base_model_prefix), so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 best fits as a representative issue because it describes a generic v5 loading regression rather than a narrow model-specific symptom, but the surrounding items are too diverse to treat it as a true umbrella duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different failure modes: buffer serialization/junk vs ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL regressions, but one is multi-image finetuning and the other is video position ids; not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated code paths: torch.export with torch_compilable_check vs bfloat16 dtype mismatches." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but the concrete breakage differs: base_model_prefix loading vs custom model initialization." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU-efficient loading vs ModelOutput key handling are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related area, but still-image temporal scaling and video vision_position_ids are distinct symptoms and likely distinct fixes." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow packaging/backend issue vs PaddleOCR-VL load failure in vLLM." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL position-id regressions." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and bugs: SigLIP2 bad outputs vs Perceiver resolution/interpolation failure." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure is not the same as meta-device loading breakage." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision/model-input issues, but one is Qwen2.5-VL position ids and the other is Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model-specific tying bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage is unrelated to dtype mismatch during inference." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and failures: FP8 config handling vs GGUF loading in v5." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position ids." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument vs strict config loading are different load-time problems." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure surfaces: Qwen VL video regression vs Gemma4 device-map mismatch." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure and torch/transformers compatibility are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and tokenization version changes are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch vs torch.export/torch_compilable_check are different issues." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer marker handling vs FP8 inference on B200 are different problems." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and symptoms: glm-4v loading failure vs sleng-bert loading failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug vs Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head tying bug and Bamba SDPA/torch.compile failure are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/example problems and Qwen2.5-VL multi-image finetuning failure are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents/STE mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes despite both involving device maps." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one and tokenizer performance regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 13, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:42796|issue:44977", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:40990|issue:42947", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:43526|issue:43883", + "issue:42617|issue:42915", + "issue:44466|issue:45357", + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:26413|issue:28530", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43550|issue:43720" + ], + "prepared_review_unit_hash": "523e00551cf52a4d1db5e9869012fbd27aea261665c55ff8d875b956322e27a2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36502, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes tokenizer regressions, loading/offload problems, multimodal weight-tying bugs, and training-loop edge cases. None of the soft pairs appear to be the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest concrete issue in the set: it is an open, cross-model tokenizer regression with inbound references, so it is the best umbrella if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative issue because it describes a real shared regression pattern rather than a model-specific symptom, and it has the clearest chance of aggregating related tokenizer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer/model-behavior bugs, but one is a BPE-marker handling issue and the other is a flash-attention generation issue; different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision inputs, but one is batched-vs-single padding-mask correctness and the other is a processor/model resolution mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across several models." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/weight handling, but one is lm_head tying in a multimodal model and the other is a bfloat16 dtype mismatch across different models." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Both are model-loading/config issues, but one is Qwen3 MoE weight conversion with accelerate+deepspeed and the other is a missing gradient-checkpointing flag." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both are offload/quantization related, but one is a specific dequantized-model load failure with device mapping and the other is a broader quantized offloading OOM complaint." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are about input handling for vision models, but one is MIMI padding-mask batching and the other is Perceiver image resolution/interpolation behavior." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "One is a Llava Next loading segfault and the other is sinq quantization save/load breakage; not the same failure mode." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Both concern model quality/perplexity-like symptoms, but one is a specific perplexity regression and the other is ineffective gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "One is weight tying in a multimodal generation model; the other is packed-weight unpacking during accelerate loading for BitNet. Different bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "One is a missing pad_token_idx config regression; the other is improper unwrapping of text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different runtime failures: CUDA assert on Qwen3 auto device mapping versus a segmentation fault while loading Llava Next." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "One is broken FSDP CPU RAM efficient loading; the other is non-persistent buffers being filled with junk. Similar upgrade scope, but not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a missing all_tied_weights_keys attribute in a causal LM." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "One is a failure to run a 3d_parallel script; the other is a Qwen3Moe FineGrainedFP8Config loading failure. No shared code-path evidence." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are v5 save/load regressions around multimodal weights, but they affect different serialized keys and different model components." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they are model-specific and describe different breakages: a load failure for glm-4v-9b versus wrong tokenizer loading for est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both touch Qwen-related inference, but one is a CUDA device-mapping crash and the other is flash-attention generation corruption." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "One is resume_from_checkpoint epoch-iterator failure; the other is early-stopping/metric_for_best_model handling. Different trainer logic." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "One is increased reserved memory under int4 quantization; the other is a T5/apex fused RMSNorm memory leak. Different sources of memory issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "A custom compute_loss signature change is unrelated to a 3d_parallel execution failure." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "One is a perplexity regression on a specific model/dataset; the other is a broad tokenizer-behavior change. Not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape handling is unrelated to tokenizer behavior changes." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3Moe FP8 loading are separate issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "One is strict config blocking a model config; the other is tokenizer loading failure. Different layers of the stack." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "NER/padding/truncation crashes in a tokenizer are unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3PixelDecoder's dummy Conv2d and missing Sam3Model text-encoder weights are distinct model issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload-related, but one is quantization offloading and the other is mmap OOM avoidance on Strix Halo; not the same fix." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is dtype not propagating to Blip2 components; the other is incorrect max_steps recomputation when resuming checkpoint with batch-size changes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is lm_head weight tying in Mistral3ForConditionalGeneration; the other is incorrect visual-encoder keys on save_pretrained for Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba is a different failure from BitNet packed-weight unpacking during accelerate loading." + } + ] + }, + "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": 20, + "review_unit_index": 14, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:44008|issue:45823", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:44186|issue:44610", + "issue:44610|issue:44898", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:43526|issue:43881", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:36331|issue:41720", + "issue:42915|issue:43322", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:43388|issue:45059", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:44387|issue:45701" + ], + "prepared_review_unit_hash": "a9e6aa47643c468bbfb384dda376b27c38ce9447980fb1ccd0cad1da037e1260", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36675, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a duplicate set; it is mostly a collection of unrelated Transformers issues with superficial similarity from broad subsystem keywords (tokenizers, quantization, offloading, multimodal).", + "confidence": 0.19, + "canonical_issue_reason": "Issue #43873 is the best umbrella candidate because it is broad, actively discussed, and sits in a recurring failure area (offloading + quantization), but it still does not appear to be the same underlying bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the strongest issue to anchor triage due to its generality and higher discussion/inbound activity, though the cluster does not form a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: Gemma3n variable-name collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated problems: Qwen3 auto device mapping CUDA assert vs inability to run 3d_parallel.py." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serving/multimodal paths, but the concrete crashes differ (_tokenizer missing vs str.to AttributeError)." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs processor output resolution mismatch; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size related, but they affect different models and different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A regression in processor/tokenizer access is not the same as a vague tokenization behavior change." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different concrete failures: SDPA/torch.compile vs CPU offload device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are loading/quantization-adjacent, but one is FineGrainedFP8 model failure and the other is dequantized gpu+cpu offload loading." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py runtime issue." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different distributed-training problems: device-map CUDA assert vs tensor-parallel-only failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3 recurrent-state caching." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FP8 model loading and pipelines import failing on kernels version requirements are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v loading failure are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both mention tokenizers, but they are separate tokenizer/model failures with different symptoms." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen3 family issues with different modalities and failure modes; not one underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device mapping." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FP8 loading failure is unrelated to Llava Next segmentation faults." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer-related, but slow/fast inconsistency and T5 add_special_tokens conflict are different code paths." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are different failures." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmentation failure vs BarkProcessor voice_preset issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "SDPA/compile failure is not the same as BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch offloading/loading, but the concrete bugs differ: device mismatch vs packed-weight unpacking." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantized offloading behavior and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM and tokenization changes across versions are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 15, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:41720|issue:43746", + "issue:45406|issue:45464", + "issue:45357|issue:46402", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:45759|issue:45859", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44514|issue:44545", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:39692|issue:44610", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43746|issue:46050", + "issue:43782|issue:45381", + "issue:42886|issue:44843", + "issue:45704|issue:45923" + ], + "prepared_review_unit_hash": "b1311fa8675bbf886384ab7d9ee47df2cbff8c12091e46589eb0bc55464de79b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issues. I found one clear duplicate issue pair (`44514`/`44545`) and one likely same offline-tokenizer regression pair (`42886`/`44843`); the rest are different bugs touching different code paths or models.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44514 is the clearest representative bug report among the true duplicate pair; `issue:44545` is the same batched `apply_chat_template(..., padding=False)` crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue anchor because it states the bug directly and matches the duplicate partner exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failures: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different processors and runtime contexts; one is a missing `_tokenizer` attribute in `Gemma4Processor`, the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are save/load regressions, but they affect different models and different weights paths (`visual encoder` vs `text encoder`)." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo fix in cache strategies is unrelated to docs still listing removed pipeline tasks." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen, but one is a sliding-window bug in Qwen3-MoE and the other is `from_config` unwrapping for composite multimodal configs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated subsystems: Bark CPU offload/device mismatch vs BigBirdTokenizer special-token registration/decode output." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Import warning for local paths ending in slash is unrelated to a multimodal token-counting video-branch bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to Qwen3 auto device mapping CUDA assertions." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with `inputs_embeds`/`past_key_values` are different issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they involve different models and no shared concrete code path is evident." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3 sliding-window behavior is unrelated to the Float8 storage-object loading error." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional `post_init` handling in PatchTSTMixer is unrelated to Qwen3.5 `num_labels` propagation." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 MoE problems: config unwrapping vs CPU-offload rotary embedding compatibility." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "`num_labels` propagation and zero-loss classification are related to classification config, but they are not the same concrete bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size mismatch and bfloat16 dtype mismatches are different failures in different models." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact crash: `Qwen2_5_VLProcessor.apply_chat_template` fails on batched input when `padding=False`." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention `s_aux=None` handling is unrelated to Qwen3.5 config unwrapping." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings=False` during LoRA fine-tuning is not the same as incorrect visual encoder key saving." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument conflict is unrelated to a model loading failure for ScandiBERT." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Tokenizer/model load regression and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but one is a docs example with quantization errors and the other is an OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates and DiaConfig token ID persistence are different tokenization/config bugs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking of Qwen3.5 embeddings and post-train `evaluate()` failure are different trainer issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are distinct training behaviors." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and quantized `sinq` save/load breakage are not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "`weight_only=True` load failure and wrong video `vision_position_ids` are different Qwen-VL issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Likely the same offline tokenizer-loading regression: offline cache loading breaks because `AutoTokenizer.from_pretrained` calls `model_info()` unconditionally in `_patch_mistral_regex`." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm memory leak and missing gradient-checkpointing support in a trust_remote_code model are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and the soft-edge verdicts are conservative. The two accepted pairs are plausibly duplicate/near-duplicate bug reports, and the rejected pairs are mostly clearly distinct by model, subsystem, or failure mode. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 16, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43531|issue:43645", + "issue:45663|issue:45923", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:44843|issue:45081" + ], + "prepared_review_unit_hash": "c99b3bb4a6c5781028640ed7512d56cee28880ea68db9d05b3a3dab49be13c80", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37789, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the items cover many unrelated bugs across tokenizers, multimodal processors, config loading, model-specific inference, and training/offload paths.", + "confidence": 0.97, + "canonical_issue_reason": "No strong duplicate center emerges. The issues are mostly unrelated, so there is no single canonical issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46032 is the most self-contained and concrete report: it names a specific model component, a precise failing condition, and a clear incorrect-behavior symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different subsystems and failures: Mamba2 caching correctness vs T5 decoder input validation messaging." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime special-token/post-processor syncing and the other is BigBird mask-token registration/decoding." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated issues: a T5 Apex RMSNorm memory leak versus Qwen3 MoE CPU-offload incompatibility." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different models and bugs: Qwen3 auto device-mapping CUDA assert versus T5 Apex RMSNorm memory leak." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter custom-model initialization regressions." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_state logic and Nemotron trust_remote_code gradient-checkpointing flag are different code paths." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but they target different tokenizer APIs and different crash modes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 pipeline/output mismatch versus CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is not the same bug as quantization/offloading behavior." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example errors are unrelated to quantization offloading bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash in patching and the other is a tokenizer regression with codec handling/warning text." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel DeepSpeed init failure is unrelated to _torch_extract_fbank_features audio preprocessing." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression around Mistral regex/codec handling is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but one is Qwen3OmniMoe video-input processing and the other is Qwen3.5 chat-template token/feature mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a GenerationMixin import error are completely different failures." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent reconstruction mismatch do not share the same code path." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet accelerate-loading unpacking are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and tokenizer-mapping add-new-model logic are different components and bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output changes are distinct model-behavior issues." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression with custom models is not the same as Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword conflicts are not the same bug as failing to load cjvt/sleng-bert." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and execution paths: SDPA compile failure versus DAC latent/STE mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-classification interpolation failures are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decode behavior is unrelated to DAC latent reconstruction correctness." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfaults and MPS histogram dtype support are different layers and failure modes." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and sequence-classification zero-loss behavior are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are unrelated model-configuration issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Trust-remote-code missing fields and strict-config loading failure are separate configuration-handling bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info calls in _patch_mistral_regex and backend_tokenizer AttributeError in the same helper are different concrete failures." + } + ] + }, + "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": 20, + "review_unit_index": 17, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:41720|issue:44991", + "issue:44821|issue:45084", + "issue:43950|issue:45987", + "issue:44448|issue:44671", + "issue:43582|issue:46512", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43421|issue:44811", + "issue:43644|issue:43749", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:46294|issue:46463", + "issue:43825|issue:43994", + "issue:44485|issue:44509", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43577|issue:43582", + "issue:45987|issue:46192" + ], + "prepared_review_unit_hash": "138dd2062ec2d51b7753dc72aa1c4db67dbccb7f2657646b5320b93f4d0538ee", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35966, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "None of the proposed soft pairs look like true duplicates; they mostly span different models, subsystems, or failure modes. No PRs are present, and there is no clear single canonical issue for the set.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the candidate issues are largely unrelated, and the soft pairs do not describe the same underlying defect.", + "canonical_pr_reason": "No pull requests were provided.", + "best_issue_reason": "If a representative issue must be picked, issue:45020 is the broadest umbrella-style report, but it still is not a true duplicate target for the others.", + "best_pr_reason": "No pull requests were provided.", + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different bugs in different areas: image processor void segmentation maps vs CustomTrainer loss signature handling." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal/model-loading problems, but one is a dtype mismatch in Mistral-3 preprocessing and the other is a Gemma 3n variable-name collision." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Trainer metric gathering dropping tuple labels is unrelated to Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated failures." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a Jinja/template compilation error are different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both concern loading/runtime state, but one is silent corruption of non-persistent buffers and the other is a StaticCache return-type bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Model output regression in Pegasus vs masked-LM prediction regression in CamemBERT are distinct model-specific bugs." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "AppleSilicon warmup TypeError and stale config.dtype after from_config are different initialization issues." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors are unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation failure after token alignment is unrelated to Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation vs AutoTokenizer failing to load a different tokenizer are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor update behavior is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and FSDP_CPU_RAM_EFFICIENT_LOADING are different regression classes." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs in Qwen variants, but the symptoms and affected model paths differ enough that they are not the same underlying bug." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are different concrete problems." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype loading mismatch and Video-LLaVA missing temporal attention/shared weights are unrelated model architecture issues." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention device/dtype mismatches, but they affect different models and different execution paths, so they are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template token mismatch and T5 decoder-input validation error are different validation issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline error message/regression about translation tasks, the other is a SigLIP2 model/output issue involving pipeline use but not the same defect." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale v5 docs mentioning removed pipeline tasks." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated issues." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor mask shape mismatch and trainer.evaluate failing after train are different failure points." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model and importing transformers.pipelines with kernels version requirements are unrelated import/load issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote_code compatibility, but 44561 is a specific is_torch_fx_available removal regression while 45020 is a broader recent-versions report, so they are not clearly the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype mismatch and AppleSilicon caching_allocator_warmup TypeError are distinct runtime problems." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type corruption and text_kwargs silently overriding return_tensors are unrelated API 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": 20, + "review_unit_index": 18, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44610|issue:45072", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:44671|issue:45701", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43906|issue:46209", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:34634|issue:36331", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:45372|issue:46326", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:43550|issue:44912", + "issue:43638|issue:44936" + ], + "prepared_review_unit_hash": "ee53b06e5cb52fb841245ba20e8efff6f0b2a3d6e2edab5ee00fbdc46f0a4859", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35802, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated transformer bugs spanning tokenizers, model loading, quantization, training, audio/vision processors, and backend-specific failures. None of the soft edges look like the same concrete underlying bug or a single PR-worthy fix.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue is a safe canonical for the whole cluster; the items do not form one duplicate bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because the cluster is not a coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: image processor input-size mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is added-token spacing and the other is slow/fast inconsistency; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated: packed-weight loading failure vs dtype mismatch in inference." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is a CamemBERT masked-LM regression; the other is broad tokenization changes across versions." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime error-message bug and documentation staleness are different fixes, not one underlying defect." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL models and different code paths: weight_only loading vs rope/position-id scaling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package/backend installation issue vs tokenizer regex crash; no shared concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP crash are unrelated backend-specific failures." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch; different subsystems." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as an FP8 B200 inference bug." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different model-loading problems." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug vs RTDetrV2 output drift; different model families and symptoms." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and Trainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash vs Gemma4Processor missing _tokenizer; distinct code paths." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Different warning conditions and different Qwen model variants; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Mistral_common import error in Gemma 4 loading is separate from continue_final_message behavior." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Model-specific key error loading MobileLLM-125M vs broad remote_code breakage." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer max_length issue are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image processor label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug and stale auto_mappings config reference are different defects." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Missing Float8 storage object and unwanted torchvision dependency are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loader breakage and tokenizer load failure are both loading-related but not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading IndexError and train/evaluate lifecycle failure are different trainer 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": 20, + "review_unit_index": 19, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43531", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43819|issue:43927", + "issue:43650|issue:43906", + "issue:43257|issue:43329", + "issue:44387|issue:44617", + "issue:36010|issue:43645", + "issue:42175|issue:46291", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:36010|issue:36331", + "issue:43854|issue:44977", + "issue:43531|issue:45042", + "issue:39692|issue:44912", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43643|issue:45759", + "issue:43454|issue:43577", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:29159|issue:34567" + ], + "prepared_review_unit_hash": "1628bbd263bdd42b37964f23febf67276ae804dfa69456652728dc1dc6e35369", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous set of unrelated issues across tokenization, training, model loading, multimodal/video, quantization, and caching. There is no single underlying bug cluster, so no canonical duplicate stands out and every soft edge should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: these reports cover distinct failures in different subsystems and models rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good cluster representative; the list is too diverse to treat any one item as the duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different components and failures: PEFT/local checkpoint loading vs Whisper processor decoding options." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated model logic: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder/data issue is unrelated to an isolated reproduction of another upstream bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different Qwen3-MoE loading problem vs multimodal video token-count helper bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is a model-specific video inference OOM." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to notebook custom-model initialization behavior." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package extra/backend composition issue is unrelated to a kernels dependency/version requirement on pipelines import." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal model bugs: zero probabilities vs processor producing the wrong input size." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and an unexpected trainer keyword argument are separate API regressions." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7 load failure in tests vs Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL backend unexpectedly requiring torchvision." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc-example/model-processor mismatch and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length handling in quantized cache." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but the tokenizer protobuf path and Fuyu tensor conversion are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash model-path warning is unrelated to Qwen3 MOE weight conversion during accelerate/deepspeed loading." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling rate defaults are unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion and GPT-oss OOM are different bugs with different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config/model construction, but they are different APIs and distinct missing-field vs text_config unwrap problems." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying and Blip2 dtype propagation are unrelated model-loading issues." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The undefined video token helper bug is not clearly the same concrete regression as the broader v5.3.0 video-input failure." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helper variables in video token counting and batched video shape mismatch are different problems." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP RAM-efficient loading and Strix Halo mmap OOM are different memory/loading issues." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE loading under accelerate/deepspeed is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload incompatibility in Bark and Qwen3_5Moe rotary embedding are different model-specific bugs." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a MobileLLM key error." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to PIL backend's torchvision dependency issue." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token accounting not updating." + } + ] + }, + "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": 20, + "review_unit_index": 20, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:43525|issue:46291", + "issue:42915|issue:44821", + "issue:43404|issue:45127", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:44849|issue:45701", + "issue:42915|issue:45538", + "issue:43577|issue:46512", + "issue:43425|issue:46291", + "issue:43452|issue:43582", + "issue:42175|issue:43824", + "issue:33357|issue:34567", + "issue:43317|issue:45538", + "issue:41720|issue:43540", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:44062|issue:44991", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43742|issue:44291", + "issue:44568|issue:45488", + "issue:28282|issue:29127", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:42915|issue:43749", + "issue:38175|issue:44898" + ], + "prepared_review_unit_hash": "7363016808a8ba7f5085d7949be686bc5323b4425a63cf95382cafe4cccd78aa", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35935, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer, loading, dtype, video-input, and backend bugs are mixed together. Only one soft pair looks like a true duplicate family, centered on the Qwen2.5-VL video-input regression.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 44479 is the best canonical anchor because it is the broader umbrella report for the Qwen video-input regression family and plausibly subsumes 45381; the other items in the cluster do not form a coherent duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest representative issue in this mixed cluster: it is specific enough to be actionable, broad enough to cover the only clear duplicate-like pair, and earlier than the more specific follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: one is BOS/EOS insertion behavior, the other is codec/ warning handling for Kimi-K2.5." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated failures: missing pad_token_id on Llama4Config vs kernels import requiring version/revision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems and symptoms: FP8 config load failure vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weights/tied embeddings, but one is a missing tie in a multimodal model and the other is LoRA merge collapse after vocab extension; not the same bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config/token ID persistence bug vs MXFP4 quantization fallback bug; no shared code-path evidence." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model load regression vs CLIP tokenizer max_length constant; unrelated issues." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: RTDetr output drift in v5 vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is not the same as a broad version-dependent tokenization change." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 model loading problem vs tokenizer max_length issue; no common bug." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is weights staying float32 after load while the other is stale config metadata after from_config; distinct fixes." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility problem vs kernels version/revision requirement; not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model gguf loading bug vs Apple Silicon allocator warmup TypeError; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package/backend installation issue vs missing model import; different failure modes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model is unrelated to TrainerState token counter not updating." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "GPU/CPU offload loading failure vs tokenizer max_length constant; no overlap in bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen3-family issues: auto device mapping CUDA assert vs video-input ValueError." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error vs a specific model-loading regression for Llama 3.2 Vision; not duplicates." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor argument collision vs tokenizer load failure for a specific model; different root causes." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression in v5.3.0; 45381 is a specific manifestation of the broader bug reported in 44479." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video inputs, but they hit different Qwen model families and different failure paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Two different Qwen3OmniMoe video-input failures with different symptoms; not enough evidence they share one root cause." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model key-loading error vs init_empty_weights unexpected argument; separate loading bugs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer special-token insertion bug vs a LlamaTokenizer pre-tokenizer override regression; related theme but different bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Environment import error vs LayoutLMv3 error-message clarity issue; not duplicates." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression vs list_repo_files revision forwarding; different code paths." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training/loading bugs: Qwen3Moe FP8 config failure vs FSDP CPU RAM efficient loading regression." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: zero probabilities in SigLIP2 vs Perceiver non-default resolution failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: 44479 and 45381 are the only convincingly related pair, and the other soft pairs are treated conservatively with clear reasons for non-identity. The umbrella/canonical framing for 44479 is supported by its broader Qwen video-input regression title and earlier date relative to 45381." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 21, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:42175", + "issue:42796", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:42175|issue:44488", + "issue:43577|issue:45072", + "issue:43493|issue:43994", + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:43906|issue:46468", + "issue:34567|issue:36331", + "issue:27957|issue:28282", + "issue:44062|issue:45081", + "issue:44568|issue:46491", + "issue:44737|issue:45588", + "issue:44792|issue:44964", + "issue:43404|issue:45987", + "issue:43756|issue:46399", + "issue:43526|issue:45479", + "issue:42796|issue:43906", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:43643|issue:45375", + "issue:43697|issue:45216" + ], + "prepared_review_unit_hash": "8a1d520514291394ae51a608e09e33f88cf154ac601c11917fb8b7fe85f7f7e7", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36556, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with one plausible duplicate pair in SigLIP2; the rest of the soft edges are too broad or model-specific to merge safely.", + "confidence": 0.92, + "canonical_issue_reason": "No single global canonical issue: the cluster spans many unrelated bugs. If a representative were needed, issue 43493 is the clearest root report for the only overlapping SigLIP2 pair.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear global best issue because the cluster is not one problem; issue 43493 is only the best representative for the accepted SigLIP2 overlap, not for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Different model/code-path bugs: XLNet CPU device placement vs T5 decoder-input validation messaging." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend availability issue versus a specific model load failure; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and inference paths." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing incorrect outputs; one is a reference-vs-HF discrepancy, the other a concrete bad-output symptom on the same model family." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and failures: MoE weight conversion vs RoPE layer dropping." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected init_empty_weights argument vs loading an image processor from URL are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of one issue and an example-breakage report are not clearly the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer state update bug versus a custom loss API signature break." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "FlashAttention/model support issue versus a missing PyTorch dependency error." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures in different code paths; only broad tokenizer similarity." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and distinct round-trip/add-special-tokens behavior." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding device bug is unrelated to flash-attention sink handling." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures with different symptoms and likely different fixes." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Weight tying in Mistral3 is unrelated to StaticCache seq-length return type." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/Smollm bugs: RoPE layer count vs kernel registration/decorator error." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image processor label reduction bug is not the same as classification loss degeneracy." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an unrelated isolated reproduction do not match." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different RoPE-related model bugs with different models and mechanics." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-map forward mismatch versus decoder-input validation are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression versus Mistral regex patch crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model-loading key error and missing Float8 storage class are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a specific model load failure do not look like the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug versus AutoImageProcessor URL loading are different areas." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump issue and stale auto_mappings references are unrelated CI/config problems." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression is unrelated to tokenizer token-ID regression across models." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX config reload defaulting and rope-parameter validation TypeError are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic trust_remote_code field loss and a specific config field dropped by @strict are not the same code-path." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The heterogeneous-cluster conclusion fits the issue titles, and the lone accepted SigLIP2 pair is a plausible duplicate/overlap without overstating certainty. The rejected soft edges are generally explained with model- or code-path-specific differences, which is 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": 20, + "review_unit_index": 22, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:44625|issue:44877", + "issue:45200|issue:46463", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:42898|issue:46491", + "issue:28282|issue:32090", + "issue:43819|issue:44811", + "issue:43452|issue:44843", + "issue:44514|issue:45381", + "issue:28282|issue:33357", + "issue:43688|issue:43749", + "issue:44936|issue:45823", + "issue:45372|issue:46170", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:44484|issue:44704", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:43452|issue:43577", + "issue:43295|issue:45356", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:43646|issue:43749", + "issue:44843|issue:44991" + ], + "prepared_review_unit_hash": "fd1ec48830ce32fd6c30494e410cf91144e0b18c424398cbe3f814578aa7568b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35873, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "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 and regressions across tokenizers, configs, loaders, trainers, and model-specific code paths. I don\u2019t see a true duplicate group here, so no soft pair is safe to merge.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43646 is the broadest, most general regression in the set (custom model initialization in v5), so it is the closest thing to a representative issue, though it does not actually cover the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most representative by scope, but the cluster is not cohesive enough to treat it as a real canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: BitNet accelerate loading vs Perceiver image classification." + }, + { + "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 loading for granite_speech." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token-type defaults vs T5 decoder input validation; unrelated code paths." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight shape error vs LayoutLMv3 box-info error-message clarity." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash and trainer evaluate-after-train are different bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys during loading is not the same as quantized model save/load breakage." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is serialization behavior and the other is translation-model tied-weight issues; not the same concrete bug." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but clean_up_tokenization_spaces and CodeLlama leading-space round-trip are different behaviors." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing torch import dependency vs NoneType broadcast failure in Trainer/DeepSpeed." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens are unrelated model methods." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage is distinct from offline-mode model_info() calls in _patch_mistral_regex." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same family, but batched chat template padding crash and wrong video vision_position_ids are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Torch not found ImportError is unrelated to MacOS bus error on CLIP." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import regression from mistral_common differs from Windows/ROCm torch.distributed dependency issues." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is unrelated to processor.tokenizer regression in custom model code." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer AttributeError on tasks and AutoTokenizer loading FastSpeech2ConformerTokenizer are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration issue and MLukeTokenizer AttributeError are different tokenizer failures." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error and tensorflow_text backend mapping error are separate dependency-handling bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading regression is unrelated to Blip2 dtype not propagating to submodules." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor.tokenizer access and the other is Kimi-K2.5 codec/regex handling." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output changes are different model-specific regressions." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: BigBird mask token special registration vs mdeberta add_special_tokens behavior." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Generic custom model initialization regression and FSDP CPU RAM loading are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline Mistral regex patch bug is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + } + ] + }, + "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": 20, + "review_unit_index": 23, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44977", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46402" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "issue:45491|issue:46002", + "issue:43688|issue:45704", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:44514|issue:45290", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43577|issue:44554", + "issue:44977|issue:46209", + "issue:43504|issue:44610", + "issue:44554|issue:46365", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:45823|issue:46050", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:33666|issue:36331", + "issue:43994|issue:46192" + ], + "prepared_review_unit_hash": "e5f1a2995ba24a60ca68af5a2f340b9943d42790cc66910ed35cb300271b45af", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36774, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, generation, device-map, precision, and processor regressions. The soft links look like broad textual similarity rather than the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs a MobileLLM load/key error." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS CLIP bus error." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different failure modes: RoPE-layer dropping in Smollm3 vs missing text-encoder weight loading in Sam3Model." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head init/checkout behavior." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization is unrelated to a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model parity issues: auxiliary-loss normalization vs DeepseekV3 implementation divergence." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token handling, but one is a BigBird special-token registration bug and the other is config persistence of custom token IDs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, but different triggers and likely different code paths: batched padding=False crash vs tool-call assistant message with no content." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated: Bamba torch.compile/SDPA bug vs DiaConfig save/load token-ID regression." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is not the same as a broad tokenization-version regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different regressions: video-input preprocessing vs num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: compiled SDPA failure vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but one is compiled-forward chunked generation and the other is flash-attention behavior on Qwen3.5." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one returns incomplete config fields and the other is a v5 removal breaking remote-code models." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different bug classes: auto device mapping cuda assert vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue is unrelated to an import failure for GenerationMixin." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loaders and surfaces: MobileLLM checkpoint load error vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load, but one is tied-weight serialization and the other is quantized sinq checkpoint restoration." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading failures: legacy field handling in Beit vs packed-weight unpacking in BitNet." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "No overlap beyond being model bugs; Beit load failure and Bamba compile/SDPA failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error is not the same as a Qwen2-VL multi-GPU training request/issue." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different concerns: dtype propagation in Blip2 vs an MPS attention correctness issue." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different precision/runtime problems: Qwen3.5 flash-attention generation vs FP8 inference on B200." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field load failure is unrelated to OmDet processor/model input-size mismatch." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to importing Trainer conflicting with datasets." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both are processor regressions, but one is default sampling-rate selection and the other is processor.tokenizer/image-passing API breakage." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to DiaConfig custom token-ID persistence." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different device/serialization bugs: Gemma4 PLE auto-device mismatch vs sinq checkpoint save/load regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to token-ID persistence." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading-related, but gguf_file regressions and ScandiBERT loading failure are different root causes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training issue is unrelated to a CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Siglip2 output quality regression is unrelated to return_tensors being ignored when text_kwargs is passed." + } + ] + }, + "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": 20, + "review_unit_index": 24, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:44849|issue:46209", + "issue:43278|issue:43688", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:28218|issue:33357", + "issue:44625|issue:45584", + "issue:44849|issue:45357", + "issue:43493|issue:43844", + "issue:44568|issue:46489", + "issue:39692|issue:43295", + "issue:45200|issue:45229", + "issue:43278|issue:43844", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:44464|issue:46424", + "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:45229|issue:45823", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "cf4534343154e46c6667551adb947cbfd29c736bc35ae5a9aaea8a20e09b7a9d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37290, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs cluster around tokenizer/config/model-loading regressions, but they point to different concrete failures and code paths, so none are safe duplicate merges. The clearest representative issue is the Granite tokenizer regression because it describes a broad v4\u2192v5 tokenization break in core AutoTokenizer behavior.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a broad, silent AutoTokenizer regression affecting token IDs across an entire model family, which is more central than the niche model/config-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best overall issue to anchor this cluster because it captures the most general and high-impact tokenizer regression with a clear code-path description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-pad-token config bugs, but one is Llama4 `pad_token_id` and the other is StableLm `pad_token_idx`; different models and different fields." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and FP8 inference on B200 are unrelated failures in different subsystems." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and auxiliary-loss normalization are distinct training/eval bugs with different fixes." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation parity and a pipeline error-message regression are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading and an MLukeTokenizer AttributeError do not share the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading for Phi-4 multimodal and a PEFT version requirement bump are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is documentation/example mistakes and the other is implementation discrepancy; not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a MacOS bus error on a CLIP model are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and Whisper empty-transcription generation failure are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states output and incorrect save_pretrained visual encoder keys are separate regressions." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity mismatch and DeepSpeed gradient growth are unrelated training/model bugs." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is mdeberta special-token insertion and the other is DeepSeek-Coder v1 token output; different model families and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 example issues and the processor.tokenizer regression are not the same underlying failure." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids defaults and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "A dtype mismatch in embeddings and exploding gradients under ZeRO-3 are not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model and an offline-mode `model_info()` call regression are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-processing failure and Qwen3.5 flash-attention generation are separate issues." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and tied-weight serialization inconsistency are different regressions." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer bugs, but `mdeberta-v3-base` special-token handling and Granite token-ID regression affect different tokenizer implementations and failure modes." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and quantized-cache `max_cache_length` behavior are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5 VL import and a Float8 storage lookup error are different failures." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage import failure and `flash_attn` KeyError on Python 3.13 are unrelated environment issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is Qwen3VL dev loading; not the same concrete bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL `pad_token_id` missing and StableLm `pad_token_idx` missing are separate config regressions." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task handling are different issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and bark-small CPU offload device mismatch are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is failing to unwrap `text_config`; different root causes." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and PLE device mismatch during forward are different runtime failures." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype changes and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus generation test failure and a PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and a dependency version bump 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": 20, + "review_unit_index": 25, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46285", + "issue:46369" + ], + "soft_pairs": [ + "issue:43572|issue:44291", + "issue:44493|issue:46285", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:44423|issue:44734", + "issue:43844|issue:44964", + "issue:43065|issue:46369", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:45406|issue:46121", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:44186|issue:46192" + ], + "prepared_review_unit_hash": "368b4bfcdcfea8e8470ea46e03e05e02d4d0989caf65e6ace2880c1fe64cda6e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34800, + "estimated_input_tokens": 8700, + "estimated_eval_tokens": 17656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated Transformers bugs spanning tokenizers, model loading, serving, quantization, and attention backends. The soft pairs mostly share broad subsystem vocabulary but not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43873 is the broadest, actively discussed bug report in the set and has the strongest chance of serving as a representative anchor, though this cluster is not truly duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative issue because it is open, well-described, and broadly scoped; however, it is still only a loose thematic fit for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading/config compatibility problems, but they fail in different places: missing pad_token_idx vs an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "These concern different tokenizer/model-structure regressions; one is a key/position-id warning, the other is a CLIP text-model attribute layout change." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI failures, but they affect different models and code paths, so they are not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "A legacy preset-load issue for BEiT segmentation is unrelated to BigBirdTokenizer special-token registration and decode output." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation bugs, but one is about compiled forward/chunked generation and the other is Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output corruption and an unexpected key/position-id issue are different model behaviors with no shared concrete failure path." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading and quantization save/load breakage are related themes but distinct bugs affecting different lifecycle stages." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "One is a flash-attention integration crash on sink-less models; the other is a sinq serialization/deserialization issue." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve bugs, but one crashes on multimodal continuous batching while the other fails in KV-cache continuation indexing." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient explosion under DeepSpeed ZeRO-3 is unrelated to a latest-transformers model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM3, but one is about a dummy Conv2d placeholder in a decoder while the other is a memory overflow when running the litetext model." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A local-path import warning is not the same bug as GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 serve processor missing _tokenizer is unrelated to rope-parameter list typing in configuration validation." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "An added-token spacing bug is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A template-node compilation error is unrelated to a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue is not the same as a PyTorch version check bug in flex_attention imports." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export with GeneratorExp is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is a missing default for token type ids and the other is a device-map forward mismatch." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share the same root cause." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and a resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "A missing flash-attention utility import and meta-device model-loading failures are different compatibility issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crashes and return_tensors being ignored in text_kwargs are different tokenizer API 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": 20, + "review_unit_index": 26, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:44521|issue:45290", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:45381|issue:46209", + "issue:43295|issue:43873", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:43450|issue:43575", + "issue:45200|issue:45325", + "issue:42490|issue:43493", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:43824|issue:43975", + "issue:28218|issue:35141", + "issue:43653|issue:44112" + ], + "prepared_review_unit_hash": "12a292c44111c34cf235a5c54bdf3ab7961d8c7dd64b4ac2fc9dde0ee665e003", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36454, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous transformer issues with a single strong duplicate-like family around missing `pad_token_id` on config objects. The SigLIP2 pair is not a safe duplicate from the packet alone, and there are no PRs here.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43334 is the clearest anchor: it reports a concrete load-time `AttributeError` from a missing `pad_token_id` on a config object, and issue:43525 appears to be the same config-attribute regression on a different model.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43334 is the best standalone issue because it has the most explicit repro and the most concrete failure mode, making it the strongest candidate for deduping nearby config-attribute regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but one is multimodal assistant-mask handling and the other is tool-call/no-content crash; different code paths and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync behavior and hidden-state output regression are unrelated bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-map forward mismatch and `return_tensors`/`text_kwargs` handling are different problems." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression versus batched video shape bug; different inputs and failures." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor/tokenizer API regression is not the same as an OmDet-Turbo resolution mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec regression are different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc-example errors and ignored `return_tensors` are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing padding config field and `physical-intelligence/fast` load failure are separate issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/import errors in different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient inflation are distinct training/runtime bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency and LoRA merge collapse are related in theme but not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing padding config field and meta-device loading breakage are separate regressions." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in different modules/models." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver positional-encoding failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption during load and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and tensor-parallel OOM are not the same underlying issue." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 text-only token-type defaults and Qwen2.5-VL rope/position scaling are unrelated multimodal bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning and SigLIP2 implementation mismatch are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage and stale `config.dtype` after `from_config()` are separate loading issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same missing-`pad_token_id` config regression on model load, so they plausibly share one fix." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale paged-generate warning are different generation issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 config failure for Qwen3MoE and a Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "They share only a broad SigLIP2/correctness theme; one is a zero-probability symptom and the other is a broader HF-vs-JAX discrepancy, which is not enough to treat them as the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2_5_VL import failure and DeepSeek tokenizer detokenization are unrelated model-specific bugs." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and resized-embedding reinitialization are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI test flake are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is mostly grounded, but one soft-edge acceptance is too aggressive. issue:38175 vs issue:43493 share a SigLIP2/correctness theme, yet the packet only gives a zero-probability symptom on one side and a broader HF-vs-JAX discrepancy on the other; that is not enough to conservatively call them the same bug. The other soft-edge rejections look fine, and there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 27, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:43526|issue:46192", + "issue:43278|issue:43856", + "issue:43388|issue:43526", + "issue:41720|issue:46209", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:43819|issue:44112", + "issue:44206|issue:45584", + "issue:44561|issue:46234", + "issue:45759|issue:46285", + "issue:45290|issue:46326", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:44514|issue:44521", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:45759|issue:46512", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "b12d83b13dcd2c69aadc4efaf66e36119045a3778facfa494c3a6f5021397dc9", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36313, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly non-duplicate: it mixes unrelated issues across multimodal processors/chat templates, model loading, hardware/version regressions, and CI/docs noise. No soft pair looks like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44521 is the most active and central representative of the cluster, with broader multimodal chat-template scope and inbound references, making it the best umbrella-style issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative issue, but only as a loose cluster anchor rather than a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Related processor behavior, but one is reduce_labels truncation and the other is return_tensors being ignored; different bugs and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "One is a dtype drift during evaluate, the other is MoE training memory usage; not the same underlying issue." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics dropping tuple elements and the other is BeitImageProcessorFast reduce_labels; distinct failures." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are Qwen3 hardware/runtime failures, but one is a CUDA assert during device mapping and the other is FP8 inference on B200; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech-tokenizer/model loading failures with different APIs and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video shape output; same processor area, but different concrete bugs." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Separate import/runtime compatibility problems: flash_attn on Python 3.13 versus Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero-probability inference output vs model memory not releasing; unrelated issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech CI device-override failure are different problems." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but one is an unsupported feature-extractor arg and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention missing utilities, but they are different symbols and different regression surfaces." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model/config structure, but one is text_config unwrapping for composite Qwen configs and the other is CLIP text model structure inconsistency." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template/tokenizer crashes, but they hit different inputs and different code paths." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs updates around old pipeline APIs, but they concern different deprecated arguments and pages." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Object-detection adjacent, but one is wrong processor output size and the other is an AMP CUDA crash in a loss function." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are multimodal apply_chat_template bugs, but one is a batched padding=False crash and the other is zeroed assistant masks; not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper/functionality: DAC latent mismatch versus qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "One is a float16 AMP crash, the other is missing auxiliary losses when denoising is off; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are unrelated model bugs." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both involve model loading, but one is base_model_prefix handling and the other is Sam3 text encoder weights not loading." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and feature-extractor output-length behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "The former is a specific flash_attention_utils import error, while the latter is a broad Torch 2.10 incompatibility report." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both are from_config semantics, but one is text_config unwrapping and the other is stale config.dtype after initialization." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType TypeError are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output differences across versions and Qwen3.5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and BigBirdTokenizer special-token decode bug do not share the same root cause." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "mm_token_type_ids defaults and flash_attention s_aux=None crashes are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech CI device-override failure are separate code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 28, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234" + ], + "soft_pairs": [ + "issue:45127|issue:45245", + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43335|issue:43504", + "issue:43819|issue:44493", + "issue:43278|issue:43825", + "issue:44206|issue:45823", + "issue:39692|issue:43526", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:45588|issue:45859", + "issue:26413|issue:31501", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:45459|issue:46234", + "issue:45310|issue:45478", + "issue:43335|issue:45593", + "issue:39692|issue:44493", + "issue:45290|issue:45381", + "issue:44448|issue:44779", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:28218|issue:32090", + "issue:45920|issue:46192", + "issue:43701|issue:45083", + "issue:40444|issue:43526" + ], + "prepared_review_unit_hash": "8b9173daa05fb266d71e91f111453504f36ef199380280f86418653781286db8", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36937, + "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 mostly a grab bag of unrelated bug reports across different models, tokenizer behavior, loading paths, and training/runtime failures. The only clear duplicate pair is the two identical Qwen3.5 MoE `from_pretrained` regression reports.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45310 is the earliest report of the exact same Qwen3.5 MoE `from_pretrained` regression, with the duplicate 45478 repeating the same title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best representative issue because it is the original, clearest instance of the duplicated Qwen3.5 MoE loading bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated bugs: LoRA/extended-vocab collapse vs a category-count limit error." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths and failures: Python import parsing error vs a feature-extractor helper behavior bug." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different breakages." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and problems: SwitchTransformers config bug vs BEiT pretrained preset loading issue." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different failures: DAC latent decoding mismatch vs position-id key warnings across models." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to a pipeline error message regression." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failures: unsupported feature-extractor arg vs device mismatch in Gemma4 PLE." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example issues for SigLIP2 are not the same bug as BEiT Fast label reduction." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Clarity of a LayoutLMv3 error message is unrelated to a Trainer broadcast TypeError." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Qwen3 Omni feature-length helper bug are different." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5 MoE-adjacent code, but one is flash-attention handling and the other is CPU offload rotary embedding; not the same bug." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume failure and FineWeb training startup failure are different symptoms and likely different root causes." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers configuration and GraniteSpeech CI failure are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and a missing import-utils symbol are different API regressions." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact Qwen3.5 MoE `from_pretrained` error report; same title, same model, same failure mode." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example issues are not the same as position-id key warnings across models." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output difference and DeepSeek tokenizer regression are separate tokenizer/model behavior issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation choice and removal of `is_torch_fx_available` affect different subsystems." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "LwDetr AMP/CUDA crash and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different failures." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are unrelated model bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "AutoTokenizer wrong token IDs and `return_tensors` being ignored are different tokenizer API issues." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch and Qwen3 Omni feature-length behavior are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to BEiT Fast label reduction." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: 45310 and 45478 have identical titles and matching Qwen3.5 MoE from_pretrained symptoms, and 45310 is earlier. The other pairwise rejections stay conservative and do not overclaim duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 29, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43746|issue:46209", + "issue:43550|issue:45083", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:10000|issue:15354", + "issue:27957|issue:34689", + "issue:44561|issue:44779", + "issue:37428|issue:44987", + "issue:43278|issue:43329", + "issue:43873|issue:45229", + "issue:44857|issue:45588", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:45372|issue:45588", + "issue:43976|issue:45440", + "issue:43412|issue:45588", + "issue:45372|issue:45406", + "issue:44448|issue:44466", + "issue:45198|issue:45803", + "issue:25251|issue:32090", + "issue:32090|issue:33290", + "issue:45245|issue:45563" + ], + "prepared_review_unit_hash": "e37e724b422883d81b3145d1a9d82709e6b9011cce23c892a443239559237486", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft pairs are mostly superficial lexical matches rather than the same underlying bug. They span unrelated models, code paths, and failure modes, so none should be merged as duplicates. No single canonical issue emerges from this set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both mention generation/runtime failure, but one is a flash-attention correctness crash for Qwen3.5 and the other is a multi-GPU OOM for Gemma4; different model and root cause." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "v4 vs v5 output regression for Pegasus is a broad behavior mismatch, while 44977 is a flash-attention generation crash on Qwen3.5; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP are unrelated failure modes with different stacks and symptoms." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and token embedding reinit after resize are separate issues affecting different parts of the model lifecycle." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to FP8 inference failures on B200." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA bug in Bamba-9B-v2 is not the same as the qwen3_omni_moe helper length calculation issue." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import/IndentationError in DebertaV2Model is a different code-path from Qwen3.5 rotary-pos registration missing a decorator." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tp-related OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "One is custom token IDs being lost on save/load, the other is the wrong custom module being loaded after save_pretrained; both involve persistence but not the same defect." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated model/runtime problems." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support on XLMRoberta and Llama 3.2 90B Vision model loading breakage are different issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is not the same as Deepseek tokenizer producing incorrect results." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing _flash_supports_window_size import and transformers>=5.1.0 load failure for physical-intelligence/fast are both import-related but not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype change during evaluate is unrelated to undefined variables in the video branch of _get_num_multimodal_tokens." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU CUDA OOM are different resource-management problems." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and flash_attention.py AttributeError on s_aux=None are different code paths and failures." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same underlying issue as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation crash and stale num_return_sequences warning in paged generate are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings from sliding-window attention are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None and Gemma4 PLE device mismatch with device_map=\"auto\" are different failures." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import error for ReasoningEffort and flash_attention AttributeError are separate dependencies/code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "executorch export guard/erfinv support and sink-less flash_attention crash are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both concern Gemma4 loading, but one is a missing mistral_common import and the other is a missing _tokenizer attribute in serve; not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output divergence and lm_head.weight serialization inconsistency are separate v5 regressions." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save_pretrained/tokenization failure and Fuyu bare-except exception swallowing are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "top_k changing pipeline output shape is unrelated to Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType and adafactor+deepspeed OOM are different training failures." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "2^24 category limit error and stale paging warning are unrelated generate-time 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": 20, + "review_unit_index": 30, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:43653|issue:44743", + "issue:42490|issue:43873", + "issue:43065|issue:45412", + "issue:33357|issue:39692", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:29127|issue:34567", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:45459|issue:45712", + "issue:43278|issue:43575", + "issue:45412|issue:46369", + "issue:29942|issue:30064", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:43381|issue:43701", + "issue:43066|issue:44462", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:29127|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42490|issue:43381" + ], + "prepared_review_unit_hash": "a748152172d8c7a50c5df8f188883319352ac4d9ab5618f5caa72607e6edcc56", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38114, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated and do not form a real duplicate cluster; the soft pairs share only superficial subsystem similarity (tokenizers, quantization, vision, flash-attn, etc.).", + "confidence": 0.67, + "canonical_issue_reason": "No true canonical duplicate exists here; if one issue must anchor the set, issue 43873 is the broadest active bug report with the most follow-up activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best standalone representative because it is open, broadly framed, and has the strongest discussion/reference footprint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token decoding vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated: local-path import warning vs quantization/offloading behavior." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different models and failures: Sam3PixelDecoder dummy Conv2d vs RT-DETR memory release." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to a SigLIP2 documentation example issue." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different code paths: LasrFeatureExtractor center-arg crash vs Qwen VL video regression." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer is not the same as SigLIP2 AutoModel/pipeline outputs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError differs from Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash is unrelated to Wav2Vec2 save_pretrained/tokenization." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated bugs." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base_model_prefix loading regression is not the same as rope-parameter JSON list handling." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config load failure and quantized saving failure are separate problems." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking is unrelated to leftover dummy classes in repo checks." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory leak is different from SAM3 litetext memory overflow." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import breakage is unrelated to protobuf decode-error masking." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume checkpoint key mismatch are separate issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures around torch_compilable_check are unrelated to Wav2Vec2 save/tokenization." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are distinct model-implementation bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird mask-token registration does not match FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 NaN embeddings." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta FA2 support request is not the same as failing FA2 tests." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 inference regression is not the same as SAM3 litetext memory overflow." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Kosmos2.5 OCR length indexing." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error handling and output-embedding reinitialization are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import failure is not the same as a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2 tokenizer crashes are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP OOM on Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path slash import warning is unrelated to eval-mode gradient checkpointing." + } + ] + }, + "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": 20, + "review_unit_index": 31, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:42915|issue:43931", + "issue:43575|issue:44387", + "issue:43761|issue:45859", + "issue:46121|issue:46399", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:45588|issue:45600", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:44062|issue:45907", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:43761|issue:44079", + "issue:42175|issue:46234", + "issue:34689|issue:43611", + "issue:43720|issue:44442" + ], + "prepared_review_unit_hash": "11913479c049d9f2820e608cedeb3d59cb8671fdbdcd8bfb27a10c486ff31585", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36119, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected. The best anchor is the active, widely referenced quantization/offloading issue.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43873 is the most active and externally referenced report in the set, so it is the strongest cluster anchor despite the broad topic mix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the highest discussion/reference signal and a clear user-facing regression-style failure mode, making it the most suitable representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failure modes: FP8 config failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory growth; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated code paths: CLIPVision hidden states regression vs Qwen3.5 MoE rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both are rope-related, but one is a TypeError in validation dict conversion and the other is a kernel registration ValueError." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different subsystems: Beit label reduction bug vs LW-DETR AMP/CUDA loss crash." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen model families and different issues: missing pad_token_id vs sliding-window behavior." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to the 2^24 category-count runtime error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both audio-related, but one is chat-template sample-rate defaulting and the other is an unsupported center argument crash." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different generation failures: compiled-forward inconsistency vs NaNs from mixed-length sliding-window padding." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLM-R flash-attention support and LayoutLMv3 error clarity are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash-attention model support vs DeepSpeed Adafactor OOM are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink handling and auto_mappings cleanup are different issues with different code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state reset bug is unrelated to Whisper processor skip_special_tokens behavior." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "A general custom initialization regression is not the same as patchtsmixer's post_init restriction." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different regressions: Adafactor+DeepSpeed OOM vs Llama 3.2 Vision loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in optimizer setup is unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Memory exhaustion and token-count tracking are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is a different issue from quantization/offloading behavior." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default resolution failure are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3 implementation divergence are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate sequence-classification loss are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen recurrent-state reset are different code paths." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-API mismatches, but they affect different models and different missing fields." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden-state regression is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Package/backend installation issue and missing import-utils helper are not the same underlying problem." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Different version-specific loading regressions with different root causes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading failure 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": 20, + "review_unit_index": 32, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:44077|issue:44479", + "issue:43761|issue:44188", + "issue:43493|issue:43827", + "issue:42907|issue:45698", + "issue:44987|issue:46178", + "issue:44442|issue:45803", + "issue:42796|issue:45290", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44464|issue:46421", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "4790d2dcdb722b6cb39b2fbef0cc4a304d80aaaa441f89472287357926a08624", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35523, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the items are a heterogeneous set of unrelated Transformers issues across loading, generation, configs, quantization, and docs. None of the soft edges look like the same underlying bug/change, so no merges are warranted.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is appropriate; the cluster is not a duplicate set and the soft-linked issues describe different code paths and failure modes.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No issue is a clear canonical representative because the cluster spans unrelated bugs rather than one underlying defect.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different subsystems and failures: generation kwargs after sync_gpus vs metric gathering dropping tuple labels." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen models, but one is a loading shape-mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init API change vs a v5 video-input regression for Qwen VL models." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: CLIPVision hidden_states bug vs torch.compile attention-kernel branching divergence." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to pipeline removal/docs referencing pipeline()." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load behavior, but one is dequantized model saving and the other is custom module resolution after save_pretrained." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Separate failures: loading a specific model repo vs backend lookup error for tensorflow_text." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to chat template crashes on tool-call assistant messages." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offload behavior is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading problems: FSDP CPU RAM loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Related multimodal config area, but different models and bugs: Gemma3TextConfig API mismatch vs Qwen text_config unwrapping." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Shared chunked-generation vocabulary, but one is output inconsistency and the other is spurious recompilation from cache lazy init." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Resume checkpoint key mismatch is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure is unrelated to unrecognized model/config.json errors." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol and kernels v0.15 import failure are different dependency/import issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image-tokenizer compatibility vs an error message wrongly mentioning translation pipelines." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to PyTorch-not-found ImportError." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and tensor-parallel OOM are not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to MobileLLM key errors on load." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 model support and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length behavior is unrelated to a missing transformers.onnx module." + } + ] + }, + "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": 20, + "review_unit_index": 33, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43316|issue:43716", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43295|issue:44871", + "issue:42175|issue:43316", + "issue:43650|issue:46202", + "issue:45803|issue:46365", + "issue:44871|issue:45584", + "issue:43065|issue:44617", + "issue:44077|issue:44534", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:44871|issue:46050", + "issue:41950|issue:43475", + "issue:43646|issue:44913", + "issue:43404|issue:43441", + "issue:43452|issue:44496", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44734|issue:45406", + "issue:44617|issue:45584" + ], + "prepared_review_unit_hash": "d66fe126a21896b38a8a45af8ced835501104cd35547d94ec9b811799a54aca3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35842, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of unrelated Transformers issues; none of the soft-edge pairs look like the same underlying bug or change, so all candidate merges are rejected. For a representative issue, I\u2019d pick 45698 because it\u2019s the most broadly framed and most actively discussed save/load regression in the set.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45698 is the strongest representative by activity and breadth: it has the most discussion, inbound references, and a generic from_pretrained/save_pretrained loading failure that is easy to recognize as a real user-facing regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best single issue to anchor the cluster because it is open, high-activity, and describes a clear, broadly impactful model-loading bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different models and failures: Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both involve caching, but one is a remote-code path collision and the other is a max_cache_length behavior bug." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated SAM3/OmDet model issues: wrong input resolution vs memory overflow." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regressions: processor.tokenizer access/image-tokenizer handling vs Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend packaging problem vs model config API discrepancy; no shared underlying bug." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Generic noise title vs a Gemma pipeline roundtrip bug; not the same issue." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Different code paths: Fuyu tensor conversion error handling vs Trainer import dependency conflict." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is eos_token_id config and the other is empty transcription handling in Whisper." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same product family, but dummy Conv2d in the decoder and CUDA OOM are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation vs non-persistent buffers initialization; different regressions." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video-related, but they fail in different processors and different call paths." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated model breakage vs a janus test failure; no shared concrete defect." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to the Windows/ROCm distributed import issue." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma token-id inconsistency and sinq save/load corruption are different bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both mention video/SAM-like models, but one is processor lookup and the other is a missing output attribute." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad v5 custom-init regression vs a specific GPTNeoX config reload issue; not the same code-path." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but weight tying and FlashAttention failures are distinct problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different loading failures: gguf_file handling vs missing model_type in a config.json." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions across different models and modalities; not one underlying bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse is unrelated to Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering label truncation and auxiliary loss normalization are separate training bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state handling, but one is a global GenerationMixin cache regression and the other is a Qwen3.5 recurrent-state reset bug." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm config field regression and tensorflow_text backend registration are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field loading for BEiT presets is a different issue from custom-module misloading after save/load." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to a missing import_utils symbol." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but one is KV-cache tensor indexing and the other is a missing Gemma4Processor attribute." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription failure are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 34, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:46369", + "issue:46421", + "issue:46489" + ], + "soft_pairs": [ + "issue:43673|issue:46421", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:45381|issue:46369", + "issue:43931|issue:44060", + "issue:44792|issue:45600", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:43761|issue:44242", + "issue:45563|issue:45584", + "issue:35141|issue:42490", + "issue:44855|issue:45588", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:43065|issue:44610", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:44617|issue:46369", + "issue:44464|issue:45563", + "issue:43644|issue:44913", + "issue:44521|issue:45381", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:44077|issue:44877", + "issue:25251|issue:27957", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44779|issue:46489" + ], + "prepared_review_unit_hash": "10844b3a11780ac1120281309297923d26889b88fdda3995c46c7908f1f3718b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35898, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, but one clear duplicate pair stands out: the v5 non-persistent-buffer regression. Most other pairs are related only at a broad subsystem or model-family level and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it is the earliest and clearest report of the shared \"non-persistent buffers filled with junk\" v5 regression; issue:44534 is effectively the same bug with later wording.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest issue to keep as the representative anchor for the only clear duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache behavior, but one is a missing cache regression and the other is a recompilation/perf issue; not clearly the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different models and different failures: missing pad_token_id vs sliding_window handling." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms; janus test failure is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated issues: Qwen2.5-VL video position IDs vs Sam3-lite text memory overflow." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different bugs in Qwen3-VL loading vs tied-weights warning behavior." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different components: Janus image-generation test vs Sam3LiteText auto-mapping/CI breakage." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different workflows and different models: local dataset loading vs Phi-4 multimodal model loading." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is a v5 buffer initialization regression; the other is a GPTNeoX config reload bug." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different failures in different model paths: CLIP hidden_states regression vs MoE load-balancing loss omission." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning handling and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different areas entirely: embedding resize/post_init reinit vs local-path trailing-slash import warning." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing error is unrelated to the flash-attention s_aux=None crash." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are runtime regressions, but one is multimodal video input handling and the other is serve/KV-cache continuation indexing." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing pipeline() is not the same as SigLIP pipeline output corruption." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different model paths: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and category-count limit are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is Sam3Video OOM and the other is Sam3LiteText overflow; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency is a different issue from the stale num_return_sequences warning." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload loss are separate config/runtime bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal problems: assistant_mask generation vs video vision_position_ids." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to local dataset loading." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression is unrelated to the DebertaV2 @torch.jit.script parsing failure." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init restriction and strict granite_speech config loading are different config-policy issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: LoRA/extended-vocab model collapse vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: Qwen3OmniMoe video-processing ValueError vs serve KV-cache continuation indexing crash." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer family, but not the same concrete bug: generic DeepSeek v5 regression vs a specific DeepSeek-Coder v1 gap in an earlier fix." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are initialized with junk; 44534 is a later duplicate of 43644." + } + ] + }, + "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": 20, + "review_unit_index": 35, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43335|issue:44190", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:42796|issue:44521", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:45632|issue:46234", + "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:45276|issue:45584", + "issue:43404|issue:45216", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:46082|issue:46121", + "issue:36246|issue:38617", + "issue:45632|issue:46421", + "issue:42175|issue:44279", + "issue:44246|issue:45003", + "issue:44683|issue:45446", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43673|issue:46424", + "issue:44112|issue:44964", + "issue:43650|issue:44220", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "c051c9d7ec195a5ea440a844b78f6abd89bd7d87bd152118deb00030a6418903", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35879, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs usually share a broad area like imports, caching, or multimodal processing, but they do not look like the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "If a representative issue must be chosen, issue 44964 is the broadest recent multimodal model-loading regression in the set; however, the cluster does not form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44964 is the most central user-facing failure among these issues, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different bugs: SwitchTransformers config layer construction vs an image-classification example failing to read a local dataset." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Different code paths and symptoms." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated CI failures in different areas: GraniteSpeech test device override vs auto_mappings referencing removed configs." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Both touch tokenization, but one is BPE marker handling and the other is assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug vs FuyuBatchFeature exception handling bug; no shared concrete failure." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script problems, but one is multi-label classification output logic and the other is image-classification local dataset loading." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache path collision is unrelated to a missing import-utils availability flag." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is not the same as the TensorFlow/tensorboard backend dependency issue." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different multimodal/model bugs: processor.tokenizer regression vs gemma4 embedding resizing behavior." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize issue is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying bug is separate from Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limit error is unrelated to Whisper generation on empty transcription." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct config-validation bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs layer_type_validation." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Cache-path collision for local models is unrelated to chunked-prefill cache lazy initialization recompilation." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific packaging bug around torch extras vs a generic dependency issue; no evidence of the same defect." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are different problems with different failure modes." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention, but one is compiled flex_attention on torch>=2.9 and the other is a wrong version check for AuxRequest import." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to KV-cache continuation tensor indexing in transformers serve." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup vs a notebook syntax error are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer reading error and CPU/CUDA output divergence in PPDocLayoutV3 are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code missing fields and missing model_type in config.json are separate config-loading failures." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different incompatibilities." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading regression is unrelated to stale auto_mappings entries breaking CI." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing cache during chunked_prefill and the other is max_cache_length semantics for quantized cache." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test failure in GraniteSpeech does not match a user-facing multimodal model load regression." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder data issue vs _torch_extract_fbank_features failure; no shared code path." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug 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": 20, + "review_unit_index": 36, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45103", + "issue:45216", + "issue:45335", + "issue:45372", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:43479|issue:45375", + "issue:45083|issue:46506", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:46123|issue:46369", + "issue:43526|issue:43901", + "issue:32090|issue:35141", + "issue:28282|issue:35141", + "issue:42907|issue:43441", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:43299|issue:45216", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:43381|issue:45593", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:42796|issue:43650", + "issue:45335|issue:45584", + "issue:44279|issue:46515", + "issue:44496|issue:45759", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:46082|issue:46399", + "issue:45103|issue:45372" + ], + "prepared_review_unit_hash": "318d4d3e9d7cb40e221eae46d0d84e8cc99114de1d2dfa8f242e42b2fec8e14f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "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, configs, and subsystems. None of the soft pairs appears to be the same underlying bug/change, so all candidate edges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out: the items span many distinct regressions and model-specific bugs, and none of the soft pairs is a true duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45584 is the strongest standalone representative because it is a concrete, well-scoped open bug with multiple inbound references and an actionable failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: Flash Attention 2 support for XLMRoberta vs output embedding reinit after resize when tie_word_embedding is False." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they concern different models and different failure modes: default None handling vs a missing vision field dropped by strict validation." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated: a qwen3_omni_moe helper-length behavior issue vs CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different root causes and areas: Qwen3-MoE sliding_window behavior vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Distinct regressions: processor.tokenizer/image passing broke in v4.57.5, while t5gemma resize_token_embeddings fails to update decoder.embed_tokens." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Not the same bug: one is a Python-version compatibility problem, the other is a specific model loading failure for physical-intelligence/fast." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and code paths: final partial batch handling in MaskGenerationPipeline vs memory overflow in sam3-litetext." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one rejecting NoneType is unrelated to token embedding reinitialization after resize." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import support is a dependency issue, not the same as the embedding reinit bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral/flash attention, but one is about saving dequantized models and the other is a runtime flash-attention failure; different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized model/config problem is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Same broad flash-attention area, but different concrete failures and models: Ministral-3 support vs s_aux=None crash in sink-less models." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword-argument conflict are clearly different issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen regressions: one blocks model loading, the other corrupts save_pretrained output." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing in v5.0.0 during chunked_prefill has nothing to do with ANSI codes in loading_report." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus test failure is not the same as max_cache_length only being honored for Quantized Cache." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing exported Qwen2_5_VL symbol vs a nonexistent image_utils import are different import failures." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "These are both dependency-themed but not the same defect: Python compatibility vs a generic transformers dependency complaint." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores is unrelated to model config loading failing on an unrecognized repository." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a vague data request do not describe the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different model behaviors: token embedding resize not propagating vs Whisper empty transcription failure after align_special_tokens." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency issue is not the same as a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "One is about an unrecognized model config, the other about AutoModelForCausalLM.from_config not unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args being ignored is unrelated to a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and a Qwen3.5 rotary-pos-emb registration error are different concrete problems." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring crashing with future annotations and a mistral_common import breakage are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 37, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512" + ], + "soft_pairs": [ + "issue:44279|issue:45405", + "issue:38175|issue:44617", + "issue:43650|issue:46209", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:44242|issue:45200", + "issue:44521|issue:45325", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:44779|issue:45812", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44297|issue:44462", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:43653|issue:45593", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:33290|issue:45656" + ], + "prepared_review_unit_hash": "f0436fc5996b8032c3a98d91f57a2294ad621e0bc15b75f04bdad42d0dfea914", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35453, + "estimated_input_tokens": 8864, + "estimated_eval_tokens": 17984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the items are mostly unrelated Transformers bug reports, with only superficial overlap around regressions, tokenizers, multimodal models, and deepspeed. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the strongest representative by engagement and breadth of impact: it has the most discussion/inbound refs in this set and is a concrete, user-facing regression in a core multimodal path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best overall issue candidate because it is active, clearly described, and centrally about a recurring Transformers regression surface (multimodal chat-template behavior).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Different problems: a dependency/import issue versus a PEFT minimum-version bump. No shared code-path or fix target." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated symptoms and subsystems: SigLIP2 probability output vs Sam3Video CUDA OOM." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "The titles are unrelated and point to different failures: vague data request vs FP8 inference on B200." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "One is a video-classification processor lookup bug; the other is a broad remote_code regression. Different concrete code paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen-related, but one is a model loading regression and the other is incorrect save_pretrained visual-encoder keys. Not the same bug." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Shared theme of imports after upgrade, but one is a missing HybridCache export and the other is a broad import-error report. Too generic to merge." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different model behaviors: load-balancing loss gating vs Gemma4 multimodal token-type defaults." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal issues, but one is assistant mask generation and the other is temporal position-id scaling in Qwen2.5-VL. Distinct code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image handling vs Deepseek tokenizer tokenization errors." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both touch docs/examples, but they concern different examples and different API mismatches." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: processor lookup in a pipeline vs Gemma4 PLE device placement during forward." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "One is compiled flex_attention on new torch, the other is a TensorFlow backend/package-install issue. No overlap." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families with different failure modes and likely different fixes." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated: Python compatibility regression vs PEFT version bump." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Different config semantics: head_dim validation vs stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both mention model loading, but the affected models and failure mechanisms differ completely." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and fields: default vision/audio configs vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Related to tokenizer serialization/loading, but one is tokenizer_class written to config and the other is AutoTokenizer ignoring tokenizer.json. Not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different model-state issues: device-dependent lm_head serialization vs resize_token_embeddings not updating related 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": "Different model-specific failures: FlashAttention issue for Ministral-3 vs OCR index error in Kosmos2.5." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "One is a tokenizer regex patch crash; the other is list_repo_files not forwarding revision. Different APIs." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary losses are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both concern quantization, but one is saving a quantized model and the other is loading/dequantizing with device_map offload. Different failure points." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/cleanup-related, but one is stale auto_mappings references and the other is leftover dummy classes. Different fixes." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is a double optimizer step. Not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 38, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43299", + "issue:43441", + "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:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:44361|issue:45593", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44297|issue:45397", + "issue:44589|issue:45362", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:44336|issue:44373", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:43531|issue:45362" + ], + "prepared_review_unit_hash": "978e9fa2f0313153f32289f2ca7d1da367994f633ce7180b954f49519cb08f40", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35941, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers issue reports, not one tight duplicate set. The only soft edge that looks like the same underlying bug is the Qwen3 MoE loading regression pair; the rest are different code paths, models, or unrelated docs/tooling problems.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43299 is the broader, cleaner statement of the Qwen3 MoE loading regression in v5; issue:42491 reads like a downstream symptom of the same breakage on a specific LoRA setup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the best representative issue because it describes the core compatibility break more generally and is likely to attract the right fix and discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Different bugs: missing files on processor.save_pretrained vs a slowdown/regression when filtering data after upgrade." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but they affect different internals and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "One is serialization output from processor.save_pretrained, the other is a from_pretrained loading issue for Gemma4." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model/task failures: MLukeTokenizer AttributeError vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Different issues: a missing TensorFlow backend dependency vs a version incompatibility between torch and transformers." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Dependency/back-end installation issue is not the same as a Python version support incompatibility." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and different symptoms; both are output correctness bugs, but not the same code-path problem." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention backends, but one is Ministral-3 FlashAttention in v5 RC and the other is compiled flex_attention on torch>=2.9; too different to merge." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 incorrect outputs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are separate issues." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both are kernels-related, but one fails importing pipelines due to kernels metadata requirements while the other crashes on a missing decorator in Qwen3.5 use_kernels flow." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill regression is not the same as CLIPVisionModel hidden_states handling." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id missing and glm-4v-9b loading failure are different model-loading bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL export and Python support mismatch are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A documentation issue and an import performance issue do not share the same underlying bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Config attribute missing vs missing fields returned by AutoConfig with trust_remote_code=True are distinct problems." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma4 zero3 from_pretrained loading." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are different failures." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and TensorFlow backend dependency installation are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Cannot import AutoImageProcessor and Python version support incompatibility are separate issues." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report terminal coloring and wrong position_ids docstring are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race in testing utils and a stale generate() warning are different bugs." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring crash with future annotations and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model/config loading failure are different issues." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss bug and D-FINE auxiliary-loss bug do not look like the same underlying change." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error and Gemma4 zero3 loading failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": true, + "reason": "Both describe the same Qwen3 MoE loading regression after the hf4.x -> hf5.x/v5 transition; 42491 is a downstream LoRA-specific manifestation of the broader breakage in 43299." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crash are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The non-duplicate verdicts are appropriately cautious, and the single accepted soft edge (42491 vs 43299) is reasonably supported by the titles as a shared Qwen3 MoE loading regression across versions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 39, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45375", + "issue:45412", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:42886|issue:46132", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:44336|issue:46424", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:43673|issue:44561", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:43352|issue:45250", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:44038|issue:46506", + "issue:45412|issue:46123", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "c53b095b30f4241ee2e6f946a6276353fec614620070e1067ff056b1cb488aa3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most items are distinct regressions across different subsystems (imports, tokenization, config loading, generation, DeepSpeed, vision/audio pipelines). None of the soft-similarity pairs look like the same underlying bug or change closely enough to merge.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45701 is the broadest user-facing regression in the set and best represents the cluster's repeated theme of version-dependent behavior changes, but the overall set is still quite mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best single representative because it is broad, current, and aligned with several other v5-era behavior-regression reports; still, it is only a loose fit for the heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "One is a BEiT image-processor label reduction bug; the other is a sys.modules access issue in modeling utils. Different components and failure modes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup and audio feature extraction are unrelated subsystems with no shared code path." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance regression is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface registration behavior are different bugs in different layers." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape output in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and CPU/CUDA result mismatch in PPDocLayoutV3 are different model/runtime issues." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are separate export problems." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV cache continuation crash in serve is not the same as max_cache_length handling in cache config." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI formatting and cache-length configuration are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug in modeling_utils and xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression and resize_token_embeddings/output_embeddings mismatch are different behaviors in different code paths." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 missing attribute and SAM3-litetext memory overflow are not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility for a rotary embedding and a missing decorator registration crash are separate Qwen3.5 issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen import and DeepSpeed/BertModel index error have no shared root cause." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router logits load-balancing loss logic and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and Chinese report about slower filtering after upgrade are not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache missing in chunked prefill and removal of is_torch_fx_available affecting trust_remote_code are different regressions." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and sys.modules unsafe access are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated model-specific problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention 2 unsupported error is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and ZeRO3 empty-deque failure are different DeepSpeed loading bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading and unsafe sys.modules access are distinct loading failures." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize mismatch and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings/output-embeddings mismatch is not the same as a broad tokenization-version-change report." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and import performance are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing strict config field for Qwen3_5MoeVisionConfig and AutoModelForCausalLM text_config unwrapping are different composite-config bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite speech strict-config loading and Qwen vision config field dropping are separate strictness/config-schema issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and PPDocLayoutV3 CPU/CUDA divergence are different model-specific failures." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline final-batch dropping are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking remote-code models and Qwen3.5 rotary registration crash are different breakages." + } + ] + }, + "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": 20, + "review_unit_index": 40, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45685|issue:46431", + "issue:44987|issue:45459", + "issue:44466|issue:45335", + "issue:45137|issue:45600", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:44368|issue:44977", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:43065|issue:43408", + "issue:44188|issue:46202", + "issue:43931|issue:44368", + "issue:44877|issue:46170", + "issue:45987|issue:46082", + "issue:43065|issue:46123", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43232|issue:43673", + "issue:43701|issue:44749" + ], + "prepared_review_unit_hash": "550912fd135284ed9254da971c89f5a4148504038e6f9d1a2062f5e40ad9212b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36403, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues do not form a true duplicate cluster; the soft pairs are mostly broad semantic overlaps across unrelated bugs. I would anchor the set on the broadest regression report, with no PR canonical candidate present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the broadest, most actionable regression report in this set (multi-model v5.3 video-input failure) and is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the clearest user impact, strongest reproduction value, and broadest scope among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Different bugs: MPS histogram/int support in MoE vs missing chat template in a processor." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both touch tokenization/loading, but one is a model load regression and the other is error masking when protobuf is absent." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Related to tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder embeddings." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated subsystems: DeepSpeed ZeRO3 deque error vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different model behaviors: stale cache on second forward pass vs missing mm_token_type_ids default in Gemma 4 fine-tuning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are SAM/Qwen video issues, but the concrete failures and code paths are different." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different model families and failures: tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression vs Windows/ROCm distributed import failure; no shared code path." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a broader ESM2 breakage; not the same defect." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different failures: Gemma-4 ZeRO3 loading vs optimizer step being called twice under DeepSpeed." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenization failure vs Gemma4 multi-GPU CUDA OOM; unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a tie_word_embeddings warning during LoRA fine-tuning, the other is a flash-attention generation regression." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The reproduction issue is too vague to equate; Gemma roundtrip failure on '\u2581' is a specific tokenizer/pipeline bug." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API acceptance failure is unrelated to Gemma tokenizer roundtrip behavior." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: stale indexer cache in GlmMoeDsa vs flash-attention aux-state handling." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Warning about tied embeddings during fine-tuning is unrelated to paged generate's stale num_return_sequences warning." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but dummy Conv2d in a decoder and a model-type warning are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma tokenizer roundtrip failure." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Shape-mismatch model loading for Qwen3-VL is unrelated to Qwen3.5 tie-word-embeddings warnings." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech vs Windows/ROCm distributed dependency issue; different defects." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache return-type contract bug vs LlamaConfig head_dim validation; different layers of the stack." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Both are pipeline/model issues, but dummy Conv2d and is_last handling in MaskGenerationPipeline are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile behavior, but one is kernel divergence under torch.compile and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription bug is unrelated to a Windows ROCm dependency/import failure." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but tokenizer metadata mismatch and missing processor files are different problems." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs a performance regression in data filtering after upgrade; not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "General v5 custom-model init breakage is not the same concrete bug as the ESM2 report." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown in data filtering and double optimizer stepping are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to DeepSpeed optimizer-step duplication." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache-related, but one is sync_gpus kwargs handling and the other is chunked_prefill cache missing in v5.0.0." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the filtering slowdown 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": 20, + "review_unit_index": 41, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:44871|issue:46132", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:45406|issue:46202", + "issue:42994|issue:43525", + "issue:43784|issue:46399", + "issue:45310|issue:45375", + "issue:43723|issue:46326", + "issue:42673|issue:43704", + "issue:43873|issue:44945", + "issue:44964|issue:45137", + "issue:43232|issue:44188", + "issue:45081|issue:45103", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:46077|issue:46123" + ], + "prepared_review_unit_hash": "339425e2d834d7cd2e79ce40bfbc9982b34fa7886f6b5ca57478ab22f2a39de0", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36463, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "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-loading/import/tokenizer regressions that only share broad Transformers similarity. The only clear duplicate pair in the provided soft edges is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set because the items span many distinct bugs; if an anchor is needed, the Qwen3.5 MoE from_pretrained regression is the strongest standalone candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue: it is specific, version-scoped, and has a clear concrete failure mode in a high-signal model-loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/encoding-adjacent, but they describe different models and different failure paths." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma EOS config inconsistency and AttentionInterface behavior are unrelated bugs." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-GGUF loading are separate code paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report does not match the specific Gemma-4 zero3 loading issue." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video attribute error and trust_remote_code missing fields are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure and processor.save_pretrained missing files are different problems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers loading stall are distinct issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and different symptoms; not the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both mention imports, but they refer to different missing symbols and likely different API removals." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a broader from_pretrained error without enough evidence they are the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor attribute failure and Gemma pipeline roundtrip issue are different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id in Llama4Config are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related model family, but the titles point to different specific loading/config bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression and continue_final_message behavior are not the same code-path problem." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported Qwen3ForCausalLM VRAM leak bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallel output correctness are separate issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling and torch.compile attention-kernel divergence are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing classes and different fixes." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel generation correctness and Qwen3_5 image looping are distinct problems." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/FP8/loading themes, but the concrete bugs are different." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model variants and different failure modes; not mergeable as one fix." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and Janus image test failure are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different APIs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue and FP8 save_pretrained failure are different bugs." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional masking and MaskGenerationPipeline batch handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair (42673/43704) is an exact title duplicate, and the other pairwise rejections are reasonably cautious given the limited evidence. One note: 45310 and 45478 share the same title in the packet, but that pair was not among the provided soft edges, so it does not invalidate this evaluation." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 42, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46231" + ], + "soft_pairs": [ + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:43278|issue:45137", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:30333|issue:33290", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44297|issue:45656" + ], + "prepared_review_unit_hash": "dfbd592005302fd1067cbb5db3a05c9df013909d8973dfa56200655198b7a3ed", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37748, + "estimated_input_tokens": 9437, + "estimated_eval_tokens": 19130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab bag of unrelated issues across tokenization, model loading, training, packaging, serving, and docs. None of the suggested soft edges look like true duplicates or the same underlying fix.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs in different subsystems, so there is no clear duplicate target to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue either; none of the issues is representative enough of the rest to serve as a global duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different problems: backend/extras installation vs leftover dummy PT classes leaking into namespace and failing checks." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model config loading error vs pytest-xdist file race in testing utils." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained-load legacy field bug is unrelated to the captured_info.txt race." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue vs a missing import in image_utils; different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker file race vs stale auto_mappings references breaking CI; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility regression vs missing import; separate failures." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype mismatch in eval vs DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug vs MoE router-loss condition; different model behaviors." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs embedding reinit after resize; no shared code-path." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization cleanup behavior change vs special-tokens insertion regression; distinct tokenizer logic." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failure vs OOM in Adafactor/DeepSpeed; unrelated training issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained missing files vs Qwen3.5-MoE from_pretrained error; different subsystems." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 multimodal token defaults; different models and failures." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug vs ModelOutput key assignment bug; not the same underlying issue." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is Granite token IDs; distinct root causes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 vs special-token behavior for mdeberta; separate failure modes." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image processor method vs remote-code meta-init incompatibility; different code paths." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import failure in sentence-transformers vs missing Qwen2.5-VL export; unrelated import issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: cleanup_spaces vs Deepseek tokenization correctness." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash vs auto_docstring annotation handling crash; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but Kimi codec handling/warning issue is not the same as clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading registered position_ids buffer vs optimizer step called twice with DeepSpeed; different bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3_5MoE; separate model issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args ignored vs documentation typo; not the same underlying change." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "v5 tokenizer cleanup regression vs Pegasus v4/v5 output difference; different tokenizer/model behavior." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump issue vs leftover dummy class cleanup; unrelated maintenance problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained bug vs tokenizer_config.json class mismatch; different serialization paths." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs MLflow reporting on failed training jobs; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure-reporting bug vs Llama 3.2 Vision model-loading regression; different areas." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs DeepSpeed optimizer double-step; no shared 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": 20, + "review_unit_index": 43, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:42831|issue:44623", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:46209|issue:46431", + "issue:41628|issue:42757", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:45071|issue:46082", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:44734|issue:46421", + "issue:44373|issue:44485", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:44263|issue:44360" + ], + "prepared_review_unit_hash": "90cbf2ebe5613a0ce0c7e82e86c796e0b757887f0aee7c35521901e20c24fd3e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft links are all false positives: the items span many unrelated bugs and subsystems (imports, training, generation, tokenization, cache, multimodal, FP8, docs). There is no single duplicate issue or PR candidate in this set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different areas: model output differences vs AttentionInterface registration behavior." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer import/loading are unrelated failures." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor save_pretrained missing-files are different code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaults vs non-persistent buffer initialization junk are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs and Trainer compute_loss kwargs are unrelated bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and processor serialization missing files do not match." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job MLflow tracking and embedding reinitialization are different problems." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "ONNX import failure is unrelated to missing PyTorch dependency errors." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality limit and AttentionInterface behavior have no common bug path." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template on a processor are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Separate import errors from different missing symbols in different packages." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 output attribute error and MoonshineStreaming off-by-one mask bug are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config save mismatch and Qwen3.5 MoE from_pretrained error are distinct issues." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression and FP8 B200 inference failure are different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading issue and flash-attention generation bug are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids and MoonshineStreaming windowing are separate bugs." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are not the same defect." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max length handling are different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-arg crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and InternVL2 meta-init incompatibility do not match." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and max_shard_size default discussion are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve KV-cache continuation crash and lazy cache recompilation are different cache bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction for position_ids is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation bookkeeping bug and Kosmos2.5 OCR long-input index error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access and processor.save_pretrained file output are different issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset-loading script bug and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "AutoTokenizer loading regression and Gemma-3 eos_token_id inconsistency are different problems." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue and SequenceFeatureExtractor.pad performance bug are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split issue and DSA indexer ReLU discussion are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 44, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44373", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:22355|issue:27957", + "issue:42796|issue:43122", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:44368|issue:46305", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44188|issue:44373", + "issue:44117|issue:44704" + ], + "prepared_review_unit_hash": "88317c3c7c92a730b76895325da01ec4b5f7a1890b6adfce93c2be1727b307d6", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose collection of mostly unrelated Transformers regression reports. The only common thread is that several involve v5-era import/tokenizer/config/save-load regressions, but the soft pairs are not close enough to treat as true duplicates.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like issue in the set: it captures multiple import failures after a version upgrade and best matches the recurring migration/regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor this cluster because it is broad, user-facing, and plausibly subsumes narrower import-related reports better than the model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model save/load, but they appear to target different quantization paths and symptoms; not enough evidence of the same underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different models and different failures: loading hangs versus zero-probability outputs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal/vision-related regressions, but one is a load-time meta-init incompatibility and the other is a save_pretrained key serialization bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Completely different code paths and symptoms; this is not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to the MoonshineStreaming off-by-one mask issue." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 Moe from_pretrained errors are different failures." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training divergence with flash_attention_3 is not the same as NaNs during checkout/init." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A tensor-splitting bug and a docstring issue are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "These are different model families and different regression types." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config defaults on reload/init, but the affected models and behavior are different." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "These are different SAM3 issues: a warning about model type mismatch versus missing text encoder weights." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "No shared underlying bug; one is a missing module import, the other is a Flash Attention 2 model issue." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer behavior regressions, but one is a model-specific BPE marker problem and the other is a broader version-to-version tokenization change." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Related only at a very broad level; one is a specific missing dependency import, the other is a generic report of many import errors after upgrade." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization semantics." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Cache/offline loading failure is unrelated to wrong decoder type selection." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "An FP8 accuracy issue and an infinite-loop multimodal bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing module import versus tokenizer spacing behavior; not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A configuration warning is unrelated to a streaming attention mask off-by-one error." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different models and different problems; not duplicates." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model save failure are different issues." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state handling and D-FINE auxiliary losses are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning versus memory overflow are different symptoms and code paths." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile SDPA failure is not the same as AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance/warning is unrelated to the torch.split indexing bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring issue." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "A tokenizer mapping assumption bug and missing kwargs forwarding in AutoProcessor are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 45, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:43122|issue:44521", + "issue:42907|issue:44964", + "issue:44704|issue:45290", + "issue:43784|issue:45600", + "issue:43122|issue:46326", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:43122|issue:44514", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "0c2f1e2cca87744bc9dc100cae71472efb2990959fdd4c51f23d4816c050c0f3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36027, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similar pairs share only surface keywords (imports, tokenizer, save/load, multimodal, Qwen/SAM), but they describe different bugs or regressions. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the cluster does not appear to represent one underlying bug; it is a set of unrelated regression reports that only look similar lexically.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue candidate; the most-connected items are still about different code paths, so any one issue would be a misleading representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is tokenizer.save_pretrained writing the wrong tokenizer_class. Different code paths and failures." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers hanging on load and a MacOS bus error with a CLIP model are different symptoms and likely different root causes." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and Qwen3-Next tied-weights warnings concern different model implementations and distinct bugs." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are unrelated failures in different execution paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A layernorm epsilon precision issue is not the same as a wrong docstring for position_ids." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor import and broad import errors after upgrade are related only at a high level; the concrete failing symbols and causes differ." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-save failures and invalid GenerationConfig errors are separate model-saving vs generation-validation problems." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility failure and wrong LLM output under pipeline parallelism are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer-version behavior changes and zero assistant_masks for multimodal inputs are different tokenization/template bugs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "A dequantized-save regression is unrelated to loading microsoft/Phi-4-multimodal-instruct." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file in AutoProcessor and crashing on tool-call assistant messages are different apply-chat-template/loader issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "A NameError during sentence-transformers import and stale auto_mappings references are distinct import/configuration problems." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer behavior drift across versions and continue_final_message bugs for mistral_common tokenizers are not the same defect." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and all-zero assistant_masks are separate tokenizer/template behaviors." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexing and GLM-5 RoPE implementation are unrelated model-internal issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty results in the classification example and missing default mm_token_type_ids are different task-specific bugs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe load bug and tokenizer_class mismatch on save_pretrained affect different subsystems." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config and degenerate training with flash_attention_3 are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning for sam3_tracker and a missing fpn_position_embeddings attribute are different SAM3 issues." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking from_pretrained loading are separate save/load paths." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer access are unrelated bugs." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output changes across versions and apply_chat_template crashing on batched input with padding=False are different failures." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and FP8 save_pretrained on moe models do not look like the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors for different symbols (Qwen2_5_VLForConditionalGeneration vs HybridCache) are not the same underlying issue." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure; not the same code-path bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx and tokenizer inconsistency are unrelated issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "An import removed from huggingface_hub and a missing transformers.HybridCache symbol are different package-level import problems." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bugs and example-script empty classification results are not the same defect." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during evaluate and incorrect output with pipeline parallelism are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow in a torch install extra and Python 3.14 load failure are unrelated environment/compatibility 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": 20, + "review_unit_index": 46, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:44188|issue:46328", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:42222|issue:43441", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43673|issue:46328", + "issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "193848b0870522285908cb5af893fb063c5181e5a0ae30c1b7374a77038b309e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36757, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive mix of unrelated Transformers issues: tokenizer regressions, import/runtime breakages, model-specific bugs, training problems, and docs/perf nits. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45278 is the least-bad umbrella because it is the broadest v5 upgrade regression report and overlaps with several import/load failures, but the cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most central/representative topic-wise, but only as a broad migration-breakage anchor; it does not actually subsume the rest of the mixed cluster cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failures: SigLIP2 HF-vs-JAX discrepancy vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure vs LayoutLMV3 error-message clarity; unrelated code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing UMT5 encoder weight vs AutoProcessor kwargs forwarding; different APIs and bugs." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer-related, but one is decoder-type selection in v5 and the other is Deepseek output correctness; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs dtype mismatch in CI inference; unrelated issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family only at a high level; invalid GenerationConfig vs RoPE implementation discussion are different problems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing symbol import vs broad post-upgrade import breakages; not the same concrete failure." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs SequenceFeatureExtractor.pad performance; unrelated subsystems." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression vs NaNs in classification heads; different symptoms and code paths." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors vs documentation parameter-name mismatch; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API-warning behavior vs missing image-patch count method in GLM46V; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example failure vs SigLIP2 implementation discrepancy; no shared bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is Qwen3-VL-Moe and the other is Qwen3.5 from_pretrained; not enough to treat as one bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation issue vs NaNs after checkout/init; different failures." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage vs Ministral FlashAttention bug; unrelated models and code paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility problem vs incorrect PyTorch version guard in flex_attention; different version checks." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args ignored vs trainer.evaluate failing after train; unrelated trainer/optimizer bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained visual-key regression vs from_pretrained error in Qwen3.5 Moe; related model family but different concrete failures." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example returning empty results vs pipeline translation-task error message; unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper vs flex_attention PyTorch version check; different subsystems." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Qwen3 VRAM leak vs Ministral tokenizer BPE markers; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training optimizer-state corruption vs missing GenerationMixin cache in chunked prefill; different paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale num_return_sequences warning; not the same defect." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer-loading regression vs Qwen3 tokenizer offset mapping bug; both tokenizer issues but different concrete behaviors." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored in backend dispatch vs Gemma4 causal-mask construction; different models and mechanisms." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling vs flash_attention s_aux=None crash; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing removed pipeline() vs incorrect PyTorch version gate; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs Deepseek tokenizer regression; different model-specific tokenizer issues." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in dataloader threads vs isolated reproduction of another issue; no evidence of same bug." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs SequenceFeatureExtractor.pad performance; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Device-dependent lm_head.weight serialization vs NaNs in classification heads; different bug class." + } + ] + }, + "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": 20, + "review_unit_index": 47, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43582", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:45341|issue:45561", + "issue:43122|issue:46298", + "issue:45341|issue:46328", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:45071|issue:46512", + "issue:42222|issue:46178", + "issue:44829|issue:45216", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:42673|issue:43582", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:44410|issue:45478", + "issue:42222|issue:45542", + "issue:44075|issue:45656" + ], + "prepared_review_unit_hash": "7a4e1d73d92ad56e771404c29a6d52a08951a96dbaa9450a63d23d44f3ec2e5d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35471, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by Transformers v5-era regressions, especially import/config/tokenizer loading issues, but the soft-pair candidates are mostly only subsystem-similar rather than the same concrete bug. I rejected all soft edges.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring upgrade/import breakages and best captures the shared theme across several narrow regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is the most general report and most likely to subsume related import failures after the 4.57.x -> 5.x transition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 loading/config regressions, but one is an init_empty_weights argument error and the other is a PretrainedConfig type-checking issue; different code paths." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video processing, but one is an output-shape bug and the other is a torchvision-missing crash in AutoProcessor; not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-5 invalid GenerationConfig vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated concerns: PEFT version pinning versus a PyTorch version check for flex_attention import." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen-family loading problems, but one is missing projections in qwen3next and the other is a Qwen3.5 MoE from_pretrained failure; not the same bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing_utils, but one is a generic small bug and the other is a pytest-xdist race on captured_info.txt; different issues." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different topics entirely: tokenizer behavior regression versus a noisy logging message." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing_utils bug versus SequenceFeatureExtractor.pad inefficiency; no shared underlying defect." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules and do not look like the same code-path failure." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash; distinct causes." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a type-checking break in PretrainedConfig, the other is stale dtype metadata after from_config; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and a tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different failures." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "A Qwen3.5 chat crash is unrelated to a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and symptoms: sam3_video/sam3_tracker warning versus MobileLLM loading KeyError." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to the testing_utils bug." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM and an Apple Silicon TypeError in caching_allocator_warmup are different problems." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA q_a_layernorm precision/config error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech versus a documentation parameter-name mismatch; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Max shard size behavior and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug versus FP8 inference failure on B200; different subsystems and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and a feature-extraction function issue are not the same underlying problem." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 is unrelated to an unrecognized-model config.json error for Olmo-Hybrid." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but one is a specific image_utils import and the other is a broad report of many import errors after upgrade; too general to treat as the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type regression and differing tokenization outputs are related in theme but not the same concrete failure." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy issues are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Although both are Qwen3.5/Qwen3-related, they describe different loading failures in different model variants." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and missing TensorFlow backend handling are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer SGD args ignored and optimizer step called twice with deepspeed are different optimizer 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": 20, + "review_unit_index": 48, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:43012|issue:43577", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:45753|issue:46369", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:44261|issue:44485", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:44410|issue:45375" + ], + "prepared_review_unit_hash": "6b0f39666913e904e4732193566a6427b574314197efaf8503c5d855af199766", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37684, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of mostly unrelated Transformers issues, and the soft pairs are best treated as false positive similarities rather than duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43097 is the best weak canonical because it is one of the most broadly scoped, discussion-heavy v5 regressions in the set and has inbound references; however, the overall group is too heterogeneous for a strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the closest thing to a representative issue in this cluster because it concerns a high-level, user-visible v5 breaking change rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both are chat/completions failures, but one is a v5 API acceptance problem and the other is a streaming inference failure on Qwen3.5; different concrete bugs." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "One is missing TensorFlow from the torch extra; the other is a broken VitPose model path. Different subsystems and symptoms." + }, + { + "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 submodules in float32." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is an explicit API removal warning around tie_embeddings_and_encoder_decoder; the other is unexpected position-id keys during model loading. Not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked prefill cache handling and a testing_utils bug are unrelated code paths." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "A missing image-patch method in GLM46V image processing is unrelated to an MLA layer norm epsilon/config mismatch." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM, but one is a torch.split/indexing bug and the other is a RoPE implementation issue; different fixes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "An AutoImageProcessor import failure is unrelated to PretrainedConfig type checking breakage." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and undefined tf backend error are different failures with different triggers." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they affect different model classes and likely different integration points." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size default behavior and Qwen3.5-Moe from_pretrained errors are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different math/indexing bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to a Deepseek transpose/dtype issue." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a weight-shape mismatch and the other is missing projections in a specific layer." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "One is a FlashAttention compatibility failure for Ministral-3; the other is a flash_attention_3 training degeneration bug. Not mergeable into one fix." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "A Qwen3-VL model loading mismatch and a Qwen3-VL-Moe bug are different concrete problems." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embeddings API removal and gguf_file tokenizer/model loading failures are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils issue." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific image and a memory overflow in sam3-litetext are different failure modes and models." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor loading without torchvision and a testing_utils bug do not describe the same bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A nonexistent image_utils import and a documentation parameter mismatch are not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM components with different runtime failures." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked prefill is unrelated to MaskGenerationPipeline final-batch handling." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A torchvision dependency crash and a shard-size question are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None is broader import/loading metadata behavior, while physical-intelligence/fast failure is a specific model-loading regression; too weak to merge." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM bugs: config epsilon precision mismatch versus RoPE implementation." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek models, but they are distinct implementation mismatches with different code paths." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for video processors and missing ReasoningEffort import for Gemma 4 are separate dependency/import issues." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings removal and a flash_attention.py s_aux=None crash are different problems." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols from different modules and are not the same underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A breaking API removal and a quantization save/load regression are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in a Qwen3Next layer and a dropped config field in Qwen3_5MoeVisionConfig are different issues, even if both are model-structure related." + } + ] + }, + "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": 20, + "review_unit_index": 49, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:44380|issue:46421", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43066|issue:43906", + "issue:43012|issue:43550", + "issue:42907|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:43825|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:42175|issue:46365" + ], + "prepared_review_unit_hash": "fb45eb4ef6942f0ec75f741f8601795b8001a72e9886bbe3e9b056b4d6d88047", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37401, + "estimated_input_tokens": 9351, + "estimated_eval_tokens": 18958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not a duplicate cluster; they span many unrelated regressions, model-specific bugs, and API/import failures. No soft-edge pair looks like the same underlying issue, so all candidate links should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "If a representative issue is needed, issue 43873 is the broadest and most discussion-rich bug report here, but it is not a true duplicate target for the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest general representative because it has the most activity and describes a concrete runtime bug with broader user impact, though the collection is too heterogeneous for a real canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different failures: local_files_only network leakage vs missing embed_tokens weight in UMT5Encoder." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and symptoms: Qwen3-VL-Moe version bug vs missing qkv/gate projections in qwen3next." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Set_seed test flakiness is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different underlying API breakages." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken keyword collision vs TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Missing tie_embeddings_and_encoder_decoder API vs offloading/quantization behavior are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate() failing after train() is not the same as importing Trainer being blocked by datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug is separate from auto_docstring crashes under future annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to tokenizer mapping None handling." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization recompilation." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Missing Qwen2.5-VL export and video-model AutoProcessor crash are different import-path issues." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to tensorflow_text being absent from BACKENDS_MAPPING." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed token weight in a model loader is not the same as save_pretrained shard-size behavior." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are different model/runtime problems." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as the reproduced issue 38071." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 compile warning and Bamba SDPA compile failure are not the same code-path bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failures and pipeline save_pretrained limitations are distinct save-path problems." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A PyTorch precision warning is unrelated to tie_word_embeddings warning behavior in LoRA fine-tuning." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup/check_repo leakage is unrelated to a generic noisy log message." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "pipeline translation support messaging is separate from inability to save Pipeline objects." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to Qwen3_5 infinite generation loops." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API is not a logging-noise issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support for NemotronH is unrelated to GPT2 attention scaling under backend selection." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for a model is unrelated to the Python version compatibility breakage." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 regression and deepseek-v4 comb.to(dtype) issue are different model-specific bugs." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure is unrelated to Trainer import conflicts with datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend scaling bug is different from AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is different from degenerate zero-loss sequence-classification behavior." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and GPT2 attention scaling are separate training/runtime issues." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained moe and Qwen3.5 Moe from_pretrained error are related to different save/load paths." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow missing from a torch install is unrelated to Trainer import being affected by datasets." + } + ] + }, + "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": 20, + "review_unit_index": 50, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:42898|issue:43066", + "issue:44625|issue:46365", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625" + ], + "prepared_review_unit_hash": "6ea1d2e402091d3e1071351a31720109868e0d43e3cabf899d28a0eed199a645", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, model-specific attribute/config bugs, serialization issues, attention/backend regressions, and a few docs/logging items. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Different problems: local-path slash import warning vs bfloat16 compile warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request handling failure and batched chat-template crash are distinct code paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both involve compile-time warnings/failures, but one is a warning and the other is a flex_attention compile break." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/API behaviors: missing symbol import vs network calls despite local_files_only." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated model-training bugs vs an image processor label-reduction bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different root causes." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from removed config references is unrelated to a noisy logging message." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom module mismatch is unrelated to the deepseek-v4 dtype/transpose bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing CLIP attentions and GPT2 attention-scaling being ignored are different regressions." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Different outputs are missing: attentions vs hidden_states." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a concrete loading bug and the other is fp8 support work." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat-completions request rejection and assistant tool-call tokenization crash are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL Moe loading failure and sorted state_dict loading error are distinct bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline save_pretrained failure hit different save paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is unrelated to missing fpn_position_embeddings on SAM3 output." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenization-space cleanup behavior and tokenizer decoder type are different v5 changes." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import being blocked by datasets are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different underlying issues." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Embedding resize propagation and bidirectional attention masking are unrelated Gemma4 bugs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different packages and symbols." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to Pipeline save_pretrained failure." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as broken Pipeline serialization." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing Gemma3Config attribute and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern loading/saving, but one is sorted state_dict loading and the other is incorrect saved checkpoints." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but for different supported-version ranges and failures." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 label propagation and Gemma4 attention-mask behavior are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support and D-FINE auxiliary-loss logic are different subsystems." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different config-level behaviors: attention mask construction vs head_dim validation." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing attributes on different configs and model families." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 checkpoint corruption are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and Qwen3.5 num_labels propagation are unrelated config 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": 20, + "review_unit_index": 51, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478" + ], + "prepared_review_unit_hash": "6a7153fd36c3f7fdbe1b8df79c3336dc23879f50b4e883a929fd558203eef9e7", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36741, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only thematically related v5 regression reports, not true duplicates. The only clear duplicate-style match is the import-time slowdown pair around removing `import *` usage.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the broadest concrete regression report here: it captures multiple import/load failures after upgrading from 4.57.0 to 5.5.0 and works as the best umbrella issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful representative because it is specific enough to describe the upgrade regression while still broad enough to cover closely related import/load breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different failures: missing `embed_tokens.weight` in UMT5 vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a cache/layer `no_grad` correctness change; the other is a broad import regression report." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling is unrelated to importing `Trainer` being blocked by `datasets`." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both affect importing, but one is a compiled-file error and the other is a TorchScript parsing issue in a specific model." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading order bug and missing config field serialization are different code paths." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Checkpoint loading failure and Gemma pipeline roundtrip tokenization failure are not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config attribute missing is unrelated to FSDP2 optimizer-state placement." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report the same import-time slowdown regression; the `import *` cleanup is a plausible direct fix for the slower `transformers` import." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing `set_seed()` in SamHQ tests is unrelated to xdist races on `captured_info.txt`." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache/layer update bug is not the same as the vague 'too many models break' report." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different loading failures; not enough evidence they share one concrete code path." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Loading a sorted state_dict and saving incorrect visual encoder keys are separate serialization bugs." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP-related OOM on a specific Qwen model are too different to merge safely." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache-update semantics have nothing to do with the Python version support regression." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP output attentions and patchtsmixer `post_init` eligibility are unrelated model issues." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing import error and tokenizer-loading regression are different failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is about attentions output and the other is a model-structure inconsistency." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions assignment and LwDetr AMP crash are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network requests and `AddedToken` keyword collisions are separate tokenizer/runtime bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SamHQ test seeding issues are unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test seeding instability is unrelated to a GraniteSpeech CI device-override stale test." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing `set_seed()` in a test is not the same as broken `auto_mappings` references." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading failures and checkpoint reload incompatibility are both loading-related but not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory regression is unrelated to checkpoint reload failures." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save-pretrained behavior for MoE and missing `_tp_plan` for TP are distinct issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update semantics do not match the dummy `Conv2d` issue in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "`transformers env` CLI breakage and `AttentionInterface.register` behavior change are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline-loading network requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is specifically tensor-parallel planning while the other is a broader `from_pretrained` error with no concrete shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: issue:45278 is a defensible umbrella for the cluster, and the summary does not overclaim beyond the packet. The soft-edge verdicts are appropriately conservative, with the lone accepted pair (issue:41669/issue:44246) reasonably supported by the shared import-time slowdown theme. No mergeability problem appears in the issue pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 52, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "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:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "1015071dbee31d57587bc26381d87a835f000d6ea87e18e33710fbf4830ba2ae", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37046, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes unrelated import regressions, model-loading bugs, training/runtime issues, docs problems, and feature requests. None of the soft pairs look like the same underlying bug/change with a fix that could plausibly be merged as one PR.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a safe canonical because the items span many distinct code paths and problem types rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue: the closest matches are still only broad thematic overlaps (for example, generic v5 regressions or model-loading failures), not the same concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file import/runtime errors vs. a preprocessing slowdown regression; different symptoms and code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols with no evidence of the same root cause." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 components: tensor-parallel plan vs. missing config field in vision config." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is about no_grad decoration and the other about sync_gpus kwargs updates." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage and FP8 save_pretrained issues are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hangs vs. documentation confusion; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions after v5 upgrades, but they affect different model/load paths and are not clearly the same defect." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network-request bug vs. unrelated placeholder issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy regression and a missing image-processor method causing AttributeError are different failures." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow job-status reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file handling vs. PretrainedConfig type-checking regression are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() is unrelated to the racoon placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file errors and pipeline save_pretrained are different code paths and symptoms." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression vs. model-loading failure for a specific Llama vision model; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support issue is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol import and broken `transformers env` CLI are different failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage in v5 and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2.5-VL export are different API surfaces." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about forward args vs. missing layer_type_validation import; not the same problem." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder racoon issue vs. Gemma4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different compatibility issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the racoon placeholder issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug and FP8 inference support request are related by theme only, not the same concrete bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs forwarding and the other is attention-interface usage; different code-path issues." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing top-level exports; no evidence of one shared root cause." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application bug and FP8 B200 inference failure are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a cache-strategy typo are not the same defect." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5-35B chat crash vs. a broad generic complaint that v5 breaks many models; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files in processor.save_pretrained and a generic bug report are not duplicate 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": 20, + "review_unit_index": 53, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "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:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:44393|issue:45478", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "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" + ], + "prepared_review_unit_hash": "2befc357ecd76a3a639e9dbdaa9514927e3e41e2a1fbb7cead6c1999fad7804d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38848, + "estimated_input_tokens": 9712, + "estimated_eval_tokens": 19680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same concrete underlying bug/change; most are only loosely related by model family, v5 migration, or import/loading themes. I\u2019d anchor the cluster on the broad lazy-loading/import behavior issue rather than a model-specific regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44273 is the broadest open issue in the set about loading/lazy-loading behavior, which best fits the cluster\u2019s recurring import/load regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the strongest representative to keep: broad scope, still open, and already has active discussion around the same general loading path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both mention import/loading pain, but one is lazy loading and the other is a tf-backend error from tensorboard-only installs; different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but different failures: a Qwen3-VL-Moe bug versus missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "One is a Qwen3-VL bbox/output bug; the other is a global PretrainedConfig type-checking regression." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import slowness is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is 2D bbox output corruption and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 upgrade complaints, but one is the transformers env command and the other is checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4 pad_token_id attribute error is not the same bug as a generic 'many models break' report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance cost and missing GenerationMixin cache during chunked prefill are unrelated code-paths." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 Qwen3-VL/Moe inference support and a DeepSeek weight-conversion question are different requests." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5/v4 checkpoint compatibility, but they target different model-loading failures and different mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing StableLmConfig pad_token_idx attribute is not the same as a broad v5 breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs/config is too narrow to match a generic 'too many models break' issue." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade are not the same concrete bug as a broad complaint about model breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategies typo are unrelated documentation issues." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup/performance is not the same as failing to import a specific Qwen3_5 model class." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A sam3_tracker/sam3_video config warning is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests and inverse_sqrt scheduler kwargs are unrelated test/scheduler issues." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronH is unrelated to Qwen3-VL output errors." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import behavior, but one is intermittent import slowness while the other is lazy-loading correctness; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken env command and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python 3.9/v5 compatibility is unrelated to Qwen3-VL bounding-box hallucination/output errors." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access and a generic bug report do not identify the same failure." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class metadata mismatch is not the same as an unspecified bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs and PretrainedConfig type checking are separate regressions." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs affect different subsystems and code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star usage/performance is not the same as a missing top-level HybridCache symbol." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 model variants and different failures: bbox output error versus from_pretrained error." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version compatibility and a vague 'too many models break' complaint are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9 incompatibility is unrelated to the Qwen3_5 import failure." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and _get_tied_weight_keys crashing on list input are different model-initialization issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to scheduler kwargs propagation." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for model.forward inputs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different code paths and symptoms." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "The env command bug and lazy-loading failure are separate v5 regressions." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained and tied-weights-key handling are unrelated save/serialization bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report and a specific Qwen3.5 Moe from_pretrained error do not match the same underlying issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading not working and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and Qwen3_5 import failure are different v5 problems, not one 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": 20, + "review_unit_index": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "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", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:46018|issue:46172", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43298|issue:46095", + "issue:44263|issue:45468", + "issue:43606|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:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "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", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "15014a201888734b3e13035f7b892768ea66d186eb9ab8eeec45032266c4ae85", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40312, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; none of the soft pairs look like the same underlying bug or change. I would anchor the cluster on the concrete loading bug in issue 43502.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43502 is the most concrete, user-facing, and actionable bug report in the set: a specific loading path violates `local_files_only=True` and causes unwanted API calls.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the strongest standalone issue candidate because it describes a specific reproducible defect with clear scope and likely code-path ownership.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different bug domains: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated code paths." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared DeepSeek-v4 context is too broad; one is expert gating, the other is a tensor transpose bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance issue is unrelated to a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward API docs are different issues with no shared concrete failure." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multithreaded loading is unrelated to RoPE implementation correctness." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both mention model internals, but RoPE implementation and audio positional encoding are distinct bugs." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad \u201cmany models break\u201d complaint is not the same defect as an import failure for one model class." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and a VRAM leak are unrelated issues." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Loading requests despite `local_files_only=True` is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing processor save files are different failures." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "These affect different models and different failure modes: timestamps vs memory leak." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-v4 weight conversion are not the same problem." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Torch split return handling and Gemma-4 audio positional encoding are unrelated defects." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding do not describe the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing RMS norm epsilon in MLA is not the same as Gemma-4 audio positional encoding behavior." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Importing HybridCache and importing Qwen3_5ForCausalLM are separate import failures." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support and a missing model import are different issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer/v5 behavior, but one is broad behavioral difference and the other is a specific decoder-type mismatch." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the nonsensical unrelated issue title." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is not the same as an unrelated low-quality 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": "An unrelated/invalid issue title does not match a broad Transformers 5.0 breakage report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure and the unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat-template tool-call crashes are separate code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_id` in config and tied-weight key crashes are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError for `layer_type_validation` are different defects." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLm config pad token naming and tied-weight list handling are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bugs are different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a from_pretrained error are not the same defect." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are different loading problems." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support do not describe the same bug." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior 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 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect `norm_eps` typing and tokenizer regex warning behavior are different issues." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former loss masking and missing kwargs in loss calculation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention interface usage are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling does not match tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former segmentation loss behavior is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value and a quantization-operation typo are not the same defect." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and config type-hint correctness are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Config type hints and a typo in quantization terminology are separate issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm semantics is unrelated to ModernBERT config typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 20, + "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": "3bbc2388f919baba56799ffe856817f2848ce4de7e9b684e15bce16dc6e9da6f", + "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: they describe unrelated feature requests for truncation behavior, learning-rate scheduling, and Wav2Vec2 word offsets. No soft pair looks like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #10519 is the most concrete and narrowly scoped request, so it is the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: text truncation API behavior vs Wav2Vec2 time offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated features: tokenizer truncation option vs ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying problem; one is about optimizer scheduling, the other about extracting word time boundaries from speech models." + } + ] + }, + "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": 20, + "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": "6b54522640216f389fef5d167d6be499dd8871cf8cd18a74f7f75e931b87b780", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely related by ML/model-loading themes, but they describe different bugs and should not be deduplicated.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "None is a true duplicate; if a representative is needed, 16618 is the broadest model-loading report, but it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization vs. model loading are different subsystems and different failure modes; no evidence they are the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention loading models, but one is specifically about private-model auth/error messaging and the other is a generic inability to load 'bert-base-uncased'; not enough to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 20, + "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": "1e65ed008dd3da756bfbfc444e078869e85508e27cbd35febff1726b007f9ed2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two similarly phrased but substantively different community-contribution issues: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. The shared wording reflects the same kind of request pattern, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests target different features/code paths (Flash Attention 2 vs GGUF support) and are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best representative for a duplicate cluster; both issues are separate feature requests with only superficial title similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying enhancements and likely different implementation areas; the similarity is only that both ask for broader architecture support." + } + ] + }, + "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": 20, + "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:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue: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": "d3834b689ccaf7c61483e9b0f6770a5272fdd9ba92fe496d18ddc06756e10c4c", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13525, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13525, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a single duplicate set: it appears to contain at least two separate translation-request groups, plus several language-specific issues that are clearly distinct. The strongest duplicate evidence is within the identical placeholder-title issues, and the exact Thai-title pair.", + "confidence": 0.61, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46222 is the best representative overall: it is open, has inbound references, and is an exact duplicate of issue:46226.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; same broad i18n theme is not enough to treat Turkish and a generic placeholder issue as duplicates." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; the titles point to different language-specific issues." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request vs a separate placeholder-title request; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language translation requests; not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request and a separate placeholder-title request; too broad to merge as duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; no evidence they are the same concrete issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language/request; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs a separate placeholder-title issue; not enough to merge." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; same subsystem, but not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is distinct from the placeholder-title request." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request; similar template text does not make them duplicates." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title and near-identical body; this looks like the same translation-request issue reopened or duplicated." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder-title translation request with near-identical content." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Body similarity alone is not enough; these appear to be different language-specific translation requests." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different language-specific request; not the same concrete issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-title issues with almost the same body; likely duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different translation-request topics; not clearly the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request; reject as duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "The requests appear to be for different translation targets; not a safe duplicate match." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different translation-request topics; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same title/body pattern; this is the clearest duplicate pair in the cluster." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the Thai-titled pair 46222/46226 is an exact match by title/body similarity and inbound refs support 46222 as the better representative, while the placeholder-title issues form a separate near-duplicate group. The rejected Turkish/Spanish/Romanian pairings are conservatively phrased and do not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 20, + "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": "92adec6eebb4d34a31dbaf30fcff255c9c6f6c4c59b51fa947135d6f86345985", + "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": "These are all model-addition/support requests for different concrete models or modalities, so the high textual similarity is mostly template-like rather than duplicate evidence. I found no soft pair that looks like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43671 is the clearest representative support-request thread in this set, with substantial discussion and a concrete model target; the other issues are different model requests rather than true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43671 is the most suitable anchor only in a loose clustering sense, because it is an active standalone model-support request; however, this cluster does not contain a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models (EuroBert vs DEIMv2); same request pattern, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config addition vs Qwen3-TTS support; unrelated targets." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR model vs DEIMv2 model; no shared concrete bug/change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different model families and tasks (detection vs audio model support)." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR support request and weight-sparse transformer request are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR; different model targets and modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS; only share 'add support' wording." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition and Qwen3-ASR support are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and OpenAI weight-sparse transformer are unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio 1.5B; different architecture and modality." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT request is not the same change as ModernVBERT models." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs OpenAI weight-sparse transformer; different concrete models." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS; different model and modality." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 addition and Qwen3-TTS support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model targets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT request vs Qwen3-TTS request; no shared code-path change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are related only at a broad taxonomy level, not as the same issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and separate integrations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different model support requests, not duplicates." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer are different model requests." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS support and LFM2.5 Audio support are separate audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related, but not the same model or fix." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support request and weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct modalities/models." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different models and tasks." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + } + ] + }, + "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": 20, + "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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "987160f7950425cc65b68baf03a2e6abf5619981ce8b0f885deb4a760bd935c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. There is no duplicate or mergeable relationship here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46443 is the more substantive technical issue, but it is not a duplicate of issue:38740 and should not be treated as a canonical cluster target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and code areas: docs/framework listing vs vision positional-encoding refactor; no evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 20, + "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": "4d2175abb49e1fe22db6006c1bb386443e8d2761a04fed01edfaf96bcb5e1e51", + "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": "These are not duplicates: one issue is about block decoding, the other is about DeepSeek v3.2 support. The titles indicate different feature areas and no evidence shows the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests in different areas: decoding behavior vs adding support for a specific model/version. No shared targets, files, or concrete code-path overlap." + } + ] + }, + "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": 20, + "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": "7b5c373286dc37544c80165a751eb48a42ff66b09fd2e5f4bdde9599edb8ee31", + "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 two different closed feature requests in Trainer, not duplicates: one is about making `remove_unused_column` more customizable, the other about FLOPs estimation for custom trainers.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical duplicate exists here; the issues target different behaviors and different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the better representative of the cluster only because it is a broader Trainer customizability request, but it is still not a canonical match for #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They discuss different problems: column pruning customizability versus FLOPs estimation for custom trainers. No shared concrete fix path is evident." + } + ] + }, + "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": 20, + "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": "4008d29377c7f9a3871b0346d6aa61df4d6e4579629bd64b7b2f47450d5c0bcc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature requests, not duplicates: one asks for Qwen3-Omni auto-class registration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader of the two requests, but it still does not subsume issue 44405; they are different additions in different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. sequence-classification support for Qwen3.5. They do not look mergeable into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 20, + "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": "0a486399d8626513c5add968250425b818f9f6e437cd1f7781e160a50920ca20", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by low-information issue titles, with three near-identical \"huggingface \" issues and one unrelated-looking \"Fett\" issue. There is not enough concrete problem detail to confidently merge any pair.", + "confidence": 0.28, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" issues and is the most reasonable representative of that likely duplicate set, though the evidence is very weak.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best available issue to anchor the cluster because it matches the repeated title pattern and was opened first; however, the lack of body detail makes this only a tentative choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body details or explicit links tying them to the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match, but there is no issue text or linkage proving they are the same underlying report; keep strict and reject." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "The titles match, but there is no issue text or linkage proving they are the same underlying report; keep strict and reject." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The titles match, but there is no issue text or linkage proving they are the same underlying report; keep strict and reject." + } + ] + }, + "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": 20, + "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": "8cff16aca8cf9015d491d5e4177a3409ff14055d6b81c5d3a61d2be8132fe514", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like unrelated low-information/spam issues rather than a true duplicate set. The only strong similarity is generic or identical spam-like titles, with no substantive bodies, links, or code context to prove a shared underlying problem.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44572 is the most representative anchor only because it shares the exact '' title with 44573 and fits the dominant spam-like pattern in the cluster; however, the issues do not provide enough real content to justify a genuine canonical bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44572 is the best available issue anchor for triage, but only as a placeholder: it is one of the exact '' duplicates and there is no meaningful technical content to prefer any other issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam-title issues with no body/context; identical wording alone is not enough to prove the same underlying report." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam-title issues with no substantive evidence of the same bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is '' and the other is a generic documentation suggestion; no concrete shared issue is visible." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'Check out \"Google LLC\"' is unrelated spam-like content; no shared underlying problem with ''." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation-enhancement wording does not match the spam issue in any concrete way." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation suggestion and a spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They have the same spam-like title, but there is no actual issue description or target to confirm a true duplicate report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles indicate different spam content and no shared technical defect." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different spam-like topics with no evidence of the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 20, + "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": "49aac96638fd4cc54a3e7965deb168173b9905e7a1f28b65025580cc3be38450", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with near-identical titles and highly similar bodies, clearly describing the same energy-optimization writeup/topic. They should be treated as duplicates, with the earlier and slightly more referenced issue as canonical.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 was created earlier and already has an inbound reference, so it is the better canonical record for the same duplicated topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best issue representative because it is the earliest instance and has marginally more reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title, same subject matter, and highly similar body content; these look like duplicate reports of the same underlying issue/topic." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the titles are identical, the bodies are similar in length, and the soft-similarity signal supports treating them as duplicates. The canonical choice is also conservative (earlier issue with one inbound reference). One small caution: avoid overstating body-content certainty since the packet does not expose the full bodies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 20, + "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": 15, + "component_count": 20, + "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": "01eabb7a2406b21eb5a70fe19ed9beda314b82ec002ba6a512cd3e9f98bedf69", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "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 not duplicates: both involve 4-bit inference, but one is a Gemma4/audio-module uint8 dtype crash and the other is a BitsAndBytesConfig regression where llm_int8_skip_modules removes the default lm_head exclusion.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45674 is the better canonical representative because it describes a specific, reproducible configuration bug in BitsAndBytesConfig with a clear failure mode and broader applicability than the Gemma4-specific dtype crash.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the strongest issue to anchor the cluster if one must be chosen: it is more general, has a precise causal mechanism, and is less model-specific than 45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference failures, but the underlying bugs differ: 45672 is a torch.finfo(uint8) TypeError in Gemma4/audio modules, while 45674 is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion in BitsAndBytesConfig." + } + ] + }, + "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": 20, + "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": "79b17fe319b3d341192f7fca9320edb56a5fda66a8838aa41bc3130a0ff8f46f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are unrelated one-line reports containing different personal-name/date strings; there is no evidence they describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues do not share a concrete problem statement or context, so they should not be treated as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No best representative for a duplicate cluster: neither issue appears to be a duplicate of the other, so there is no meaningful canonical issue to select.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles are different personal-name/date strings with no shared bug, feature, or code context, so they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 20, + "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": "89d469ab2f72b5f340245d533b1fbbc40eb7b2b2ca00f5a75459fa92a853488c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not appear to describe the same bug or request; they are separate, content-free entries with different personal-name titles. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because neither contains any real problem description, repro, or actionable content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity in title format; the names and dates differ and there is no shared bug/report content to indicate the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 20, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "44a66418904ef2aa6154220b04e28c09f8feadc2b0544e69d6856a3a5bb0baf6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a new token-classification model class, while the other requests FP8 training support. They address different code paths and different user needs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45810 is the more concrete, narrowly scoped feature request and is a better representative issue for this set, though it is still unrelated to #46295.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests in different areas: model class addition vs FP8 training support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 20, + "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": "d31f0c1f20bdc44990fca5675a43ca11b534e8871111b2c8c21b902180ef21cf", + "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 splits into two likely duplicate issue pairs (45870/45871 and 45872/45873) plus a separate dataset promo issue (45869). The duplicate calls should be conservative: same title and identical body length make them likely duplicates, but the packet does not prove exact match.", + "confidence": 0.89, + "canonical_issue_reason": "No single cluster-wide canonical issue: the evidence supports two separate likely-duplicate pairs, while 45869 is a different topic. Treat the duplicates pairwise rather than collapsing all five into one set.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to choose one representative, 45870 is a reasonable pick because it is the earlier issue in one of the likely-duplicate pairs; however, there is no true cluster-wide best because the cluster contains multiple topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Dataset bundle promo versus a DataForge example issue; same general finance theme, but not the same underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related finance theme only; the dataset promo is a different issue from the DataForge example post." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and identical body length, so these look like likely duplicates, though the body content is not visible here." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different issue topic: example prediction post versus scraping-service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad DataForge framing, but the concrete request differs from the example-prediction issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete topic: example prediction post versus scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad theme only; not the same underlying issue as the example-prediction pair." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and identical body length, so these look like likely duplicates, though the body content is not visible here." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level split is plausible, but the analyst overstates the evidence. The packet only shows titles, body lengths, and soft-similarity scores; it does not establish \"exact duplicate\" or \"matching issue content.\" The two accepted soft edges (45870/45871 and 45872/45873) should be stated more conservatively as likely duplicates based on identical titles/body lengths, not exact matches. Because the verdicts are not conservative enough, reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 20, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "a82533d9dd6b65b73782c4bb8512f57cd7f666424af3664cc394164891420a8d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#46439 is the better canonical issue because it describes the broader static-cache/linear-attention failure mode, while #46441 is a narrower Qwen3.5 symptom report. The two look possibly related, but the evidence is too weak to treat them as the same bug.", + "confidence": 0.8, + "canonical_issue_reason": "issue #46439 is the broader root-cause report: static cache `early_initialization` corrupting linear-attention layers with wrong shapes and runtime errors.", + "canonical_pr_reason": null, + "best_issue_reason": "#46439 is the best representative because it captures the underlying bug generically, not just one model-specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "This pair is only supported by `soft_similarity`; there are no shared filenames or explicit targets, and `deterministic_accept` is false. #46441 may be a related manifestation, but the evidence is not strong enough to confirm the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is plausible, but the soft-edge acceptance is too strong for the packet. The only explicit pair evidence is `soft_similarity` with no shared filenames/targets and `deterministic_accept: false`, so saying the issues \u201cpoint to the same\u201d bug overstates what\u2019s grounded here. A more conservative verdict would be to note possible relatedness without accepting the edge." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 35, + "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-39895-14", + "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" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request: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:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "7c0c4a7ac533d444d8f4ab0ad2d572bfafa53db4c2ac2f34d748bc9fde2aa230", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that share only broad subsystem similarity. The only true duplicate-like pair is the two loss utility PRs for `fixed_cross_entropy`; everything else should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical PR because it directly targets issue #43240, has the more complete fix for `fixed_cross_entropy`, and is the clearer anchor for the duplicate pair with #43254.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest representative of the actual duplicate relation in this cluster; it fixes the same concrete `fixed_cross_entropy` code path as #43254 and is the more established change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model addition and an ExecuTorch dynamic-shapes test are unrelated changes; same repo, different code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer missing methods vs adding MobileLLM are unrelated model areas and not the same change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fixes and ExecuTorch export tests do not address the same bug or feature." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-from-pretrained robustness changes and MobileLLM model addition are different artifacts with no shared concrete bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs handling and MobileLLM model implementation are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes are different problems and code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic shape export tests and Mistral4 test fixes are unrelated test changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export tests and MobileLLM model code are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM addition and `cls.config` resolution order fix are unrelated features/bugs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-collection refactor are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and model-creation skill docs are not the same underlying change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactoring and Mistral4 test fixes are unrelated model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and the `layrnorm` typo renaming pass are unrelated; shared CLIP-like tooling does not make them duplicates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests and chat parsing/serve updates are unrelated subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and adding the TDT loss kernel are different changes with no same code-path bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and `cls.config` resolution ordering fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill are unrelated artifacts." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and the model-creation skill PR are not the same underlying bug or feature." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy`/`nn.functional.cross_entropy` call path, both target issue #43240, and they are plausibly mergeable into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative: all non-duplicate soft pairs are rejected, and the only accepted pair is the one with direct shared-file and shared-issue evidence (`pull_request:43251`/`pull_request:43254`). The duplicate rationale is supported by the diffs and issue target #43240, and the other pairwise rejections do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 35, + "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-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "dd5884fd7a23fdc16fde845f0b18ca395b953e7bd009390b185928e7a27f82fe", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is centered on new ASR/TTS model work, but the PRs are not duplicates: one implements the base VibeVoice model, one adds VibeVoice Realtime, and one adds Parakeet-RNNT. They share some auto-mapping/docs plumbing, but they target different model families or different feature sets.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the strongest canonical representative: it is the earlier, broader base VibeVoice implementation and covers the core model/docs/autoloading integration. The other PRs are separate follow-on or unrelated model additions rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 best represents the cluster's main theme because it is the primary VibeVoice implementation with the most complete base integration. PR #42781 is a different VibeVoice Realtime feature, and PR #46331 is a different model family altogether.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Both are VibeVoice-related, but #40546 implements the base VibeVoice model while #42781 adds VibeVoice Realtime and acoustic-tokenizer support. That is a related extension, not the same concrete change or bug fix." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "They only overlap on generic auto-mapping/doc plumbing. #42781 is VibeVoice Realtime, while #46331 is Parakeet-RNNT; these are different model implementations and not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 35, + "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-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "1d0bad42d20300040b383d4fdae25a8ed3f3ae8c7356c36dd64180f32318ca78", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds covariate forecasting to TimesFM, the other adds DINOv3 image-classification support. They do not fix the same underlying bug or implement the same change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs affect different models, different files, and different feature areas.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the pair because they are unrelated changes rather than duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and code paths; TimesFM covariate forecasting and DINOv3 image classification are distinct features, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 35, + "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": 35, + "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-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": "86d670029a78b0cbb7a3b94cd6afde1cc686eef2e328b7ebac7b07641f513a78", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10434, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10434, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs with overlapping Transformers boilerplate, but they implement different models (DeepSeek OCR, Isaac, and Kimi2-6) and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45630 is the strongest representative of the cluster: it is a substantial, well-reviewed new-model integration with the broadest set of model/auto-mapping updates and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the best overall fit as the canonical PR representative because it is the most complete and highest-activity implementation among the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations: DeepSeek OCR vs Isaac. They share generic new-model scaffolding, but they do not target the same code-path problem and would not be merged into one PR." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations: Isaac vs Kimi2-6. The overlap is only framework boilerplate and auto-mapping changes, not the same underlying change or bug 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": 6, + "component_count": 35, + "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-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "4ef6ab3b08af7cc3d2fc29ed791a2b19571290fc78f2855fb8ca831ecaca7de4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different action families and different compatibility goals, so they do not look like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative if a single PR must be named because it has the clearer, narrower theme of Node 24 compatibility across workflow actions; however, it is not a duplicate of 42976.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is slightly more canonical for the cluster because it is a focused compatibility upgrade across workflow actions, while 42976 is a separate set of action version bumps centered on docker/build-push-action and other latest-version updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: 42975 upgrades several actions for Node 24 compatibility (checkout/cache/upload-artifact etc.), while 42976 upgrades different workflow actions to newer versions, especially docker/build-push-action v6. They overlap in workflow files but do not appear to fix the same concrete problem and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 35, + "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-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": "8b2827194e6747a5efbd782ee1a326ac9719615717615c243d2b1539c0d9f74b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model additions (ViT NEPA, Molmo, Molmo2, CTSM). They share boilerplate docs/auto-registry edits, but they target different models and code paths, so none should be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43451 (Molmo2) is the most substantial/complete of the set, with broad model, processor, image, and video support plus very high review activity, but it is still a distinct model-addition PR rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. Shared registration/docs boilerplate is not enough to treat them as the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different targets and implementations: ViT NEPA vs Molmo2; only generic model-addition scaffolding overlaps." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated models and code paths: ViT NEPA vs CTSM. Similar repo-wide wiring does not indicate the same bug or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model additions with different files and capabilities; shared auto/docs updates are expected boilerplate." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are different model integrations, not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model additions with no evidence of a shared concrete code-path 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": 8, + "component_count": 35, + "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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "f82504c5e22a887019058dfe03a5738d545817d5f671d88e2c4ff117ae03d65e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Four open PRs, but they span unrelated areas: Whisper tokenization/tests, model test placeholders, FP8 dequantization, and generation watermarking validation. None of the soft edges look like the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the strongest standalone fix: it addresses a concrete generation-config validation bug (dict watermarking_config handling) and includes targeted follow-up changes/tests. The other PRs are either test-only noise or touch unrelated code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the most suitable global representative because it fixes a real runtime validation path with a clear code-path change and supporting tests; the others are either narrower test edits or an unrelated FP8/model-loading fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-focused, but they target different models and do not describe the same bug or mergeable change set." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test adjustments are unrelated to the FP8 dequantization and model-loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test/tokenizer changes are a different code path from generation watermarking validation and related model tests." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Model test placeholder edits for CLIP/ViT are unrelated to the FP8 quantization/dequantization fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test-only edits in CLIP/ViT do not match the generation-config/watermarking fix or its code path." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are broad, but they fix different underlying problems: FP8 dequantization versus generation watermarking config handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 35, + "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-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "ef76ed313de46d3ce41e372b1f3a340c1353e87045740d2c96ee19c003bc70a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated \"[don't merge]\" PRs that only overlap on a ViT test file; they address different repo-bot/demo changes and should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the broader, more representative change in the cluster: it touches workflow/testing utilities and the shared ViT test file, whereas 43488 is a narrow setup/version-format check.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best representative PR for the cluster for the same reason: broader scope and clearer artifact footprint.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared filename alone is not enough: 43488 is a setup/version-format bot check, while 43532 changes CI/workflow and testing utilities. They do not look like the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 35, + "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-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "0725faf4b9193853fba69a075bf6d08b68526d6a9c58e0dfcca5e93d63f6edd5", + "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": "These PRs are related scaffold additions for new segmentation pipelines, but they implement different features: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly shared boilerplate and docs, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Shared files and similar pipeline-registration/docs patterns, but the PRs target different concrete features and model/test sets. They are siblings, not duplicates, and should not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 35, + "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-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "4fdbc6c9340ab6531e18c4da59bf0a485c656b81500a0d055681ebb1d4db0c4c", + "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": "Both pull requests modify `src/transformers/trainer.py`, but they solve different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They are not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger standalone candidate because it targets a concrete loss-scaling behavior change with a clear API hook, but it is not a duplicate of #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different trainer concerns: #43651 adds `_loss_is_scaled_for_ga` to control gradient accumulation loss normalization, while #43663 extracts `_get_signature_columns` to customize input-column filtering. Same file, but not the same bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 35, + "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-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "55b577db1f261b81af022e9d397585da7cde5f50c289ddb9c7d6e15093073a3e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter NameError, but they address different annotation/import failure modes rather than the same fix.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "43842 is the tighter, more explicit fix for the reported TypeAdapter/pydantic NameError; 43656 is a broader annotations cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Shared file and similar symptom, but the fixes are different: 43656 adds `from __future__ import annotations` and broader typing cleanup, while 43842 adds a TYPE_CHECKING import and quotes `TypeAdapter` for the pydantic-optional path. They are adjacent, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "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": 35, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request: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:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "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": "e1f46ffbf1a6e7bc45ce43e5098ad9b295e7d05f8a7fa37c5ff051586f222d8a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75092, + "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 a set of model-specific standardized output-tracing refactors. There is no issue node in the packet, but several PRs explicitly reference #43979 as an umbrella tracker. The only clear duplicate slices are the GPT-J/CodeGen line and the GPT-Neo pair; the rest are related only by pattern, not by the same concrete code path.", + "confidence": 0.88, + "canonical_issue_reason": "No issue artifact is present in the packet; #43979 appears only as a shared umbrella issue referenced by several PRs.", + "canonical_pr_reason": "PR 44722 is the best canonical PR: it is the latest and most complete representative of the GPT-J/CodeGen output-tracing change set on the same code path.", + "best_issue_reason": "No issue node is available to canonicalize; the packet only shows PRs pointing at umbrella issue #43979.", + "best_pr_reason": "PR 44722 is the strongest global representative because it consolidates the GPT-J/CodeGen refactor and best matches the duplicated code-path slice.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and files; shared umbrella issue is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model code paths; same refactor theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target GPT-J output tracing in modeling_gptj.py; one is a later/expanded version of the same concrete change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet-side refactors vs EfficientNet; not the same underlying bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; same pattern, not the same change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa-v2; different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same refactor style, different code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same file; they look like iterative versions of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same theme only, not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; unrelated model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; different concrete code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; not the same underlying refactor." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; only the broad refactor pattern matches." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same umbrella issue, different changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; separate model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J; different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; same refactor theme only." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; unrelated model refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert; different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 vs MPT; same pattern, different concrete code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs Segformer; different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert; different model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; same refactor idea only, not the same bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; not a duplicate." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo vs LongT5; unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different model code." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT vs MPT; same broad refactor idea, not the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT vs VisualBERT; different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT2; separate model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 vs GPT-Neo; not the same underlying change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert vs LongT5; unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet; different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet vs SpeechT5; not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT vs GPT-Neo; same refactor pattern only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5; different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs Segformer; not a duplicate." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa-v2; unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 vs TextNet; different concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same code path; 44722 is the fuller later revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the GPT-J output-tracing refactor in modeling_gptj.py; they are overlapping versions of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; shared umbrella issue is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet-side changes; different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 vs SpeechT5; different concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 vs VITS; different model implementations." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level read is mostly grounded, but one key statement is too strong: #43979 is not referenced by most PRs in the packet, only by a subset of them. It is safer to say there is no issue node in the packet, while several PRs explicitly link #43979 as a shared umbrella issue. The GPT-J/CodeGen and GPT-Neo duplicate-slice conclusions look reasonable, and the soft-edge verdicts are generally conservative, but the overstatement about 'most PRs' makes this unsafe to accept as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 35, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "16b5212a632b1223ceb06f9d8ecd553c80b2a316eddd80b99a3741ec59346c83", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17122, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to the new standardized output-capture mechanism, but they touch different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best anchor because it explicitly targets issue 43979 and clearly frames the standardized output-capture refactor for one model.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest representative of the cluster due to its explicit issue linkage and clear, focused implementation of the shared output-tracing pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and distinct forward paths; they are related work, not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations with different output plumbing; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert each migrate output tracing independently in different model code paths, so they should not be treated as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate per-model refactors, not one concrete bug or change that could be merged into a single PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model files; the shared output-capture theme is too broad to call them duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both adopt standardized output tracing, but they modify different model-specific implementations and 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": 15, + "component_count": 35, + "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-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "4c21bfeabf9fcf48ba7a84f8298f93220c6080b22bb3bc101a99fe87da93f31e", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a bundle of separate model-specific output-tracing refactors that share a common implementation pattern, but they are not duplicates of one another. The PRs touch different model code paths and would not plausibly collapse into a single merge.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "44003 is the most representative and broadest example: it spans two related model files and introduces the shared output-capturing machinery, whereas most others are narrower one-model refactors.", + "best_issue_reason": null, + "best_pr_reason": "44003 best represents the cluster\u2019s theme and scope, but only as a thematic anchor; it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward signatures; only the refactor pattern is shared." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Separate model code paths (`timm_backbone` vs `vision_text_dual_encoder`); same output-tracing motif, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated models (`timm_backbone` vs `univnet`) with model-specific output handling; not one underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model stacks (`timm_backbone` vs `mamba/falcon_mamba`) and distinct implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (`timm_backbone` vs `rwkv`) and separate code paths; too broad to be a duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations (`mobilenet_v1` vs `univnet`) and no shared concrete bug fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct model modules (`mobilenet_v1` vs `upernet`); only the refactor style overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate model-specific output changes, not one mergeable fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model stacks and files; both refactor outputs, but not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated code paths with similar boilerplate refactoring only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; the similarity is only that both refactor return handling." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different modules (`vision_text_dual_encoder` vs `upernet`) and different forward contracts." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific refactors; no shared concrete bug or code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "`vision_text_dual_encoder` and `vision_encoder_decoder` are related only by broad domain, not the same implementation change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated architectures; output-tracing changes are independent." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model files and distinct forward logic; not a duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate encoder-decoder/depth-estimation code paths; same refactor theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are different models with unrelated forward implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model-specific output changes; not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are different model families; shared naming around output tracing is not enough." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and separate code paths; cannot be merged as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` vs `mamba/falcon_mamba` are unrelated refactors despite similar helper usage." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated implementations; only the tracing refactor pattern matches." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba` output tracing and `codegen` cache/output refactoring affect different concrete code paths and should not be merged together." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated model internals; same refactor motif only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths (`univnet` vs `codegen`) with no shared bug or implementation target." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are unrelated; this is just a similar refactor style." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; not the same underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model-specific output-tracing changes; no single concrete bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`depth_anything` vs `superpoint`) and different forward paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are unrelated code paths; only the refactor theme overlaps." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations (`depth_anything` vs `dpr`); not one duplicate change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate wrappers with distinct targets." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model modules and outputs; similar refactor pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`vision_encoder_decoder` vs `dpr`); not the same fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; same broad refactor theme only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`speech_encoder_decoder` vs `rwkv`), so not a duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate wrapper/model code paths; no shared concrete bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated architectures and changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths (`superpoint` vs `dpr`); not mergeable as one PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are separate model implementations; only the output-tracing refactor pattern is shared." + } + ] + }, + "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": 35, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "513ddfb9a02d3dcc569e6cb3d9a15fff206b18fa107528ddba81076e7959126a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-introduction PRs that only overlap on common Transformers integration files and docs scaffolding. One adds PenguinVL vision-language support; the other adds Voxtral TTS support tied to a specific issue. The shared filenames reflect registry/auto-doc plumbing, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "45401 is the more self-contained PR, with an explicit tracking issue and a focused TTS implementation; 44662 is a separate model implementation with broader surface area.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the clearest representative of its own change set because it has an explicit issue target and a tightly scoped Voxtral TTS implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different code paths: PenguinVL vision-language support vs Voxtral TTS support. Shared auto-registration/docs files are generic integration plumbing, not evidence of the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 35, + "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-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "f8fd5c5b9882c12725d2e16aa321e1da97abbab26c573d749e989d51d6f047ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about fusion, but they are not duplicates: #44979 adds a generic Module Fusion API and tests, while #45363 wires n-to-1 kernel fusion through KernelConfig and integration code. Related theme, different concrete changes.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the core abstraction PR: it introduces the new module_fusion API and tests, so it best represents the cluster\u2019s foundational change.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best overall representative because it is the most central, self-contained fusion feature rather than a downstream integration/example on top of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Reject: the PRs touch related fusion infrastructure, but #44979 defines a general module fusion API while #45363 adds kernel-config-driven n-to-1 fusion integration. They do not appear to fix the same concrete code-path problem and would not plausibly merge 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": 18, + "component_count": 35, + "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-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "455938b65d54c5076c1a5d9541808813e8e105f9bfe1f7711e235060374a35a9", + "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 target the same AttributeError in `_patch_mistral_regex` and make the same code change in `tokenization_utils_tokenizers.py`; the second PR is a more complete version with tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage and a clearer, more explicit description of the bug trigger (`fix_mistral_regex=True`).", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster: same underlying fix, same target file, and it adds validation via tests, making it the most complete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs implement the same concrete fix for the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access path in the same file; the later PR is essentially a superset 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": 35, + "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-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "15f37d2991d7bfd4b709e13f67a66cd074a768d05339ed72b2d4ce549d132ad2", + "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": "These PRs are related NemotronH work but they are not the same change: one is a focused refactor toward GraniteMoeHybrid compatibility, the other splits NemotronH into dense/sparse variants and updates docs/auto-mapping more broadly.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the more complete and higher-level NemotronH change: it introduces dedicated dense/sparse model packages, updates auto-mapping, and refreshes documentation, whereas 45115 is a narrower compatibility/refactor patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative because it captures the broader architectural change and user-facing model split; 45115 looks like a partial enabling refactor rather than the end-state implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH edits, but they target different scopes: 45115 is a conversion/refactor toward GraniteMoeHybrid-compatible weights, while 45569 adds dedicated nemotron_h_dense/nemotron_h_sparse models and docs. They are not the same underlying code change and would not plausibly merge 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": 20, + "component_count": 35, + "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-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "d0a9eb3dc2c516f632b98e59210036abf8bd21b4698eaf843d2ffd268f92ac65", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: PR 45333 adds per-layer heterogeneous config support, while PR 45332 builds on that with broader heterogeneous model/runtime changes. They share groundwork, but they do not appear to fix the same concrete code-path problem.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the better canonical PR because it is the broader, end-to-end heterogeneous model support change and subsumes the config-only groundwork in PR 45333.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best representative for the cluster because it covers the larger underlying feature/change; PR 45333 is a narrower prerequisite-style piece focused only on config plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: shared heterogeneous-config files do not make these the same fix. 45333 is config-only, while 45332 changes cache, masking, modeling, integrations, and tests for broader heterogeneous model support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 35, + "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-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "db5c18468fe9bd092020124a92635cc0d0f074a3212bb1e4fc8c255ac7bda700", + "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 items are typing-related pull requests, but they are not the same concrete change: PR 45415 is a broad repo-wide type-checking sweep with many file edits and pyproject type-ignore config changes, while PR 45425 adds/adjusts specific typing protocols and helpers around modeling_utils/PEFT/flash-attention. Shared files only indicate overlap in the typing subsystem, not duplication.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader, more representative typing change: it introduces repository-wide type-checking adjustments plus config updates across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best cluster representative because it is the larger umbrella typing sweep; PR 45425 is a narrower, separate typing cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: both are typing-related, but 45415 is a broad type-checking pass across many modules while 45425 is a targeted protocol/helper update. They do not appear to fix the same concrete code-path problem and would not naturally collapse into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 35, + "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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "406d45646b467ac0af7e873cee2548580ab27d03600e93b3aeffd882edbbf343", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "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 cache-handling PRs in different model families: one fixes Qwen3.5 GDN linear-attention multi-token cached forward, the other fixes Mamba2 use_cache behavior for seq_len > 1. They share a broad pattern but not the same code path or concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR because it has an explicit issue target, a narrowly scoped fix in one model file, and a clear problem statement about use_cache with seq_len > 1.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best representative of the cluster if one must be chosen: it is explicitly tied to an issue and describes a concrete cache-length bug more directly than the broader Qwen3.5 PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both involve cached multi-token forward paths, but they target different architectures and different implementations (Qwen3.5 GDN linear attention vs Mamba2 CUDA kernels). They are not the same underlying bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 35, + "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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "a3a11acdcba7810bee067b06869f0655e5f581325b6015e1fe2252e4e958f1f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch EP-related loading, but they fix different concrete bugs: one is about preserving distributed_config/has_ep for DeepSpeed ZeRO-3 loading via accelerate launch, while the other prevents EP experts from being overwritten during FSDP2 loading/broadcast. They are related in subsystem, not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a clearer, more concrete loading-time corruption bug with a broader multi-file fix; #45548 is a separate ZeRO-3/serialization issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR: it targets a specific failure mode (expert parameters being overwritten by rank-0 broadcast) with code changes in the loading path and related EP integrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and code paths: #45548 removes distributed_config from serialization and adds has_ep for ZeRO-3/accelerate launch; #45662 wraps loaded parameters post-shard to stop EP experts being overwritten under FSDP2. Same subsystem, 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": 24, + "component_count": 35, + "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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "fddae1bd72e5022e27c111627eae3ea417061d9b9652b83694807e9ce792d22b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info logging problem under issue #45561; PR #45645 is the broader, more complete version of the same fix, while #45639 is a narrower subset focused on the testing utility.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core xdist-safe logging fix in `testing_utils.py` plus the CI/workflow changes needed to consume multiple `captured_info*.txt` files, making it the more complete end-to-end solution.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best representative of the cluster because it covers the full change set for the same underlying bug and preserves CI debug output handling; #45639 appears to be an earlier/narrower implementation of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist captured_info collision bug, same explicit issue target, and overlapping `testing_utils.py`/test changes; #45645 extends the same fix into CI artifact handling rather than introducing a different 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": 25, + "component_count": 35, + "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-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "2f685fd38918f0f60ef10de4095475cea263f09e32ef118d8838fc6fd805a6f7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7579, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7579, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a theme match around attention-dispatch support, but only two PRs are loosely related and they target different model families; the GLM-ASR auto-model registration PR is unrelated. No soft edges should be merged.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46401 is the best representative if this cluster is treated as a theme: it is a substantial attn_implementation-dispatch change across the BLIP-2/InstructBLIP family, with code, tests, and docs all updated.", + "best_issue_reason": null, + "best_pr_reason": "PR 46401 is the strongest standalone candidate because it is the most complete and central example of the shared attention-dispatch work in this set, while the other PRs are either narrower or unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Unrelated changes: one adds GLM-ASR to auto-model mappings, the other implements attention-dispatch support for RecurrentGemma. Different code paths and different change goals." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Unrelated changes: auto-model registration for GLM-ASR versus attention-dispatch support for BLIP-2/InstructBLIP variants. They do not fix the same underlying bug or change." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are attention-dispatch PRs, but for different model families and implementations. They are similar in topic, not the same concrete code-path problem, 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": 26, + "component_count": 35, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "557ee94b31a382f95a4478738b6be59ccd98d612f6c3af208cfc42cc1ee7a6c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct linter/modeling-rule PRs: PR 45720 implements part of TRF003 for model forward return behavior, while PR 46259 adds TRF018 for dead do_* flags in image/video processors. They overlap only at a broad \u201ccode quality/modeling rules\u201d level, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the more self-contained representative change: it defines a new modeling rule and applies it across the affected processor classes, whereas PR 45720 is an implementation pass for a different rule and is explicitly only part of that rule.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the better standalone PR to keep as the canonical example of this cluster's theme because it has a clear rule definition plus matching code updates; PR 45720 addresses a separate rule and should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: TRF003 tuple-return handling in model forwards vs TRF018 dead do_* flag consumption in processors. They do not fix the same code-path problem and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 35, + "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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "5495bc091e9bc305793b1366f1314587c7a01797510f37efd14df6f6442cbf0a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both clearly non-production/testing-oriented, but they do not fix the same underlying problem. PR 45932 updates CI/workflow and multiple model configs/code paths; PR 46100 is a single-file test migration with intentional failing assertions. They should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are unrelated changes and do not share the same concrete fix or code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the more substantive change and the only one touching real implementation/CI code; PR 46100 is just a test file with deliberate failures, so it is not a good representative for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying changes: one is a broad CI/model maintenance PR, the other is an intentional test-only migration in ViT. They do not appear mergeable as one fix or the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 35, + "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-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": "cbb12643f47f15fcdfb30887dd1ac4b22f960ae2ac6f7981a5abe1d7e61de83f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests target the same broad SDPA-dispatch feature, but they apply to different model families and codepaths, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest representative of the SDPA dispatch work, spanning multiple related model families and test updates, so it is the best single anchor for the cluster even though the PRs are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 has the widest scope and most complete implementation surface among the three, making it the strongest representative of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA dispatch PRs, but one is for CTRL and the other for T5; they touch different model implementations and are separate changes." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "These cover different model groups (CTRL vs wav2vec2/seamless M4T variants) and distinct attention codepaths, so they are not the same fix." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch and wav2vec2/seamless M4T SDPA dispatch are model-specific implementation efforts, not one underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 35, + "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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "5c8e60fb09b0254eab4ccb259d4a05a5a766d20144a3c3723fd1bdc79c60ff6a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests overlap in distributed/TP code, but they are not the same underlying change. PR 46126 is a focused EP + Trainer integration patch; PR 46269 is a much broader distributed branch/base PR spanning FSDP, tensor parallel, loading, integrations, and model files. The shared filenames reflect subsystem overlap rather than duplicate intent.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more specific, self-contained feature PR centered on EP routing and Trainer integration. PR 46269 is a broad base branch with many unrelated distributed changes, so it is not a duplicate candidate for the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative for a discrete code-path change: EP routing/Trainer integration on top of DistributedConfig. It has a narrower scope and clearer merge target than the broad branch-base PR 46269.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share distributed filenames, but the diffs are not the same fix/change. 46126 adds EP routing and Trainer integration; 46269 is a large base branch with many distributed feature additions, so they would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 35, + "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-46138-6", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46138|pull_request:46503", + "pull_request:46138|pull_request:46501", + "pull_request:46138|pull_request:46502", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46504", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46503|pull_request:46504" + ], + "prepared_review_unit_hash": "8367646ea8f3a990ed8f1ee0e27951328a6bd595de5432b233653343245544b3", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14222, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14222, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains several small, unrelated workflow-maintenance PRs. They are superficially similar because they all edit GitHub Actions YAML, but they change different workflows and different code paths, so none should be deduplicated together.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46501 is the most generic representative of the cluster, but it is not a true duplicate of the others; the PRs touch different workflows and fix different operational concerns.", + "best_issue_reason": null, + "best_pr_reason": "PR 46501 is a reasonable cluster representative because it is a small, workflow-only maintenance change and sits in the densest similarity group, but it is not a strong canonical for the whole set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling in self-comment CI vs commit-message quoting in build-ci-docker-images." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Both are workflow chores, but one updates self-comment CI message passing while the other hardens ssh-runner download/secret handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow behavior: self-comment CI argument passing vs allowing benchmark_v2 manual dispatch." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46501", + "accept": false, + "reason": "Unrelated workflows and changes: self-comment CI command piping vs anti-slop permission scoping." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and purpose: self-comment CI message piping vs assign-reviewers checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "ssh-runner security/hardening changes are unrelated to benchmark_v2 trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and issues: ssh-runner secrets/download handling vs anti-slop permissions placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "No shared bug or code path: ssh-runner environment sanitization vs assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and fixes: ssh-runner security/download changes vs build-ci-docker-images commit-message quoting." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow edits, but one is anti-slop permission scoping and the other is benchmark_v2 event gating." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows with different behavior: anti-slop permissions vs assign-reviewers checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow changes: anti-slop permissions vs build-ci-docker-images shell quoting." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow logic: assign-reviewers base-ref checkout vs benchmark_v2 manual-dispatch support." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and problems: assign-reviewers checkout ref vs build-ci-docker-images commit-message handling." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow tweaks, but they affect different pipelines and unrelated trigger conditions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 35, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "99b24f70669706b8082ddafc5e6d911fb927a12c7c31ac0ff19e380e21781784", + "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 PRs replace ad hoc source-file opening with safer source access, but they fix different code paths in different modules and should not be treated as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the more concrete and self-contained fix: it targets `_can_set_attn_implementation` directly and includes tests, whereas 46152 is a broader import-utils refactor around resolving package resources.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the best representative of the cluster because it has a clearer bug scope and stronger validation; 46152 is related only at the pattern level, not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Different functions and modules (`import_utils.py` vs `modeling_utils.py`) with different behaviors; they share a source-reading cleanup pattern but do not fix the same concrete bug or belong in one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 35, + "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-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "68051b53a599d3fd1dc383b0defa3400c7c8aa897d3add9c05bae70f9125a511", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are clear duplicates of the same StaticLayer.get_seq_length type-hint fix; the static-cache max-len change is a separate generation behavior fix and should not be merged with them.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46173 is the best canonical representative: it contains the exact cache_utils annotation change, links the tracking issue #45987, and PR 46474 is the same patch with only a title variation.", + "best_issue_reason": null, + "best_pr_reason": "PR 46173 is the strongest overall representative of the cluster because it is the direct implementation of the tracked type-hint fix; PR 46436 is unrelated in code path and PR 46474 is a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different fixes: 46436 changes static cache max length selection in generation/utils, while 46474 only adjusts the StaticLayer.get_seq_length type annotation in cache_utils." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying change: both patch the StaticLayer.get_seq_length return type annotation in cache_utils and target the same issue #45987." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. PRs 46173 and 46474 have the same cache_utils type-hint diff and shared issue target #45987, so treating them as duplicates is conservative. PR 46436 touches a different file and fixes static-cache max-len behavior under a different issue target, so it should not be merged with the type-hint fix. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 35, + "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-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code 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": 35, + "component_count": 35, + "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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "131d946ed0c5119e1c50426f0b060cd86d8e310df6e118c96c3f8052c71d450f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated pull requests: one draft PR adding multimodal support to continuous batching, and one PR adding the HunYuan VL model/docs/tests. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the better representative because it is a focused, self-contained model integration with concrete files and tests, whereas PR 46376 is a broad draft infrastructure change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the strongest standalone PR in the cluster: it has a clear, bounded scope and no sign of overlap with the other PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different workstreams: continuous batching multimodal infrastructure vs. adding the HunYuan VL model package and docs. No shared code path or mergeable overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/manifest.json b/snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..af1cf43254a0fdc3207b5ed6928b4224de0e8653 --- /dev/null +++ b/snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260610t000024z", + "artifacts": { + "hybrid": "snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-10T00:08:08Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260610T000024Z", + "variant": "hybrid" +} diff --git a/snapshots/20260610T000024Z/manifest.json b/snapshots/20260610T000024Z/manifest.json index 0d59e8be973611c31ce013c191a9f27976a8a7b9..7c98c202cd3f42204c4b91e8cfb32883567c193c 100644 --- a/snapshots/20260610T000024Z/manifest.json +++ b/snapshots/20260610T000024Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 134 }, "extracted_at": "2026-06-10T00:00:24Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260610t000024z", + "runs": { + "hybrid-model-20260610t000024z": { + "analysis_id": "hybrid-model-20260610t000024z", + "artifacts": { + "hybrid": "snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/manifest.json", + "model": null, + "published_at": "2026-06-10T00:08:08Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260610T000024Z", "watermark": {