diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 475579d7e2dca72a2f736e3c3ef5fbdffc9748e9..094f1b43ff9af993ada0b81892eeb60fab729280 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": "20260530T060026Z", - "generated_at": "2026-05-30T06:08:08Z", + "snapshot_id": "20260530T120027Z", + "generated_at": "2026-05-30T12:07:39Z", "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 6a813fa3aa3061157dd358c9fa418d6aea2e37d1..949160f903c204fe7f4a39cca2a5ada9f2048470 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260530T060026Z", - "generated_at": "2026-05-30T06:08:08Z", + "snapshot_id": "20260530T120027Z", + "generated_at": "2026-05-30T12:07:39Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 51, "status": "reviewed", @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:24643", "issue:30277", @@ -107,12 +107,12 @@ "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:43425|issue:44292", - "issue:43828|issue:45161", "issue:34928|issue:41720", - "issue:44918|issue:45161", + "issue:43828|issue:45161", "issue:43541|issue:43716", "issue:43828|issue:44292", "issue:43716|issue:45685", + "issue:44918|issue:45161", "issue:43716|issue:44292", "issue:44292|issue:44918", "issue:45507|issue:45685", @@ -127,8 +127,8 @@ "issue:34928|issue:36010", "issue:45237|issue:46015", "issue:43039|issue:44805", - "issue:41762|issue:43596", "issue:39290|issue:41720", + "issue:41762|issue:43596", "issue:43901|issue:44512", "issue:45237|issue:45901", "issue:45823|issue:46294", @@ -138,418 +138,328 @@ "issue:45812|issue:45920", "issue:44863|issue:46015" ], - "prepared_review_unit_hash": "8c27f791c6b6262e5a39d8b67c58ba2e31c6a5ae90d230e68378ffa306f9cade", + "prepared_review_unit_hash": "a733d04bd55dd91f50c55b6bb3d9a41dc1782ce889ccd3704fd89476cfd78525", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 69, - "serialized_chars": 48485, - "estimated_input_tokens": 12122, - "estimated_eval_tokens": 24500 + "serialized_chars": 48479, + "estimated_input_tokens": 12120, + "estimated_eval_tokens": 24496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly thematically related but not duplicate-heavy. I see two strong duplicate pairs: the DeepSpeed ZeRO-3 BERT index-out-of-bounds reports, and the v5 AutoTokenizer wrong-token-ID regression reports. The rest are adjacent but distinct bugs/docs issues.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 45920 is the broadest representative of the shared AutoTokenizer v5 token-ID regression across multiple model families; 45812 is a narrower Granite-specific report of the same bug.", + "summary": "Mostly unrelated issue reports with a few true duplicate clusters: ZeRO-3 index-out-of-bounds on model load, a v5 AutoTokenizer token-ID regression, and Qwen3_5Moe rotary-embedding/offload materialization. Most other soft matches are broad-similarity false positives and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "The broadest open report for the tokenizer regression cluster: it covers wrong token IDs across multiple model families, making it the best dedupe anchor among the accepted duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best single issue to anchor the tokenizer-regression subset because it is open, broader in scope, and captures the common failure mode better than the model-specific variant.", + "best_issue_reason": "Most comprehensive and actionable issue in the set for the v5 AutoTokenizer token-ID bug; it generalizes the Granite-specific report to the wider affected models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config attribute in Qwen3.5 vs streaming chat/completions API error." + "reason": "Different failures: missing config field vs chat/completions streaming API behavior." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models, different backends, and different failures; only broad MoE/GPU similarity." + "reason": "Different model/platform bug; AMD GPU failure is unrelated to the MPS histogram Int error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to GPT-OSS AMD GPU execution failure." + "reason": "Different models and code paths; image-preprocessor dtype mismatch is not the GPT-OSS AMD GPU issue." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device-adjacent, but they are distinct model/runtime bugs." + "reason": "Different dtype/device problems on different models; not the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Unrelated concrete failures: AMD GPU runtime issue vs invalid method call in GraniteMoEHybrid." + "reason": "Different failure modes: GPU runtime issue vs invalid method call in a MoE model." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is not the same bug as GPT-OSS on AMD GPUs." + "reason": "Different models and symptoms; NVFP4 runtime error is not the AMD GPU bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated code paths." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export failures; no shared concrete bug." + "reason": "Different inference/export stack issues with no shared code path." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export and CUDA assert under auto device mapping are unrelated." + "reason": "ONNX export failure vs auto device-mapping cuda assert; unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG examples are separate issues." + "reason": "Task crash vs docs/example freshness; not the same underlying bug." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup topics, but they concern different removed commands/tasks and distinct pages." + "reason": "Both are v5 docs cleanups, but they target different removed features and pages." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT ONNX export and GenerationMixin import breakage are unrelated." + "reason": "ONNX export error and GenerationMixin import failure are separate issues." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Qwen3.5 embedding unpacking and resume-training/trust-remote-code problems do not share a concrete failure mode." + "reason": "Different training-related bugs: SFT input-embedding handling vs resuming with trust_remote_code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Generic mask-shape IndexError is not the same as Gemma4 PLE device mismatch." + "reason": "Mask-shape IndexError and Gemma4 device mismatch are different problems." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but from different model/setup paths and different root causes." + "reason": "Both are errors, but one is ZeRO-3 empty-index loading and the other is a mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "BERT ZeRO-3 init bug is unrelated to locally downloaded model resume behavior." + "reason": "Unrelated training-resume issue; no shared code path with the ZeRO-3 Bert bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different IndexError symptoms in different code paths; not the same bug." + "reason": "Different error signatures and mechanisms; not the same bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask-shape mismatch and video chat-template feature/token mismatch are distinct." + "reason": "Different multimodal shape mismatch vs chat-template video token mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/tensor shape issue is unrelated to GPT-OSS TP behavior." + "reason": "Different failures; mask indexing bug is unrelated to GPT-OSS TP support." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video embedding StopIteration and training-resume issue are unrelated." + "reason": "Different features entirely; video StopIteration is unrelated to resume/trust_remote_code." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "BERT ZeRO-3 loading failure is not the same as resume-training/trust-remote-code." + "reason": "Different training/resume bug, not the ZeRO-3 index error." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a different config bug." + "reason": "Config regression vs training-resume issue; unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." + "reason": "BarkProcessor voice preset handling and ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed loading, but the concrete failures are different." + "reason": "Both are distributed/DeepSpeed-related, but they are different failure modes and likely different fixes." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3 BERT initialization bug: index 0 out of bounds with an empty sharded tensor." + "reason": "Same ZeRO-3 index-0-out-of-bounds loading failure on BERT; different model wording, same underlying empty-tensor bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different language/model-specific behavior: detokenization vs LoRA merge/save/load mismatch." + "reason": "Incorrect detokenization and LoRA merge/reload mismatch are different bugs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy routing and GPT-OSS TP support are different issues." + "reason": "Liger-kernel cross_entropy routing and GPT-OSS TP support are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and LoRA save/reload mismatch are unrelated." + "reason": "Different model/runtime failure vs LoRA save/load consistency issue." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training weight-dimension error and collective mismatch are distinct distributed-training failures." + "reason": "Both mention DeepSpeed, but the concrete errors and code paths are different." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is different from a generic mask-shape IndexError." + "reason": "Activation-checkpointing/FSDP tensor recomputation mismatch is unrelated to the mask-shape error." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same class, but different concrete device paths: CPU offload incompatibility vs uninitialized buffer after to_empty materialization." + "accept": true, + "reason": "Same Qwen3_5Moe rotary-embedding/offload state issue; one report describes CPU offload, the other meta-to_empty materialization symptoms." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 loading and GPT-OSS tensor-parallel support are unrelated." + "reason": "ZeRO-3 Bert loading bug and GPT-OSS tensor-parallel support issue are unrelated." }, { - "left": "issue:34928", - "right": "issue:36331", + "left": "issue:43716", + "right": "issue:45507", "accept": false, - "reason": "Checkpointing tensor-size mismatch and custom compute_loss signature breakage are unrelated." + "reason": "Different model-specific bugs with no shared code path." }, { - "left": "issue:43716", - "right": "issue:45507", + "left": "issue:44560", + "right": "issue:46165", "accept": false, - "reason": "Mistral image dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." + "reason": "Video embedding failure is unrelated to resume/trust_remote_code behavior." }, { "left": "issue:43828", - "right": "issue:46165", + "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to model resume/trust-remote-code behavior." + "reason": "Different backend/device bugs; autocast dtype mismatch is unrelated to the MPS Int histogram error." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute missing and Mistral regex patch crash are different code paths." + "reason": "Gemma3 config/vLLM issue and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device-mapping mismatch and expensive reverse embedding lookup are not the same bug." + "reason": "Device-mapping mismatch and reverse-embedding lookup cost are different Gemma4 issues." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version compatibility and Qwen NVFP4 runtime error do not match." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP failure are unrelated." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "Distributed collective mismatch and trainer compute_loss signature change are unrelated." + "reason": "Torch-version incompatibility and Qwen NVFP4 runtime failure are unrelated." }, { "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "FSDP checkpointing mismatch and GenerationMixin import error are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "AMD GPU model failure and RAG docs cleanup are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44805", - "accept": false, - "reason": "Liger Kernel cross-entropy call issue and mask-shape IndexError are different failures." - }, - { - "left": "issue:41762", - "right": "issue:43596", + "right": "issue:41720", "accept": false, - "reason": "Gemma3 ZeRO-3 loading error and BERT ZeRO-3 loading error are similar only at a high level, not the same bug." + "reason": "FSDP/activation-checkpointing mismatch is not the same as Qwen3 device-map cuda assert." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they concern different removed v5 surfaces." + "reason": "Both are docs regressions, but they cover different removed APIs/commands." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral image dtype mismatch and Qwen video StopIteration are unrelated multimodal bugs." + "reason": "Different multimodal pipelines and different failure modes." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram/int error are unrelated." + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram Int limitation." }, { "left": "issue:44918", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Qwen3.5 embedding unpacking and MoE MPS histogram failure are unrelated." + "reason": "Different training/runtime issues; no same underlying bug." }, { "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Liger Kernel cross-entropy invocation and autocast dtype mismatch are different issues." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "Collective mismatch under ZeRO-3 and compute_loss kwarg breakage are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Activation-checkpointing mismatch and GenerationMixin import breakage are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:46015", + "right": "issue:44918", "accept": false, - "reason": "Model runtime failure and RAG docs issue are unrelated." + "reason": "Liger kernel cross-entropy routing and Qwen3.5 SFT embedding unpacking are different bugs." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Cross-entropy routing under Liger Kernel and mask-shape IndexError are unrelated." + "reason": "Different models and different failure mechanisms." }, { "left": "issue:41762", - "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3-related, but the concrete model and failure mode differ." - }, - { - "left": "issue:39290", - "right": "issue:41720", - "accept": false, - "reason": "vLLM Gemma3 config error and Qwen auto-device CUDA assert are unrelated." + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds loading failure; model names differ, but the underlying empty-index bug is the same." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline docs and removed run-command docs are separate documentation issues." + "reason": "Docs mention different deprecated behaviors; not one bug." }, { "left": "issue:45237", - "right": "issue:45901", - "accept": false, - "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." - }, - { - "left": "issue:45823", - "right": "issue:46294", - "accept": false, - "reason": "Gemma4 device mismatch and Qwen3.5 video chat-template token mismatch are different bugs." - }, - { - "left": "issue:44841", - "right": "issue:45823", - "accept": false, - "reason": "Voxtral processor failure and Gemma4 device mismatch do not share a concrete root cause." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Liger Kernel cross-entropy and Qwen video StopIteration are unrelated." - }, - { - "left": "issue:43975", - "right": "issue:46015", - "accept": false, - "reason": "DeepSeek detokenization and RAG docs updates are unrelated." - }, - { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same underlying AutoTokenizer v5 regression producing wrong token IDs; 45920 is the broader cross-model report." - }, - { - "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs examples are unrelated." + "reason": "AMD GPU runtime issue and outdated RAG docs are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary and canonicalization choices are grounded in the packet and stay appropriately conservative. The two accepted duplicate pairs are well supported by the titles, and the negative soft-edge verdicts avoid overclaiming. No pull-request mergeability issue applies here." + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough from the available evidence. The tokenizer-regression cluster choice is also well-supported by the titles, with 45920 as the broad open anchor and 45812 as the Granite-specific report." }, "evaluator_used": true, "retried": false, @@ -560,7 +470,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 2, "review_unit_count": 51, "status": "reviewed", @@ -568,7 +478,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:36010", "issue:39186", @@ -660,14 +570,14 @@ "issue:43716|issue:44918", "issue:39186|issue:44918" ], - "prepared_review_unit_hash": "6f5f6d1d35a027b2087aa83b6073715d1f0a921f6fad68a8c5a5c509e0b659a4", + "prepared_review_unit_hash": "f0c6b0cb4a8b1687b61198b468c970862258acbe9f1833f9b24e460ca7dafc3b", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 47, @@ -682,138 +592,138 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic grouping of separate HF/vLLM regressions, not one single duplicate set. The only strong duplicate family is the DeepSpeed ZeRO-3/Bert index-out-of-bounds reports, with one additional likely duplicate around Qwen video input regression.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 41093 is the best representative overall: it is a well-documented, generic runtime failure with the strongest duplicate-style shape-error signature in this set and broad triage value.", + "summary": "This cluster is mostly a set of unrelated transformers bug reports, with three clear duplicate-like subgroups: mask-shape IndexError, DeepSpeed ZeRO-3/Bert index-0 failure, and Qwen3.5 video-input regression. I only accepted pairs where the titles strongly indicate the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:41093 is the best issue representative because it is the clearest and most active report for the mask/tensor shape-mismatch IndexError subgroup, and it has a near-exact duplicate in issue:44805.", "canonical_pr_reason": null, - "best_issue_reason": "41093 is the most useful global issue to keep: it has the clearest reproduction, broadest error signature, and the most discussion among the close matches.", + "best_issue_reason": "Best overall issue in this mixed cluster: issue:41093, since it is a concrete, well-discussed bug report with the strongest duplicate signal among the issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model families and failure modes: checkpoint corruption vs a loadability issue." + "reason": "Different models and failure modes: corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading failure." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Unrelated problems: empty-weights init argument handling vs outdated RAG examples." + "reason": "Unrelated problems: Qwen-3-8B-NVFP4 load/runtime error vs outdated RAG examples." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window concepts, but the concrete model/config bugs are different." + "reason": "Both mention sliding-window behavior, but they target different models and different concrete failures." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7 Flash unit-test loading failure is not the same as Ovis2 checkpoint corruption." + "reason": "GLM-4.7 load issue in tests is not the same bug as a corrupted Ovis2 checkpoint." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Different error classes and code paths: mask shape mismatch vs ZeRO-3 Bert index error." + "reason": "Both are IndexError reports, but the concrete failure patterns differ: mask-shape mismatch vs ZeRO-3 empty-tensor indexing." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load/run failure and table-question-answering crash are unrelated." + "reason": "Whisper loading/run failure and table-question-answering crash are unrelated." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "General torch-version incompatibility is not the same bug as the pydantic PretrainedConfig regression." + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are different issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are version/runtime issues, but one is ZeRO-3 Bert initialization and the other is a torch/transformers compatibility complaint." + "reason": "ZeRO-3/Bert index-0 failure is unrelated to torch/transformers version incompatibility." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and symptoms: detokenization vs table QA task crash." + "reason": "Incorrect detokenization and table QA crashing are unrelated bugs." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper failure is unrelated to the PretrainedConfig/pydantic breakage." + "reason": "Whisper load/run failure does not match the PretrainedConfig pydantic regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a model crash and the other is a streaming chat/completions API failure." + "reason": "Both involve Qwen3.5 chat usage, but one is a crash with transformers chat and the other is a streaming chat/completions failure; not clearly the same code-path bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Empty-weights loading argument error is not the same as a table QA runtime crash." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to table-question-answering." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and different failures; only broad subsystem overlap." + "reason": "Gemma3 sliding_window_pattern and Gemma4 device mismatch are different bugs." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied-weight bug in Mistral3 is unrelated to Ovis2 checkpoint corruption." + "reason": "Tied lm_head weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming/API failure is unrelated to the MPS MoE histogram kernel issue." + "reason": "Streaming chat/completions failure and MPS histogram int support are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different concrete bugs: torch-dynamo grouped_mm failure vs MPS histogram on Int." + "reason": "Mixtral torch-dynamo grouped_mm error is unrelated to an MPS histogram implementation issue." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are MoE-related, but the failure modes and code paths are distinct." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading failure for Voxtral is not the same as the compile-template-node error." + "reason": "Voxtral processor failure and non-template-node compile error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma/vLLM sliding-window config are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and device mismatch in Gemma4 PLE are different issues." + "reason": "Torch version incompatibility and Gemma4 device mismatch are different issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexError-style reports, but one is a mask-length mismatch and the other is a zero-sized tensor access in ZeRO-3 loading." + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 zero-sized tensor access during Gemma3 loading." }, { "left": "issue:43296", @@ -825,61 +735,61 @@ "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm pad_token_idx regression is not the same as the pydantic PretrainedConfig breakage." + "reason": "StableLm pad_token_idx regression and PretrainedConfig pydantic regression are different code paths." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral grouped_mm tracing error and GPT-OSS tensor-parallel issue are different code paths." + "reason": "Mixtral torch-dynamo grouped_mm error is unrelated to GPT-OSS MoE tensor-parallelism behavior." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Mask-shape mismatch and TRL SFT embedding unpacking are different failures." + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure are unrelated." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM regression and tied-weights translation-model bug are not the same underlying issue." + "reason": "Int4 OOM regression and tied-weights translation-model issue are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different models and different symptoms: autocast dtype mismatch vs chat/completions streaming failure." + "reason": "Autocast dtype mismatch and streaming chat/completions failure are different bugs." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Empty-weights init TypeError is unrelated to the PretrainedConfig pydantic regression." + "reason": "init_empty_weights unexpected argument and pydantic PretrainedConfig regression are not the same issue." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming failure are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window handling is unrelated to the pydantic PretrainedConfig issue." + "reason": "Qwen3-MoE sliding_window issue and PretrainedConfig pydantic regression are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers version incompatibility are too broad to be the same bug." + "reason": "Remote_code breakage and torch/transformers version incompatibility are different concerns." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as Qwen3.5 video-template mismatch." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 video token mismatch." }, { "left": "issue:43541", @@ -891,49 +801,49 @@ "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both are Qwen video-input regressions with the same underlying feature/token count mismatch family; the later report looks like a narrower manifestation of the same bug." + "reason": "Both describe the same Qwen3.5/Qwen3.5-MoE video-input regression around video features/tokens and chat-template handling." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask shape mismatch and ZeRO-3/Bert zero-sized tensor access are different error paths." + "reason": "Mask-shape mismatch IndexError and ZeRO-3/Bert empty-tensor IndexError are different concrete failures." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 quality complaint and nonsensical AutoModel/pipeline output are related in theme but not clearly the same concrete bug." + "reason": "Siglip2 embedding quality complaint and Siglip2 nonsensical AutoModel/pipeline outputs may be related in theme, but they are not clearly the same underlying bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are distinct issues." + "reason": "Composite config unwrap behavior and Qwen3_5Moe rotary embedding materialization bug are unrelated." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend issue is unrelated to torch/transformers version incompatibility." + "reason": "TensorBoard-without-TF backend issue is unrelated to torch/transformers compatibility." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image-preprocessor dtype mismatch and TRL embedding unpacking are different bugs." + "reason": "Mistral-3 dtype mismatch and Qwen3.5 embedding unpacking failure are unrelated." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "ZeRO/FSDP weight-shape error and Qwen3.5 TRL unpacking failure are unrelated." + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is broadly grounded in the packet: it correctly treats the set as mostly unrelated regressions, identifies the clear ZeRO-3/Bert out-of-bounds family, and the one accepted soft duplicate (44479/46294) is conservative. The negative soft-edge calls also stay cautious and supported by the titles." + "feedback": "The summary is grounded in the packet and stays conservative about the duplicate/relatedness calls. The one accepted pair (44479, 46294) is well supported by the titles, and the canonical issue choice (41093) is reasonable given the near-exact duplicate 44805 and higher discussion activity. No obvious overstatement or risky mergeability claim." }, "evaluator_used": true, "retried": false, @@ -944,7 +854,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 3, "review_unit_count": 51, "status": "reviewed", @@ -952,7 +862,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:36331", "issue:38175", @@ -1037,20 +947,20 @@ "issue:43975|issue:45237", "issue:43054|issue:43493" ], - "prepared_review_unit_hash": "34798fd0b91053896e3d0250dc7800e97b0691d6f55f9f1635606fee7d4a6843", + "prepared_review_unit_hash": "4bfd60ac419dfb4f859ad7056ccc700089ff15114355951a0650ae9319921e73", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36988, + "serialized_chars": 36987, "estimated_input_tokens": 9247, "estimated_eval_tokens": 18750 }, @@ -1059,210 +969,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated transformer issues, but there are two clear duplicate subgroups: a non-persistent buffer corruption regression in v5, and a SigLIP2 HF-vs-JAX implementation mismatch. I only accepted soft edges where the titles point to the same concrete bug path.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43950 is the best umbrella issue: it clearly describes the v5 non-persistent buffer corruption regression, and the accepted nearby reports (issue:43644, issue:44534, issue:45902) are narrower manifestations of that same loader/materialization bug.", + "summary": "Mostly unrelated model/loading regressions; the only clear duplicate pair is the non-persistent-buffer corruption regression around Transformers v5. The rest are similar at a subsystem/title level but do not look like the same concrete bug.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43950 is the clearest representative of the non-persistent-buffer regression: it names the exact API (`from_pretrained`) and the failure mode (`register_buffer(persistent=False)` corruption).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the most representative and actionable issue in the cluster because it states the root regression directly, not just a symptom or model-specific instance.", + "best_issue_reason": "43950 is the best issue anchor because it is the most specific, actionable statement of the underlying bug and matches the confirmed duplicate wording in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-module loading, but they describe different failure modes: cache-path collision vs wrong module resolution after save_pretrained." + "reason": "Both involve custom model loading, but one is a cache-path collision for local models and the other is wrong custom-module loading after save/load; not the same concrete bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Unrelated problems: Jupyter/custom-model initialization vs flash-attn2 fallback being blocked." + "reason": "One is a Jupyter custom-model initialization regression; the other is flash-attn fallback logic. Different code paths and symptoms." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they are different model families and likely different code paths; too broad to merge." + "reason": "Both mention tied weights, but they affect different models and failure modes; too broad to be the same bug." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Both are perplexity-related, but on different models with no sign of the same underlying bug." + "reason": "Completely different models and symptoms: high perplexity on GPT-OSS vs a GLM5 issue." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different failures: FP8 config loading vs flash-attn2 fallback logic." + "reason": "Qwen3MoE FP8 failure is unrelated to flash-attn fallback gating." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash is unrelated to tied-weights handling." + "reason": "PagedAttentionCache crash vs tied-weights translation model issue; no shared underlying defect." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same as the translation-model tied-weights issue." + "reason": "Quantization/offloading behavior is not the same bug as tied-weights handling in translation models." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer algorithm discussion is unrelated to a docs command removal." + "reason": "DSA/ReLU discussion and a docs note about a removed command are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint-loading failure for NemotronH is not the same bug as tied weights in translation models." + "reason": "Checkpoint loading for NemotronH is a different problem from tied-weight handling." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "These target different model/training failures with no common concrete code path." + "reason": "TRl SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Both are docs/nits, but one is a typo and the other is an outdated command; not the same change." + "reason": "Both are docs-facing, but one is a typo and the other is stale command documentation; not the same issue." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and different tokenization/runtime failures." + "reason": "Different models and failures: detokenization bug vs NVFP4 runtime error." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Unrelated model execution failure vs invalid method call in a different model class." + "reason": "No concrete bug overlap; one is Qwen-3 NVFP4 runtime failure, the other is a GraniteMoEHybrid method issue." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is just a shorter wording of the same bug." + "reason": "Both describe the same non-persistent-buffer junk/corruption regression in Transformers v5." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs-example errors are not the same as a model quality/regression report." + "reason": "Both concern SigLIP2, but one is a docs example/model-processor mismatch and quantization failure while the other is embedding quality regression." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same loader regression: non-persistent buffers are being filled/corrupted during v5 loading/materialization." + "reason": "Same underlying regression: Transformers v5 mishandles non-persistent buffers during load/materialization." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different dtype/autocast vs Qwen3.5 position-id/SDPA behavior." + "reason": "Different models and different failure modes: autocast dtype mismatch vs Qwen3.5 gradient explosion from 3D position_ids handling." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API mismatch and ZeRO-3 loading error are unrelated." + "reason": "Trainer loss signature mismatch and ZeRO-3 load-time IndexError are unrelated." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import error for AutoImageProcessor is not the same as torch/transformers version incompatibility." + "reason": "Import error for AutoImageProcessor is not the same as a torch/transformers version incompatibility." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Two different quantization/storage incompatibilities; no shared underlying bug." + "reason": "bitsandbytes keyword-argument incompatibility and missing Float8 storage are different backend issues." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "45902 is a specific manifestation of the same non-persistent-buffer bug after meta -> to_empty(cuda) materialization." + "accept": false, + "reason": "Both touch non-persistent buffers, but one is a from_pretrained regression while the other is a Qwen3_5Moe rotary-embedding materialization bug." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted checkpoint vs loading noise are different issues." + "reason": "Checkpoint corruption and a generic loading noise report are not the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but zero probabilities and poor text embeddings are not enough to prove the same bug." + "reason": "Unexpected zero probabilities is not the same as a text-embedding quality regression." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error message and missing attribute on a model class are different problems." + "reason": "A bad error message for Voxtral tokenizer loading is unrelated to a missing all_tied_weights_keys attribute." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality vs version-dependent tokenization changes are unrelated." + "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are different problems." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_state bug is unrelated to non-persistent buffer materialization." + "reason": "Gemma4 FSDP2 shared_kv_states behavior is unrelated to Qwen3_5Moe inv_freq uninitialized-memory handling." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 failures: Flash Attention memory access vs CPU-offload incompatibility in rotary embedding." + "reason": "Both involve Qwen3.5-related internals, but one is flash-attn 3D position_ids handling and the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing inefficiency and int4 OOM are separate memory issues with different causes." + "reason": "LoRA gradient checkpointing and int4 CUDA reserved-memory OOM are different regressions." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Tokenizer error messaging and model loading failure are not the same issue." + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are unrelated." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same as a model-specific load failure." + "reason": "Generic loading noise and inability to load a specific model are not the same concrete bug." }, { - "left": "issue:44960", + "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Different models and different hardware/runtime problems." + "reason": "Detokenization bug and AMD GPU runtime support issue are different defects." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Both point to the same SigLIP2 implementation mismatch: HF behavior diverges from the original JAX reference and produces degraded outputs." + "accept": false, + "reason": "Both are SigLIP2-related, but one is embedding quality and the other is a HF-vs-JAX implementation discrepancy; not enough to treat as the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The canonical issue choice is well grounded in the packet, and the accepted soft edges are conservative overall. The non-persistent-buffer cluster is strongly supported by matching titles, and the SigLIP2 pair is plausible given the HF-vs-JAX discrepancy vs degraded-embedding symptom. No obviously overclaimed merges stand out." + "feedback": "The summary is grounded in the packet and stays conservative. The 43950 cluster is clearly supported by the titles: 43950, 43644, and 44534 all describe the same non-persistent-buffer junk/corruption regression in Transformers v5, with 43950 being the most specific anchor. The false soft-edge rejections are also appropriately cautious and do not overclaim equivalence." }, "evaluator_used": true, "retried": false, @@ -1273,7 +1183,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 4, "review_unit_count": 51, "status": "reviewed", @@ -1281,7 +1191,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:36331", "issue:41093", @@ -1349,8 +1259,8 @@ "issue:45020|issue:45356", "issue:43742|issue:45399", "issue:43404|issue:43950", - "issue:43827|issue:44509", "issue:42915|issue:45020", + "issue:43827|issue:44509", "issue:43792|issue:44220", "issue:43872|issue:44291", "issue:42915|issue:43872", @@ -1360,216 +1270,240 @@ "issue:36331|issue:41093", "issue:41553|issue:44991", "issue:43854|issue:44863", - "issue:43257|issue:45305", "issue:44928|issue:45588", + "issue:43257|issue:45305", "issue:43872|issue:45538", "issue:41093|issue:44805" ], - "prepared_review_unit_hash": "5ecf162adac888c92644b64e5514889d5bdf6fa166efed1b145a5e3615ea5357", + "prepared_review_unit_hash": "58e325d37ab1e8fe16752ce01339f06b75ac0e2808395e956863acb936bf8f79", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37010, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "serialized_chars": 37007, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster. The only clearly confirmed duplicate issue pair is the exact mask/tensor shape mismatch between 41093 and 44805; 43872/44291 also look like the same `_is_hf_initialized` loading regression. The docs/pipeline-removal pair 43827/44509 is not supported as a duplicate here.", - "confidence": 0.93, - "canonical_issue_reason": "41093 is the best canonical issue because 44805 is the same mask/tensor shape mismatch IndexError and 41093 is the earlier, clearer report.", + "summary": "This cluster is mostly a loose set of Transformers loading/regression reports with only a couple of true duplicate pairs; most similar-looking items are different models, different subsystems, or different failure modes.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43872 is the strongest canonical issue: it has a concrete, reproducible root cause (_is_hf_initialized passed into bitsandbytes Int8Params during empty-weight loading) and a near-exact duplicate in issue:44291.", "canonical_pr_reason": null, - "best_issue_reason": "41093 is the strongest representative issue: it has an exact duplicate in 44805, while the rest of the cluster is too mixed to collapse into one bug.", + "best_issue_reason": "issue:43872 is the best issue to anchor the cluster because it describes a specific code-path failure rather than a broad symptom, and it has the clearest duplicate evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Noise in loading messages vs a concrete model-loading failure for a specific model; different bugs." + "reason": "Both are about loading behavior, but one is a generic noise/warning complaint and the other is a concrete model-load failure for a specific checkpoint; not the same bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve `remote_code`, but one is missing fields in `AutoConfig` and the other is a broader regression; not the same concrete issue." + "reason": "Both mention remote_code, but one is an AutoConfig field-loss issue and the other is a broad regression affecting remote-code models; too different to merge." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Gradient-checkpointing effectiveness and MoE memory usage are different problems." + "reason": "Different problems: PEFT LoRA gradient checkpointing vs Qwen3 MoE memory usage. Same family area, not the same underlying bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different models and different failure modes during loading." + "reason": "Both are loading failures, but they involve different models and different mechanisms (ZeRO-3 load error vs FineGrainedFP8Config failure)." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS integer histogram support and Gemma4 device mismatch are unrelated." + "reason": "Different symptoms and code paths: MPS histogram/int issue vs Gemma4 device-map mismatch during forward." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA compatibility break across versions is not the same as a warning about `tie_word_embeddings`." + "reason": "One is a compatibility break for a trained LoRA model across versions; the other is a warning about tie_word_embeddings configuration." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer-loading regression and flash-attn fallback gating are separate code paths." + "reason": "Tokenizer loading for est-roberta and flash-attn fallback gating are unrelated bugs." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "GLM loading failure and Molmo tied-weights metadata are different bugs." + "reason": "Both are model-loading issues, but one is a glm-4v-9b load failure and the other is a missing all_tied_weights_keys attribute; no shared root cause is evident." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Qwen2.5-VL import failure is unrelated to the bitsandbytes `_is_hf_initialized` constructor error." + "reason": "Different areas: Qwen2_5_VL import/export exposure vs bitsandbytes Int8Params initialization." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Generic `remote_code` breakage and Gemma4 device placement mismatch are not the same bug." + "reason": "Remote-code regressions and Gemma4 device placement are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping failure and `remote_code` regression differ in root cause and symptom." + "reason": "add-new-model-like/tokenizer mapping logic is a distinct code path from remote_code loading regressions." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch is a different failure mode from device mismatch." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same bug as Gemma4 PLE device mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash and flash-attn fallback checks are unrelated." + "reason": "Tokenizer regex patch crash and flash-attn fallback checks are separate failures." }, { "left": "issue:43782", - "right": "issue:44220", + "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight-only loading and Whisper feature extraction are different issues." + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific loading problems." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Importing Qwen2.5-VL and the `_is_hf_initialized` loading error are unrelated." + "reason": "Remote-code breakage and Kimi tokenizer codec handling are different regressions." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback gating do not share the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug in Mistral3 is unrelated to non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config failure is a model/config-specific issue, not the remote_code regression." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same documentation cleanup: pipeline tasks removed in v5 are still referenced in docs, especially summarization/translation-related pages." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve Whisper/audio loading, but the titles do not show the same concrete failure path; one is a generic model-run failure, the other is a specific feature-extraction function issue." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both describe the same `_is_hf_initialized` loading regression during model initialization/loading." + "reason": "These describe the same concrete bitsandbytes/empty-weights bug: unexpected _is_hf_initialized being passed into Int8Params during model loading." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE FP8 failure and the `_is_hf_initialized` bitsandbytes incompatibility are unrelated." + "reason": "Qwen3 MoE FP8 loading and bitsandbytes Int8Params initialization are different failure modes." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Weight conversion on load and a corrupted checkpoint are different root causes." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Ineffective gradient checkpointing and a missing capability flag are not the same bug." + "reason": "Gradient checkpointing behavior and a missing supports_gradient_checkpointing flag are different issues, even if both touch training configuration." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 loading problems, but they affect different models and describe different missing-weight symptoms." + "reason": "Both mention ZeRO-3 weight loading for Qwen-family models, but the failures are described differently enough that they do not clearly share one exact root cause." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "`compute_loss` kwarg handling and a mask-shape mismatch IndexError are unrelated." + "reason": "Different errors and domains: custom trainer loss signature mismatch vs tensor mask shape mismatch." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad error messaging for Voxtral is not the same as a tokenizer-loading regression for another model." + "reason": "Voxtral AutoTokenizer error and est-roberta tokenizer load failure are different tokenizer/model regressions." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures." + "reason": "Unable to load a GLM-4.7-Flash model in tests and NemotronH checkpoint loading are separate model-specific problems." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "Weight conversion on load and gradient averaging under DeepSpeed GAS are different bugs." + "reason": "RLHF gradient explosion from Qwen3.5 position_ids/SDPA behavior is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "RLHF gradient explosion and the flash-attention `s_aux=None` crash are unrelated." + "reason": "Qwen3 MoE weight conversion under deepspeed/accelerate and GAS gradient averaging with DeepSpeed are different training/loading bugs." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Bitsandbytes `_is_hf_initialized` incompatibility is unrelated to CLIPTokenizer `model_max_length`." + "reason": "bitsandbytes init_empty_weights incompatibility is unrelated to CLIPTokenizer's model_max_length constant." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Exact same mask/tensor shape mismatch IndexError; 44805 is a repeat of 41093." - }, - { - "left": "issue:43827", - "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but the packet does not support treating them as the same underlying issue." + "reason": "These have the same style of IndexError, but they are distinct reports with different contexts and likely different offending code paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The result is mostly conservative, but the summary overstates the evidence: it claims a true docs/pipeline-removal duplicate pair, yet the only soft pair for 43827/44509 is marked false. That internal inconsistency means the summary is not fully grounded in the packet. The exact 41093/44805 duplicate and the 43872/44291 loading regression look supported, but the docs pair should not be described as a true duplicate unless the verdict is changed accordingly." + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The two accepted soft-edge pairs look like genuine duplicates or near-duplicates (43872/44291 and 43827/44509), and the rejected pairs are mostly appropriately cautious given only title/body-level evidence. No mergeability issue applies here because there are no PR pairs." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1577,7 +1511,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 5, "review_unit_count": 51, "status": "reviewed", @@ -1585,7 +1519,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:24643", "issue:30064", @@ -1646,13 +1580,13 @@ "issue:45663|issue:45823", "issue:43366|issue:43531", "issue:43950|issue:45834", - "issue:43645|issue:43646", "issue:44560|issue:45685", + "issue:43645|issue:43646", "issue:43550|issue:44910", "issue:43366|issue:44589", - "issue:42617|issue:43366", "issue:42915|issue:43957", "issue:44560|issue:44918", + "issue:42617|issue:43366", "issue:43824|issue:43957", "issue:36010|issue:42915", "issue:44661|issue:45823", @@ -1670,136 +1604,136 @@ "issue:44960|issue:44977", "issue:41720|issue:42915" ], - "prepared_review_unit_hash": "c76c235ad42a109c78423af5498dd472e79a9ec90b44ff7949e3304c85e5a073", + "prepared_review_unit_hash": "f5eb779007db858617394912c769bc39cdae2a2d6ced2e2a9aedf248205d813f", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37267, - "estimated_input_tokens": 9317, - "estimated_eval_tokens": 18890 + "serialized_chars": 37263, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "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 models/features. The only clear duplicate-like pair is the Transformers 5.0.0 custom model initialization regression (43645/43646); the rest are distinct bugs with only superficial topic overlap.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43646 is the broadest, most general statement of the custom model initialization regression, while issue:43645 is a narrower Jupyter-notebook-specific instance of the same bug.", + "summary": "This cluster is mostly a grab-bag of unrelated issues. I only found two plausible duplicate pairs: Transformers 5 custom model initialization (43645/43646) and SigLIP2 bad outputs on the same model family (38175/43994).", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue covers the whole mixed set; issue 43646 is the best anchor for the only clear duplicate pair because it states the broader custom-model initialization regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best canonical issue because it captures the underlying regression cleanly without the extra notebook-specific framing.", + "best_issue_reason": "43646 is the strongest global issue anchor here because it generalizes 43645 cleanly; the SigLIP2 pair is a separate duplicate pocket, not the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen3.5/video-related, but they describe different failure modes and model scopes; not the same bug." + "reason": "Both involve Qwen video behavior, but one is a broad multi-model regression and the other is a specific StopIteration path; not the same bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both involve loading errors, but one is Voxtral tokenizer messaging and the other is a specific model load issue; not the same underlying defect." + "reason": "Both are loading failures, but for different models and different failure modes; no shared underlying code-path is evident." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache group-type failure and NemotronH checkpoint loading are unrelated code paths." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error and void segmentation map processing are unrelated." + "reason": "Different subsystems and symptoms; no duplicate relationship." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF/gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different problems." + "reason": "GGUF architecture support and a torch.autocast dtype mismatch are unrelated." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch Qwen3.5/VL internals, but one is temporal position scaling in video ROPE and the other is meta-to-empty uninitialized memory; distinct bugs." + "reason": "Both mention rotary embeddings, but they are distinct bugs in different models and code paths." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Gemma4 PLE device mismatch under device_map=auto are separate forward-path issues." + "reason": "Both are Gemma4 issues, but FSDP2 shared_kv_states rebuilding and device_map PLE mismatch are different problems." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen3-related models, but one is GGUF support and the other is sliding_window behavior; not the same bug." + "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained and Kosmos2.5 long OCR index errors are unrelated." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Same Transformers 5.0.0 custom model initialization regression; 43645 is the notebook-specific presentation of 43646's broader bug." + "reason": "from_pretrained buffer corruption and Kosmos2.5 long OCR indexing are unrelated." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-VL video StopIteration and MPS histogram for Int in MoE are unrelated failures." + "reason": "Qwen3.5 video generation and an MPS histogram int-type error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5 custom-model initialization regression; 43645 is just a notebook-specific repro." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Bamba torch.compile/SDPA crash and Qwen3.5 flash-attention position_ids crash are different model/code-path issues." + "reason": "Different model families and different attention/position-id failures; not mergeable as one bug." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support and Float8 storage-object loading are not the same bug." - }, - { - "left": "issue:42617", - "right": "issue:43366", - "accept": false, - "reason": "3d_parallel.py runtime issue and GGUF gpt-oss support are unrelated." + "reason": "GGUF support and Float8 storage lookup failure are unrelated." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and generic meta-device loading breakage are different regressions." + "reason": "FineGrainedFP8Config failure on Qwen3Moe and meta-device loading regressions are different issues." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.5/VL and video/embeddings, but one is a StopIteration video generation failure and the other is TRL embedding unpacking; not the same bug." + "reason": "Both mention Qwen3.5, but one is a video inference bug and the other is an embedding/unpacking trainer bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing Qwen2_5_VL import and meta-device loading breakage are different issues." + "reason": "Missing import for Qwen2_5_VLForConditionalGeneration and meta-device loading regressions are different bugs." }, { "left": "issue:36010", @@ -1811,91 +1745,85 @@ "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping edge case in add-new-model-like and Gemma4 PLE device mismatch are separate problems." + "reason": "Tokenizer mapping-name handling and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR index error are unrelated." + "reason": "_is_hf_initialized breakage and Kosmos2.5 long OCR indexing are unrelated." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Both concern siglip2-base-patch16-224, but one is zero probabilities and the other is nonsensical pipeline output/model loading; similar model, different failure." + "accept": true, + "reason": "Same SigLIP2 model-family regression with broken outputs; 43994 is the broader reproduction." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batching leak and Whisper empty transcription handling are different code paths and symptoms." + "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription generation are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen3-VL video StopIteration and mask/tensor shape mismatch are unrelated." + "reason": "Video StopIteration and a mask shape IndexError are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Deepspeed zero3 BertModel index error and tokenizer-mapping add-new-model-like failure are different regressions." + "reason": "DeepSpeed ZeRO-3 Bert index error and tokenizer-mapping changes are unrelated." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config loading for granite_speech and glm4v config validation are both config-related, but not the same issue." + "reason": "Both are config-loading problems, but they are different validation failures on different models." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Deepspeed zero3 BertModel index error and tokenizer-mapping add-new-model-like failure are unrelated." + "reason": "ZeRO-3 init Bert IndexError and tokenizer mapping failures are unrelated." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping bug and mask/tensor shape mismatch are not the same underlying problem." + "reason": "Tokenizer mapping and mask/tensor shape mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map=auto dequantized offload failure and mmap OOM on Strix Halo are different resource/loading issues." - }, - { - "left": "issue:38175", - "right": "issue:39692", - "accept": false, - "reason": "Both are SigLIP2-related, but one is model output behavior and the other is a documentation example with processor/quantization errors." + "reason": "Dequantized model offload failure and Strix Halo mmap OOM are different loading issues." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA qwen3_moe hf4.x vs hf5.x incompatibility and BitNet packed-weight unpacking are unrelated." + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are unrelated." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation failures are different models and bugs." + "reason": "GLM5 and Qwen3.5 flash-attention are different model-specific regressions." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FineGrainedFP8Config failure are separate issues." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8Config failures are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The synthesis is conservative and grounded in the packet. The summary appropriately treats most pairs as unrelated and only elevates 43645/43646, which the packet\u2019s titles and similarity score support as the clearest duplicate-like pair. I did not see any soft-edge verdict that overstates equivalence." + "feedback": "The summary stays conservative and is supported by the packet. The two accepted pairs (43645/43646 and 38175/43994) are plausible same-bug duplicates, and the rejected soft edges are appropriately cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -1906,7 +1834,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 6, "review_unit_count": 51, "status": "reviewed", @@ -1914,7 +1842,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:36010", "issue:39404", @@ -1968,8 +1896,8 @@ "issue:44451|issue:44488", "issue:45313|issue:45357", "issue:42491|issue:45276", - "issue:43644|issue:44534", "issue:43708|issue:44075", + "issue:43644|issue:44534", "issue:42915|issue:44756", "issue:45488|issue:45812", "issue:39692|issue:43994", @@ -1982,11 +1910,11 @@ "issue:42491|issue:45292", "issue:44488|issue:44991", "issue:44910|issue:45588", - "issue:45362|issue:45406", "issue:44164|issue:44291", + "issue:45362|issue:45406", "issue:45276|issue:45335", - "issue:36010|issue:39404", "issue:43404|issue:43454", + "issue:36010|issue:39404", "issue:39692|issue:44960", "issue:43425|issue:43957", "issue:44402|issue:44488", @@ -1997,20 +1925,20 @@ "issue:44155|issue:45823", "issue:44291|issue:44756" ], - "prepared_review_unit_hash": "9fb2c5ea481fd3fb9c133287e97fcbfb9497fe6e678002335b07f64a0f77d17c", + "prepared_review_unit_hash": "f94e5bf39a536df5d44d0712f9937e99cb216902fb0c17fb69f915a6708870bd", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36498, + "serialized_chars": 36497, "estimated_input_tokens": 9125, "estimated_eval_tokens": 18506 }, @@ -2019,204 +1947,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of unrelated Transformers issues, with a few true duplicate pairs: tokenizer-loading regressions, lm_head weight-tying regressions, non-persistent buffer junk in v5, and resize_token_embeddings propagation bugs. No PRs are present.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 44488 is the best hub for the tokenizer-loading regression cluster: it has the strongest activity and the related reports (44451, 44991) read as the same v5 model/tokenizer loading failure.", + "summary": "Almost all candidate edges are related-but-distinct reports; only the Transformers v5 non-persistent buffer junk regression is a clear duplicate pair.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43644 is the clearest, most specific description of the shared regression and is better suited as the canonical issue than the shorter paraphrase.", "canonical_pr_reason": null, - "best_issue_reason": "44488 is the strongest single issue to keep because it best represents the repeated tokenizer-loading failure across multiple checkpoints and has the most discussion around that bug.", + "best_issue_reason": "issue:43644 best captures the underlying bug with the most detail and earliest framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both report latest/current Transformers failing to load BERT-like models/tokenizers for different checkpoints; same regression class." + "accept": false, + "reason": "Both are model-loading failures, but they reference different BERT models and may stem from different model-specific metadata issues." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "One is a ZeRO-3 language_model weight-loading failure; the other is incorrect visual-encoder keys on save_pretrained." + "reason": "Same family, but one is a ZeRO-3 weight-loading bug and the other is incorrect save_pretrained key names for the visual encoder." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3-MoE LoRA HF4\u2192HF5 incompatibility is unrelated to Gemma4 resize_token_embeddings propagation." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Both describe the same v5 non-persistent-buffer junk regression, just with slightly different wording." + "reason": "Different models and different failures; one is a Qwen3 MoE LoRA compatibility issue, the other is Gemma4 resize_token_embeddings behavior." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Checkpoint resume max_steps miscalculation and unused SGD args are different trainer/optimizer bugs." + "reason": "Unrelated training-resume math bug vs optimizer argument handling; same training subsystem but not the same defect." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same Transformers v5 regression where non-persistent buffers are filled with junk; one is just a paraphrased title." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3-MoE FP8 loading and Strix Halo mmap OOM are different problems in different paths." + "reason": "Qwen3 MoE FP8 loading and Strix Halo mmap OOM are unrelated issues." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Tokenizer pre-tokenizer override for DeepSeek vs wrong token IDs for Granite models are not the same bug." + "reason": "Both are tokenizer regressions, but one is ByteLevel\u2192Metaspace override in LlamaTokenizer and the other is wrong token IDs for Granite models." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 doc-example errors and SigLIP2 nonsensical outputs/pipeline behavior are related but not the same concrete issue." + "reason": "Both involve SigLIP2, but one is a doc example/model-processor mismatch and quantization failure while the other reports nonsensical runtime outputs." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3-VL weight-shape mismatch are distinct model-loading issues." + "reason": "Different models and different load-time failures; no sign of the same code-path bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE deepspeed conversion/loading and GLM-4.7 unit-test loading are unrelated failures." + "reason": "Qwen3 MoE deepspeed conversion vs GLM-4.7-Flash unit-test loading are unrelated." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Qwen3 MoE training memory usage and quantized offloading behavior are different regressions." + "reason": "Both touch memory/quantization, but one is Qwen3 MoE training inefficiency and the other is offloading behavior with quantization." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Qwen3-MoE LoRA incompatibility does not match the Qwen3-VL shape-mismatch loading bug." + "reason": "Distinct model families and distinct loading problems." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regressions, but one is buffer initialization junk and the other is custom model initialization in Jupyter." + "reason": "One is a non-persistent buffer initialization regression; the other is custom model initialization in Jupyter notebooks." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "These are both memory-related, but one is Qwen3 MoE training memory usage and the other is int4 reserved-memory growth/OOM." + "reason": "Related to memory under quantization, but one is training-memory inefficiency and the other is int4 CUDA reserved-memory growth leading to OOM." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA model compatibility on hf5.x is unrelated to the generic resize_token_embeddings output-embedding bug." + "reason": "Different models and different resize_token_embeddings symptoms." }, { "left": "issue:44488", "right": "issue:44991", - "accept": true, - "reason": "Both are v5 tokenizer-loading regressions for different BERT-like checkpoints and look like the same underlying loader bug." + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they concern different models and no shared concrete bug is evident." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 flash-attention packed-sequence misinterpretation and sink-less s_aux=None crashes are different code paths." + "reason": "Both are flash-attention crashes, but the failure modes differ: packed sequence misinterpretation vs s_aux=None handling." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are separate failures." + "reason": "Save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized errors are different load/save paths." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are unrelated model-loading problems." + "reason": "Different models and different crash causes (chat path vs Gemma4Processor attribute error)." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings bug: embeddings are not propagated to output/decoder embeddings, just on different model variants." - }, - { - "left": "issue:36010", - "right": "issue:39404", "accept": false, - "reason": "GenerationMixin import error and Whisper return_language pipeline regression are different issues." + "reason": "Both are resize_token_embeddings regressions, but they hit different architectures and submodules, so they do not clearly describe the same bug." }, { "left": "issue:43404", "right": "issue:43454", - "accept": true, - "reason": "Both report missing lm_head weight tying causing bad generation in multimodal conditional-generation models." + "accept": false, + "reason": "Similar symptom of untied lm_head, but for different model families and likely separate model-specific fixes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 example problems and GLM5 are unrelated." + "reason": "Different SigLIP2/docs issue versus an unrelated GLM5 report." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as meta-device model-loading breakage." + "reason": "Torch version incompatibility and meta-device model-loading breakage are not the same defect." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch is a different bug from the tokenizer/model loading regression." + "reason": "Tokenizer vocab-size mismatch versus inability to load a specific BERT model; different underlying problems." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing ineffectiveness with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Gradient checkpointing/LoRA and apex FusedRMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 multimodal config unwrapping are unrelated." + "reason": "Different model families and different code paths: Gemma4 FSDP2 attention vs Qwen composite config unwrapping." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 KeyError and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different bugs." + "reason": "Gemma4 FSDP2 attention state rebuild and Qwen3_5Moe rotary embedding CPU-offload incompatibility are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization offloading behavior and int4 reserved-memory regression are distinct memory issues." + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is increased reserved memory under int4 quantization." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 track-leak inference bug and Gemma4 PLE device mismatch are unrelated." + "reason": "AudioFlamingo3 track leakage and Gemma4 device mismatch are unrelated." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling and Strix Halo mmap OOM are different failure modes." + "reason": "Unexpected _is_hf_initialized argument and Strix Halo mmap OOM are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and appropriately conservative overall. The chosen hub issue (44488) is supported by its higher discussion activity and the related tokenizer-loading reports. The accepted soft-edge pairs are plausible duplicates by title-level evidence, and the rejected pairs mostly distinguish clearly different bug classes. No PR pairs are present." + "feedback": "The summary is grounded in the packet, and the one accepted edge (43644 \u2194 44534) is clearly supported by the titles and dates. The other soft-edge rejections are conservative and avoid overclaiming duplicate status from loose topical similarity alone. No issue/PR pair in the packet suggests a mergeability problem." }, "evaluator_used": true, "retried": false, @@ -2227,7 +2155,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 7, "review_unit_count": 51, "status": "reviewed", @@ -2235,7 +2163,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:39404", "issue:41720", @@ -2295,10 +2223,10 @@ "issue:43854|issue:45216", "issue:43381|issue:44928", "issue:44164|issue:44756", - "issue:45588|issue:45663", - "issue:45684|issue:45698", "issue:44479|issue:44877", + "issue:45588|issue:45663", "issue:41720|issue:44155", + "issue:45684|issue:45698", "issue:43957|issue:44756", "issue:43646|issue:43708", "issue:45292|issue:45335", @@ -2312,239 +2240,239 @@ "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43425|issue:45823", - "issue:44530|issue:45084", "issue:43425|issue:43716", + "issue:44530|issue:45084", "issue:43906|issue:44530", "issue:39404|issue:44912", "issue:44265|issue:44898", "issue:44479|issue:44805" ], - "prepared_review_unit_hash": "1527e8735141b340723da203147f13b5ed5b9a681d5b5ca7a518119ad81faffb", + "prepared_review_unit_hash": "058d11618cf7d393d8a55eca70fa9037b72e856753d7955c8e9acd3c67fde37a", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36676, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "serialized_chars": 36683, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated issue reports. The only clear duplicate chain is the resize_token_embeddings regression across 45276, 45292, and 45335; the rest are different bugs or different code paths.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the bug in the most general form, while 45276 and 45335 are narrower model-specific manifestations of the same resize_token_embeddings propagation failure.", + "summary": "This cluster is mostly a set of unrelated Transformers regressions, with a small duplicate pocket around `resize_token_embeddings` not updating model embeddings. The strongest representative issue is the custom-module save/load regression in `from_pretrained` after `save_pretrained`.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45698 is the broadest and most actionable representative of the custom-model save/load regressions in this set, and it sits at the center of several related loading failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the broadest and most representative report of the duplicate resize_token_embeddings bug in this set.", + "best_issue_reason": "issue:45698 is the best issue to keep because it is open, clearly describes a concrete `save_pretrained`/`from_pretrained` failure, and generalizes well to the nearby custom-model loading reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs MXFP4 loading falling back to bf16." + "reason": "Both are quantization/loading regressions, but they affect different models and failure modes (runtime error vs silent bf16 fallback)." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Both are model-loading/quantization reports, but they describe different bugs and different models." + "reason": "These are different problems: a vague GLM5 issue versus a quantized-model save/load corruption report." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Completely different bugs: SwitchTransformers sparse-layer creation versus Gemma4 FSDP2 shared-state rebuilding." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is Strix Halo mmap behavior." + "reason": "Both mention OOM, but the causes are different (int4 reserved memory regression vs mmap on Strix Halo)." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing, but one is ineffective with PEFT LoRA and the other is forbidden in eval mode." + "reason": "Both involve gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other about eval-mode restrictions." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings is not updating output/embedding modules; 45276 is a Gemma4-specific instance." + "reason": "Same underlying `resize_token_embeddings` bug: the Gemma4-specific report and the generic output-embedding report describe the same propagation failure." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 save_pretrained regression are different checkpoint issues." + "reason": "Different model-loading regressions with unrelated symptoms and model families." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback problem." + "reason": "No shared bug path; one is checkpointing in eval mode, the other is a Qwen3.5 training instability from position IDs/SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM issue." + "reason": "Extra state save/load handling is unrelated to the Strix Halo mmap OOM issue." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "flash_attention s_aux=None crash and Gemma4 FSDP2 KeyError affect different code paths." + "reason": "Different regressions: video-input handling for Qwen VL models versus strict config loading for granite_speech." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Read-only permission propagation from save_pretrained is a different bug from loading the wrong custom module after save_pretrained." + "reason": "Unrelated failures in flash-attention integration and Gemma4 FSDP2 attention state handling." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Qwen video-input regression and granite_speech strict-config loading are unrelated." + "reason": "Different model-specific correctness bugs with no shared code-path indication." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "cudaErrorAssert on Qwen3 auto device mapping is not the same as AudioFlamingo3 track embedding leakage." + "reason": "Both are custom-model save/load adjacent, but one is file-permissions propagation and the other is wrong module loading; not the same bug." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different root causes." + "reason": "Meta-device loading regressions are not the same issue as Strix Halo mmap OOMs." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps miscalculation." + "reason": "Custom model initialization breakage and Trainer max_steps calculation are unrelated." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings regression; 45335 is the T5Gemma-specific manifestation of the same missing embedding update." + "reason": "Same `resize_token_embeddings` propagation failure, expressed as output-embedding versus decoder.embed_tokens updates in different model families." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load handling are different failures." + "reason": "Both touch custom models, but notebook initialization and extra_state serialization are distinct problems." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failures are separate loading/runtime bugs." + "reason": "Different failure mechanisms: autocast dtype mismatch versus meta-device loading breakage." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch is not the same as the ScandiBERT loading failure." + "reason": "Tokenizer vocab mismatch and model loading failure are not the same underlying bug." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility and autocast dtype mismatch are different issues." + "reason": "Torch version incompatibility and autocast dtype mismatch are separate regressions." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error is unrelated to mmap-driven OOM." + "reason": "Float8 storage lookup failure is unrelated to the mmap/OOM report." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and NemotronH checkpoint loading are different model-loading bugs." + "reason": "Different model families and different loading failures; no evidence they are the same bug." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch do not describe the same bug." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to the Gemma4 device-mismatch issue." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to tokenization changes across versions." + "reason": "Whisper pipeline return_language and tokenization-version changes are separate concerns." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading regression and notebook custom-model initialization are related only at a broad Transformers 5.0 level, not the same concrete bug." + "reason": "Both are Transformer 5 custom-model regressions, but one is base_model_prefix loading and the other is notebook initialization; not the same concrete bug." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility and Gemma4 PLE device mismatch are different failures." + "reason": "Torch compatibility and Gemma4 device placement are different issues." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to the non-template-nodes compile error." + "reason": "Torch compatibility and image preprocessor dtype mismatch are unrelated." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are different problems." + "reason": "Different failures in attention/cache handling versus template-node compilation." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Issue 43906 is just a reproduction of another report; 44530 is a different Qwen3.5 cache crash." + "reason": "The isolated reproduction issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline bug and Qwen MXFP4 loading fallback are unrelated." + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are different export/model bugs." + "reason": "torch.export with torch_compilable_check and Perceiver interpolation are different code paths." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen models and a mask-shape IndexError are unrelated." + "reason": "Video-input regression and mask shape mismatch are not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The canonical resize_token_embeddings chain (45276/45292/45335) is well supported by the titles, and the remaining soft-edge rejections stay cautious rather than overstating duplicates. No mergeability concerns apply here since these are issue pairs, not PR pairs." + "feedback": "The summary is grounded in the packet: most pairs are reasonably rejected as unrelated, and the `resize_token_embeddings` cluster is the only clearly supported duplicate pocket. The choice of `issue:45698` as the representative save/load issue is conservative and fits the open, concrete custom-module regression reports without overclaiming. No PR mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -2555,7 +2483,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 8, "review_unit_count": 51, "status": "reviewed", @@ -2563,7 +2491,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:32090", "issue:34567", @@ -2633,8 +2561,8 @@ "issue:43582|issue:43632", "issue:44661|issue:44683", "issue:43611|issue:43644", - "issue:32090|issue:39404", "issue:40990|issue:43421", + "issue:32090|issue:39404", "issue:43716|issue:45084", "issue:44488|issue:44987", "issue:43643|issue:44530", @@ -2647,237 +2575,228 @@ "issue:43644|issue:43646", "issue:44206|issue:44220" ], - "prepared_review_unit_hash": "a972c74bb13422782254c3c434c9c345d370726c0e36ad6358e271a2ee6431fb", + "prepared_review_unit_hash": "801c192f5a56fdf82327573e8720319ed975932e0805671951a3c036ee872ae4", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36884, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "serialized_chars": 36889, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; nearly all soft pairs are different bugs or feature requests. One pair in the audio feature-extraction path looks like a true duplicate.", - "confidence": 0.68, - "canonical_issue_reason": "issue:44206 is the most concrete report of the shared audio feature-extraction crash; issue:44220 is a broader/generic report of the same `_torch_extract_fbank_features()` failure.", + "summary": "This cluster is thematically broad rather than duplicate-heavy: it mixes many Transformers v5 regressions, model-loading failures, tokenizer issues, and a few unrelated audio/docs/multimodal bugs. None of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s dominant theme: Transformers v5 model-loading regressions. It is more general than the narrower model-specific or component-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44206 is the best representative because it names the specific regression and failure mode, making it the clearest canonical issue for that duplicate pair.", + "best_issue_reason": "issue:43611 is the best single representative of the cluster because it captures the most central and reusable failure mode among these items: v5 loading behavior breaking for models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but one is about `return_all_scores` and the other about removed pipeline tasks; different documentation issues." + "reason": "Both are docs-related, but one is about TextClassificationPipeline return_all_scores wording while the other is about removed pipeline tasks in v5; related theme, not the same change." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Unrelated failures: float8 storage lookup vs a template-node compilation error." + "reason": "Different failures in different code paths: missing Float8 storage vs a template-node compilation error." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility and Qwen3.5 SFT embedding unpacking are different problems." + "reason": "One is a torch version compatibility issue, the other is a Qwen3.5 input-embedding/TRL trainer failure; unrelated bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token API conflict vs `gguf_file` loading breakage are different code paths." + "reason": "T5 tokenizer special-token method conflict and gguf_file loading breakage are separate tokenizer/model-loading problems." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` save/load handling and `from_config` text_config unwrapping are distinct model-loading issues." + "reason": "save/from_pretrained extra_state handling and AutoModelForCausalLM.from_config text_config unwrapping are different API regressions." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a v5/dev regression and the other is a weight-shape mismatch on a specific checkpoint." + "reason": "Both involve Qwen3-VL loading, but they describe different model variants and different breakages; not clearly the same bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed Zero3/Bert init failure and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "deepspeed zero3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure for a roberta model vs Mistral regex patch crash are different model-specific bugs." + "reason": "Both are tokenizer load failures, but for different models and different failure mechanisms." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "A bad SigLIP2 output/pipeline result is not the same as `ModelOutput` key assignment when a prior key was `None`." + "reason": "A specific SigLIP2 bad-output issue and a generic ModelOutput key-assignment bug are not the same concrete defect." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency and Strix Halo mmap OOM are different resource issues." + "reason": "Both mention memory pressure, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM behavior." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for est-roberta are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper `return_language` pipeline behavior and CamemBERT masked-LM predictions are different models and bugs." + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM regression are different model-specific issues." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "`extra_state` save/load handling and Qwen video-input regression are unrelated." + "reason": "Extra_state serialization and a video-input regression in Qwen multimodal models do not share the same underlying bug." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU device placement bug and Qwen3.5 MoE CPU-offload incompatibility are different runtime issues." + "reason": "Both are device/performance related, but XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are distinct code paths." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading a specific BERT model and a Mistral tokenizer regex patch crash are different failures." + "reason": "Two separate tokenizer-loading reports for different models and different symptoms." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator TypeError and `_is_hf_initialized` regression do not share the same bug." + "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized regression are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "`add-new-model-like` / tokenizer mapping behavior is unrelated to compiled flex_attention on torch>=2.9." + "reason": "Model registry generation and compiled flex_attention failures are unrelated." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffers being initialized with junk." + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different breakages." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Trainer GPU broadcast `NoneType` error and Whisper `return_language` regression are unrelated." + "reason": "Perplexity on GPT-OSS and runtime post-processor updating are unrelated." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "High perplexity on GPT-OSS and tokenizer post-processor updates are different issues." + "reason": "Trainer GPU broadcast TypeError and Whisper pipeline return_language are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to the template-node compilation error." + "reason": "Mistral-3 image dtype mismatch and template-node compilation error are different failures." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different model-loading failures for different repositories and causes." + "reason": "Separate model-loading regressions affecting different repositories and different tokenizer/model paths." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields in `AutoConfig` with `trust_remote_code` and a Qwen3.5 PagedAttentionCache crash are unrelated." + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method conflict and Qwen3 MoE FineGrainedFP8Config failure are different problems." + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset failures are unrelated." + "reason": "TrainerState token-count tracking and Qwen2.5-VL iterable dataset multi-image finetuning are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper `batch_decode` skipping special tokens and empty-transcription generation after `align_special_tokens` are related by model family but not the same concrete bug." + "reason": "Both concern Whisper, but one is batch_decode skip_special_tokens handling and the other is empty transcription after align_special_tokens; not the same bug." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral torch dynamo tracing failure and a template-node compile error are different code paths." + "reason": "Mixtral grouped_mm tracing failure and template-node compilation failure are different runtime errors." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Loading `vesteinn/ScandiBERT` and loading `physical-intelligence/fast` are unrelated model-loading regressions." - }, - { - "left": "issue:42915", - "right": "issue:44530", - "accept": false, - "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different bugs." + "reason": "Loading vesteinn/ScandiBERT and loading physical-intelligence/fast fail for different reasons and code paths." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 model-init regressions, but one specifically concerns non-persistent buffers and the other custom model initialization broadly; not clearly the same bug." + "reason": "Both are v5 regressions, but one is buffer initialization and the other is custom model initialization; not the same underlying change." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction failure in `_torch_extract_fbank_features()` / `LasrFeatureExtractor`, so they look like the same underlying crash." + "accept": false, + "reason": "Feature-extractor center-arg regression and _torch_extract_fbank_features() issue are related to audio preprocessing but appear to be distinct defects." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The single accepted audio pair is plausibly the same feature-extraction crash, while the rejected pairs are appropriately treated as distinct or at least not clearly identical bugs." - }, - "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 }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 9, "review_unit_count": 51, "status": "reviewed", @@ -2885,7 +2804,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:36032", "issue:42175", @@ -2950,8 +2869,8 @@ "issue:43646|issue:44534", "issue:43089|issue:45987", "issue:43404|issue:44466", - "issue:43883|issue:44991", "issue:44403|issue:45081", + "issue:43883|issue:44991", "issue:43322|issue:43540", "issue:43994|issue:44610", "issue:42915|issue:45084", @@ -2971,238 +2890,238 @@ "issue:43296|issue:43531", "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "a73ddd01868b6a87ec2284d4c03c6749cc31f0bc7eeb187e3b2e55020f00b007", + "prepared_review_unit_hash": "1e03fa04a9d249adce3abe87e09e55b737f8f3cfa2eb0a9b4bd532c7f3461b81", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37591, - "estimated_input_tokens": 9398, - "estimated_eval_tokens": 19052 + "serialized_chars": 37593, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab bag of distinct transformer/model-loading bugs. Only two soft duplicate pairs look like the same underlying issue: GGUF loading regressions and the Qwen3.5 save_pretrained checkpoint regression.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43452 is the broadest, most API-level report in the clear duplicate set, so it works best as the issue anchor for the GGUF loading regression.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions that share broad v5/loading similarity, not true duplicates. The only clear duplicate pair is the Qwen3.5 save_pretrained regression (45216/45357).", + "confidence": 0.47, + "canonical_issue_reason": "Issue 45216 is the clearest representative because it describes the core Qwen3.5 save_pretrained corruption, and 45357 reads like a follow-up on the same checkpoint/visual-encoder-key regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 most cleanly captures the shared failure mode at the from_pretrained/gguf_file layer, making it the best representative issue here.", + "best_issue_reason": "Issue 45216 is the best cluster representative since it has the strongest duplicate linkage in the set and captures the specific regression most directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Different problems: chunked generation/compiled forward inconsistency vs a cache length return-type contract bug." + "reason": "Different bugs: chunked generation/compiled forward vs StaticCache sequence-length return type." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both report the same GGUF-loading regression in transformers v5; 43482 is a model-specific instance of the broader gguf_file/from_pretrained failure." + "accept": false, + "reason": "Both involve GGUF loading, but the titles point to different failure reports and no shared concrete code-path is clear from the metadata." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but the symptoms and code paths differ (missing tied-weights key vs loading a specific BERT model)." + "reason": "Molmo tied-weights attribute error vs a model load failure for cjvt/sleng-bert; unrelated symptoms." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "One is dequantized model device-map offload failure; the other is GGUF loading regression for Qwen2.5." + "reason": "device_map/offload dequantization failure is a different problem from GGUF loading failure." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-family bugs, but one is output_hidden_states behavior and the other is rope/position-id scaling for Qwen2.5-VL." + "reason": "Different Qwen model families and different bugs: hidden-states output vs rope-index temporal scaling." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to custom model initialization in notebooks." + "reason": "Tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different failures in different areas: template compilation vs an invalid method call in GraniteMoEHybrid." + "reason": "Different errors and different code paths; no evidence they fix the same underlying issue." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both mention backend handling, but one is an installation extra omission and the other is a backend mapping error for tensorflow_text." + "reason": "Backend-install packaging issue vs backend-mapping error for tensorflow_text; not the same bug." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to MIMI encoder batching/padding-mask behavior." + "reason": "Audio chat-template sampling-rate default vs MIMI batched-padding-mask mismatch are different issues." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are model loading failures, but they appear to be different model-specific regressions rather than one shared bug." + "reason": "Both are v5 load failures, but they affect different models and likely different loaders." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage and non-persistent buffer junk are distinct v5 regressions." + "reason": "Custom model initialization breakage is unrelated to non-persistent buffer serialization garbage." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation dispatch/sync overhead is unrelated to StaticCache return type." + "reason": "Generation GPU sync overhead is unrelated to StaticCache.get_seq_length contract." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve tied lm_head weights, but one is a model class tying bug and the other is a device-dependent serialization bug." + "reason": "Both mention tied lm_head weights, but one is a model tying bug and the other is a serialization inconsistency; not clearly the same concrete defect." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Different models and failure modes; no clear shared code-path." + "reason": "General loading noise vs a Mistral regex patch crash; different failure modes." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Noise during loading is not the same as the Mistral regex patch crash." + "reason": "Different model-loading failures with no shared underlying bug indicated." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal loading/processing failures for different model families." + "reason": "Segmentation fault while loading Llava Next is unrelated to Qwen3OmniMoe video-input validation." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both affect vision pipelines, but one is bad results from model/pipeline handling and the other is an incorrect processor output size." + "reason": "Nonsensical SigLIP2 outputs vs OmDet-Turbo processor resolution mismatch are different issues." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Fine-grained FP8 config failure is unrelated to template compilation errors." + "reason": "FineGrainedFP8Config failure is unrelated to template-node compilation errors." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization in notebooks and junk-filled buffers are separate regressions." + "reason": "Notebook custom-model initialization and junk-filled non-persistent buffers are different regressions." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both involve encoder/codec correctness, but they are different models and different underlying bugs." + "reason": "Missing padding-mask support in MIMI encoder vs DAC forward/from_latents STE mismatch are different code paths." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to processor image-size mismatch." + "reason": "torch.export/exportability issue is unrelated to processor input-size mismatch." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "A model load failure for ScandiBERT is not the same as a Mistral tokenizer regex crash." + "reason": "Model loading failure for ScandiBERT is unrelated to the Mistral tokenizer regex patch crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different models, different failure surfaces, no shared bug indicated." + "reason": "Different models and different failure points; not the same bug." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Feature extraction bug and compiled flex_attention failure are unrelated." + "reason": "Feature-extraction helper bug vs compiled flex_attention regression; unrelated." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression: 45357 is a later report of the incorrect visual-encoder/checkpoint key serialization." + "reason": "Same Qwen3.5 save_pretrained regression: both describe incorrect checkpoint serialization/visual-encoder-key handling in the same model family." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method-name conflict is unrelated to a KeyError when loading MobileLLM-125M." + "reason": "Tokenizer special-token conflict vs a MobileLLM key error are unrelated." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both are v5-related, but one is FP8-config specific and the other is init_empty_weights/_is_hf_initialized argument handling." + "reason": "Different v5 regressions: FP8 config failure vs init_empty_weights/_is_hf_initialized argument issue." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "These are different low-level errors with no clear shared code path." + "reason": "FP8 config failure is unrelated to missing Float8 storage handling." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag breakage and mmap OOM avoidance are unrelated." + "reason": "_is_hf_initialized flag regression and mmap OOM avoidance are separate issues." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword duplication is unrelated to model loading failures." + "reason": "AddedToken special-argument duplication is unrelated to model/tokenizer load failure for fast." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch tied embeddings, but one is a missing weight tie and the other is LoRA merge collapse with extended vocab." + "reason": "Both touch tied weights, but one is a model-weight tying bug while the other is LoRA merge with extended vocab collapse; not clearly the same defect." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window bug are different problems." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window bug in Qwen3-MoE is not the same as strict config blocking granite_speech loading." + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to granite_speech config strictness." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it only treats the two strongest soft pairs as same-bug matches (GGUF loading and Qwen3.5 save_pretrained), while the remaining rejections are appropriately cautious given the titles alone. No PR-mergeability issue applies here." + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are generally conservative. The only accepted pair, 45216/45357, is well supported by the titles as the same Qwen3.5 save_pretrained regression." }, "evaluator_used": true, "retried": false, @@ -3213,7 +3132,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 10, "review_unit_count": 51, "status": "reviewed", @@ -3221,7 +3140,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:33666", "issue:36032", @@ -3275,8 +3194,8 @@ "soft_pairs": [ "issue:43611|issue:44534", "issue:36032|issue:41720", - "issue:44479|issue:45325", "issue:43425|issue:44403", + "issue:44479|issue:45325", "issue:40990|issue:44811", "issue:43792|issue:44589", "issue:43421|issue:44568", @@ -3287,238 +3206,241 @@ "issue:44079|issue:45663", "issue:43381|issue:45923", "issue:44462|issue:45812", + "issue:44291|issue:44589", "issue:43482|issue:45538", "issue:44829|issue:45479", - "issue:44291|issue:44589", "issue:40444|issue:45325", "issue:43317|issue:43856", "issue:43482|issue:43525", "issue:41553|issue:43582", "issue:42175|issue:45542", "issue:43818|issue:45357", - "issue:43377|issue:45491", "issue:41720|issue:45081", + "issue:43377|issue:45491", "issue:43531|issue:44291", "issue:44265|issue:45072", "issue:43611|issue:43646", "issue:42175|issue:43296" ], - "prepared_review_unit_hash": "bb9ae8b182753d0314bd067f0cdce950e04c7de63547fe3f46df80a214c5f6c7", + "prepared_review_unit_hash": "b87edc8cfed58005d967db3b66ba1ff830d933116f366a5304ad0fb03ee923a9", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36597, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issue reports, with a loose concentration around Transformers v5/v6 regressions and tokenizer/model-loading bugs. None of the soft pairs look like true duplicates or the same fixable code-path problem.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45020 is the broadest umbrella regression here (recent Transformers versions breaking models using `remote_code`), so it is the closest representative issue, though the cluster is still too heterogeneous to be a clean duplicate set.", + "summary": "Mostly a heterogeneous set of unrelated transformer/model-loading regressions, tokenizer bugs, and training/runtime issues. Only one soft pair looks like the same underlying bug: a Transformers v5 model-initialization/loading regression.", + "confidence": 0.47, + "canonical_issue_reason": "issue:43611 is the broadest and most central representative of the shared Transformers v5 loading/initialization regression theme, and it cleanly subsumes the one plausible duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single representative because it spans the widest slice of the Transformers v5 regression subgroup; however, many other items are model-specific or unrelated, so it is not a strong canonical duplicate anchor.", + "best_issue_reason": "issue:43611 is the best cluster representative because it matches the strongest duplicate evidence and sits at the core of the v5 model-loading breakage pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both mention Transformers v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffers; different code paths and fixes." + "reason": "Both are v5 regressions, but they fail in different ways: base_model_prefix/custom init vs non-persistent buffer handling." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer class name conflict vs Qwen3 auto device-map CUDA assert; unrelated failures." + "reason": "Tokenizer add_special_tokens conflict and a CUDA device-mapping assert are unrelated bugs." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Both are video/VL regressions, but one is a broad v5.3.0 video input regression and the other is a specific RoPE position-id scaling bug for still images." + "reason": "Torch 2.10 compatibility and noisy load logging are different problems." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Torch version incompatibility vs an AutoModel loading noise issue; no shared bug." + "reason": "These are different Qwen VL regressions: video-input handling vs still-image rope position scaling." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss vs Whisper batch_decode skipping special tokens; unrelated model and API behavior." + "reason": "WikiText-2 perplexity and Whisper batch_decode token skipping are unrelated code paths." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper inference failure vs missing Float8 storage object; different runtime/storage issues." + "reason": "Whisper runtime failure and Float8 storage lookup error are distinct issues." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenization/special tokens, but one is runtime post-processor updates and the other is `add_special_tokens=True` not inserting BOS/EOS for one tokenizer." + "reason": "Runtime post-processor updates for special tokens and missing BOS/EOS insertion are different tokenizer bugs." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise vs tokenizer loading failure for a specific model; not the same bug." + "reason": "General loading noise and a specific tokenizer-loading regression for EMBEDDIA/est-roberta are not the same bug." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL training issues, but one is multi-GPU training and the other is IterableDataset/multi-image batching; distinct problems." + "reason": "Both are Qwen2-VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image prompting." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "`_is_hf_initialized` flag regression vs junk non-persistent buffers; unrelated initialization vs state-buffer bugs." + "reason": "The _is_hf_initialized regression and junk-filled non-persistent buffers are separate Transformers v5 failures." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 vs remote_code model loading regressions; different layers and fixes." + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading breakage are unrelated." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states rebuild issue; unrelated internals." + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states reconstruction are different issues." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode vs missing supports_gradient_checkpointing flag; related theme but different concrete defects." + "reason": "Eval-mode gradient checkpointing failure and missing supports_gradient_checkpointing are not the same underlying bug." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Tokenizer.json ignored vs wrong token IDs for Granite; both tokenizer-related but not the same underlying bug." + "reason": "Ignoring tokenizer.json and wrong Granite token IDs are both tokenizer regressions but not the same concrete failure." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and Float8 storage lookup are unrelated." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure in v5 vs CLIPTokenizer model_max_length behavior; unrelated tokenizer issues." + "reason": "GGUF loading failure and CLIPTokenizer max_length misuse are unrelated tokenizer/model issues." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Flash-attention training degeneration vs single-label classification zero-loss bug; different training pathologies." - }, - { - "left": "issue:44291", - "right": "issue:44589", - "accept": false, - "reason": "`init_empty_weights` gaining an unexpected arg vs Float8 storage lookup failure; no shared code path." + "reason": "Both involve degenerate training, but the model paths and root causes differ." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both touch Qwen2.5-VL, but one is multi-image IterableDataset finetuning and the other is temporal position-id scaling in still-image handling." + "reason": "Multi-image iterable-dataset failure and still-image temporal position scaling are different Qwen2.5-VL bugs." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map/offload loading failure vs Qwen3 MoE training memory inefficiency; different symptoms and fixes." + "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are distinct training/runtime problems." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading regression vs missing `pad_token_id` on Llama4Config; unrelated model-specific issues." + "reason": "Transformers v5 GGUF loading failure and missing pad_token_id on Llama4Config are separate regressions." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer/Voxtral error message issue vs Apple Silicon allocator TypeError; unrelated." + "reason": "Bad AutoTokenizer error messaging for Voxtral and an AppleSilicon TypeError are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both concern TensorFlow/backend packaging, but one is missing TF in `.[torch]` and the other is tensorboard-only causing undefined TF backend; similar area, not the same bug." + "reason": "Both concern TensorFlow packaging, but the reported failures are different enough to avoid merging as duplicates." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA architecture/weights issue vs Qwen3.5 save_pretrained key regression; unrelated models." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained key regression are unrelated." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Both are batching/masking issues, but one is MIMI encoder padding-mask mismatch and the other is Gemma3 sliding-window NaNs from all-padding windows." + "reason": "A Qwen3 device-mapping CUDA assert and a Mistral tokenizer regex patch crash are unrelated." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Qwen3 CUDA assert vs Mistral regex patch crash; unrelated failures." + "reason": "MIMI padding-mask mismatch and Gemma3 mixed-length NaNs are both batching-related but not the same bug." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window issue in Qwen3-MoE vs `init_empty_weights` argument regression; different functionality." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/`torch_compilable_check` failure vs dtype mismatch in bfloat16 inference; not the same problem." + "reason": "torch.export export failures and bfloat16 dtype mismatches are different concrete issues." }, { "left": "issue:43611", "right": "issue:43646", - "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about `base_model_prefix` loading and the other custom model initialization; too broad to merge as one duplicate." + "accept": true, + "reason": "Both describe the same Transformers v5 model-initialization/loading regression affecting custom model loading paths." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Backend packaging gap vs vLLM loading failure for PaddleOCR-VL; only loosely related by dependency/backend concerns." + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The one accepted pair (43611/43646) is a conservative, mergeable same-bugfix match around Transformers v5 model initialization/loading regressions. The other rejections read cautious rather than overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 11, "review_unit_count": 51, "status": "reviewed", @@ -3526,7 +3448,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:35707", "issue:39692", @@ -3534,6 +3456,7 @@ "issue:40990", "issue:41720", "issue:42915", + "issue:42947", "issue:43257", "issue:43262", "issue:43296", @@ -3541,6 +3464,7 @@ "issue:43454", "issue:43482", "issue:43550", + "issue:43572", "issue:43606", "issue:43632", "issue:43644", @@ -3556,20 +3480,19 @@ "issue:44186", "issue:44265", "issue:44291", - "issue:44387", "issue:44466", "issue:44479", "issue:44488", "issue:44534", "issue:44568", "issue:44610", - "issue:44617", "issue:44877", "issue:44898", "issue:45072", "issue:45325", "issue:45381", "issue:45584", + "issue:45759", "issue:45800", "issue:45823", "issue:45834", @@ -3578,8 +3501,8 @@ ], "soft_pairs": [ "issue:43792|issue:43957", - "issue:43994|issue:44898", "issue:43632|issue:45072", + "issue:43994|issue:44898", "issue:45325|issue:45834", "issue:44079|issue:44534", "issue:43454|issue:44466", @@ -3591,231 +3514,238 @@ "issue:43761|issue:44079", "issue:35707|issue:40444", "issue:44479|issue:45823", - "issue:44387|issue:44617", - "issue:43606|issue:44265", "issue:44291|issue:44877", + "issue:43606|issue:44265", "issue:44568|issue:45920", "issue:43701|issue:45325", "issue:43606|issue:43819", - "issue:44186|issue:44265", "issue:41720|issue:45823", + "issue:44186|issue:44265", "issue:43454|issue:43550", "issue:43262|issue:43746", "issue:43881|issue:44488", "issue:39692|issue:40444", "issue:40990|issue:45584", - "issue:43377|issue:44610", "issue:43454|issue:45072", - "issue:43257|issue:45923" + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:43572|issue:45759", + "issue:40990|issue:42947" ], - "prepared_review_unit_hash": "27984ff49a4f19df1013007ae29e9bee3328fafabdd37e1794b8d4bd743c230b", + "prepared_review_unit_hash": "43bf26ef93d1c0dd74f1048820bb2888f3c883f00021137a31488e3d282698cb", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36249, - "estimated_input_tokens": 9063, - "estimated_eval_tokens": 18382 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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 cluster is not a duplicate set; it mixes many unrelated model-specific regressions, mostly around Transformers v5 loading, tokenization, generation, and device/dtype behavior.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose set of unrelated model-loading/regression bugs. There isn\u2019t a strong duplicate group; the closest theme is broad Transformers v5 regressions, but the soft pairs mostly differ in concrete code paths and should stay separate.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue in the set: it describes a cross-model tokenizer regression affecting multiple families, which fits the cluster\u2019s loose v5-regression theme better than the narrower single-model reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45920 is the best issue to anchor this cluster because it is open, high-impact, and spans several model families rather than a single model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Different failures: Whisper runtime crash vs meta-device loading breakage across some models." + "reason": "Both are load failures, but one is Whisper inference failure and the other is meta-device loading breakage across different models; not the same bug." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Both are vision-model quality issues, but they affect different models and different code paths." + "reason": "Both involve v5 inference regressions, but one is about `_is_hf_initialized` and the other is a bfloat16 dtype mismatch; different code paths." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "One is an internal initialization-flag regression; the other is a bfloat16 dtype mismatch in inference." + "reason": "Both are vision-model issues, but one is bad outputs/loading for SigLIP2 and the other is Perceiver resolution handling; not the same defect." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and symptoms: Qwen2.5-VL rope indexing vs Kosmos2.5 OCR long-input indexing." + "reason": "Both touch multimodal indexing, but one is Qwen2.5-VL temporal position scaling and the other is Kosmos2.5 long OCR index overflow; distinct bugs." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to non-persistent buffer initialization." + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internal regressions." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is failed weight tying for a specific config and the other is device-dependent serialization behavior." + "reason": "Both mention tied lm_head weights, but one is failure to tie weights and the other is inconsistent serialization behavior; not mergeable as one fix." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different failure modes: FineGrainedFP8Config loading vs GGUF loading on v5." + "reason": "Different models and failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading on Qwen2.5; no shared concrete bug." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Same family (Qwen2.5-VL) but different modalities and bugs: multi-image finetuning vs video position IDs." + "reason": "Both are Qwen VL multimodal issues, but one is finetuning with multiple images per prompt and the other is video position-id computation; separate paths." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Different bugs within Qwen2.5-VL: still-image temporal scaling vs video vision_position_ids." + "reason": "Related by Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video vision_position_ids; different regressions." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to ModelOutput key handling." + "reason": "Non-persistent buffer initialization and ModelOutput key bookkeeping are different internal behaviors." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to a torch/Transformers version incompatibility." + "reason": "One is a specific PaddleOCR-VL load failure in vLLM, the other a broad torch/transformers version incompatibility; not the same issue." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIP hidden_states regression is a model forward-output bug, not ModelOutput key assignment." + "reason": "CLIPVision hidden_states regression and ModelOutput key assignment are unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different areas: generation with inputs_embeds/past_key_values vs multimodal finetuning with multiple images." + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation bug; the other is multimodal finetuning with multiple images." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 device mismatch are different concrete bugs." + "reason": "Both are multimodal model regressions, but one is Qwen video-input position handling and the other is Gemma4 device-map mismatch; distinct failures." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Both can OOM, but one is a quantization memory regression and the other is a model-specific video OOM." + "reason": "One is an init_empty_weights/_is_hf_initialized argument breakage, the other a strict config loading issue for granite_speech; different root causes." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export failures via torch_compilable_check." - }, - { - "left": "issue:44291", - "right": "issue:44877", - "accept": false, - "reason": "Both involve loading, but one is an unexpected init_empty_weights argument and the other is strict config validation." + "reason": "CPU offload device mismatch and torch.export/export with torch_compilable_check are separate mechanisms and bugs." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Specific tokenizer special-token omission is not the same bug as broad wrong token-ID regression across models." + "reason": "Tokenizer special-token insertion failure is not the same as the broader wrong-token-IDs regression, even if both involve tokenization." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope index scaling." + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope position scaling are unrelated." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device mismatch with offload does not match DAC.from_latents forward/STE behavior." + "reason": "Device-mismatch on CPU offload and DAC latent decoding mismatch are different code paths." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to export-time torch_compilable_check failures." + "reason": "Both are device-related model failures, but one is an A800 cuda assert in Qwen3 and the other is Gemma4 PLE auto-device-map mismatch." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Different models and different device issues; auto device map assert is not the same as PLE forward mismatch." + "reason": "Tokenizer padding/NER crashes and export-time torch_compilable_check failures are unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying/generation bug is unrelated to torch.compile SDPA failure." + "reason": "lm_head tying/serialization and SDPA torch.compile failures are not the same bug." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to PEFT adapter checkpoint loading." + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different subsystems." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different models and load failures with no shared code path evidence." + "reason": "Different loading failures for different models; no shared concrete root cause is evident." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/example errors are unrelated to a finetuning failure on iterable multimodal data." + "reason": "Documentation/example errors for SigLIP2 and Qwen2.5-VL finetuning failures are unrelated." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression is unrelated to Whisper empty-transcription generation failure." + "reason": "Perplexity regression on gpt-oss and Whisper empty-transcription generation failure are separate issues." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Padding-mask batch consistency bug is unrelated to processor image-size mismatch." + "reason": "AyaVision tied-weight generation bug and a bfloat16 dtype mismatch are different failure modes." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Weight tying failure and dtype mismatch are different problems in different code paths." + "reason": "MIMI padding-mask behavior and OmDet-Turbo input-size mismatch are unrelated model/processor bugs." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weight conversion under accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and missing gradient-checkpointing flag are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx omission and Qwen composite-config unwrapping are separate config-loading problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model and ineffective gradient checkpointing with LoRA are unrelated." } ] }, @@ -3829,7 +3759,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 12, "review_unit_count": 51, "status": "reviewed", @@ -3837,7 +3767,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:34634", "issue:35707", @@ -3847,16 +3777,16 @@ "issue:42175", "issue:42617", "issue:42915", - "issue:42947", + "issue:43295", "issue:43296", "issue:43317", + "issue:43322", "issue:43377", "issue:43404", "issue:43450", "issue:43454", "issue:43526", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43708", @@ -3884,14 +3814,12 @@ "issue:45684", "issue:45701", "issue:45704", - "issue:45759", "issue:45823", + "issue:46050", "issue:46291" ], "soft_pairs": [ - "issue:43572|issue:45759", "issue:43317|issue:43873", - "issue:40990|issue:42947", "issue:43377|issue:44898", "issue:43873|issue:45701", "issue:43454|issue:43720", @@ -3907,251 +3835,281 @@ "issue:34634|issue:35707", "issue:44008|issue:45823", "issue:43450|issue:45701", - "issue:43404|issue:45357", - "issue:44186|issue:45072", "issue:44877|issue:44991", - "issue:43550|issue:43720", + "issue:44186|issue:45072", + "issue:43404|issue:45357", "issue:36331|issue:42915", + "issue:43550|issue:43720", "issue:42175|issue:46291", "issue:36331|issue:42617", "issue:44423|issue:45406", - "issue:43873|issue:44756", "issue:44387|issue:45704", - "issue:43749|issue:44534", + "issue:43873|issue:44756", "issue:44610|issue:44898", - "issue:43550|issue:43606", "issue:44186|issue:44610", - "issue:45632|issue:45684" + "issue:43749|issue:44534", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:43322|issue:46050", + "issue:45632|issue:45684", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617" ], - "prepared_review_unit_hash": "b39d7704a7ad48c16bbfb331af76ee970cad9274760f87e246c46471f9e076a2", + "prepared_review_unit_hash": "ec3fbdeb19be7cc5ae3b07afc927320b57ad6d7827c527c1efc004dc21a3cb94", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37756, - "estimated_input_tokens": 9439, - "estimated_eval_tokens": 19134 + "soft_pair_count": 37, + "serialized_chars": 38932, + "estimated_input_tokens": 9733, + "estimated_eval_tokens": 19722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly false-positive similarity: the paired issues share broad themes like loading, offloading, batching, or serialization, but not the same concrete bug. I would keep them separate and anchor the cluster on the open offloading/quantization report if a representative issue is needed.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the set, covering the offloading/quantization path that several nearby items loosely resemble.", + "summary": "Mostly unrelated closed issues; the only apparent thematic overlap is a loose offloading/quantization/loading cluster, but no pair looks like the same concrete bug. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best anchor because it is open, has the most discussion/references, and describes the core runtime path most likely to attract related follow-ups.", + "best_issue_reason": "issue:43873 is the broadest offloading/quantization umbrella and the closest representative of the weakly related loading/offload subset, but it is not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43572", - "right": "issue:45759", - "accept": false, - "reason": "Different problems: StableLm config field regression vs composite Qwen multimodal config unwrapping." - }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offload/quantization, but one is a dequantized model load failure and the other is a broader offloading regression; not the same bug." - }, - { - "left": "issue:40990", - "right": "issue:42947", - "accept": false, - "reason": "Unrelated failures: perplexity regression vs Trainer/LoRA gradient checkpointing behavior." + "reason": "Related to offloading and quantization, but one is a specific dequantized-model load failure and the other is a broad offloading complaint; not the same concrete bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both are shape/batching issues, but they affect different models and different preprocessing/model code paths." + "reason": "Both involve shape/masking-like behavior in processors, but the model families and failure modes are different." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization vs tokenizer behavior change; no shared concrete failure mode." + "reason": "Offloading/quantization vs tokenization/version drift; no shared code-path or bug." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Different model-loading bugs: untied lm_head weights vs packed-weight unpacking in accelerate loading." + "reason": "Different problems: tied lm_head weights vs packed-weight unpacking during accelerate loading." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "Different loaders and failures: vLLM/PaddleOCR-VL model load vs tokenizer loading for a specific model." + "reason": "Both are load/import failures, but they concern different subsystems and unrelated root causes." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save_pretrained serialization, but one is lm_head.weight tying and the other is visual encoder key saving; not the same issue." + "reason": "Both mention weight/serialization correctness, but one is a generic lm_head tying issue and the other is a Qwen3.5 visual-encoder key regression." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different Qwen failures: device-mapping assert on A800 vs flash-attention generation corruption." + "reason": "Same model family, but one is a device-map cuda assert and the other is flash-attention generation misbehavior; not enough to merge." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression vs kernels dependency/version requirement during evaluate import; unrelated." + "reason": "Tokenizer loading failure vs kernels package import/version requirement; unrelated." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Completely different subsystems: image processor label reduction vs model weight-tying attribute missing." + "reason": "Different models and bugs: label reduction in an image processor vs missing all_tied_weights_keys on a causal LM." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Model load failure for glm-4v-9b vs tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Both are load-time failures, but one is a model loading issue and the other is a tokenizer package compatibility issue." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config failure." + "reason": "Both are model execution/load failures, but for different scripts and distinct causes." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is a different bug from Qwen3 device-mapping CUDA assert." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-mapping cuda asserts." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Different concerns: dtype propagation in Blip2 vs resume_from_checkpoint max_steps calculation." + "reason": "Dtype propagation in BLIP-2 vs Trainer checkpoint resume/max_steps calculation; different code paths." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset is unrelated to generation with inputs_embeds and past_key_values." + "reason": "Voice preset handling in BarkProcessor is unrelated to generation with inputs_embeds and past_key_values." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma variants and different failures: variable name collision in forward vs device-mismatch under auto device map." + "reason": "Both are device/name collision style bugs in multimodal models, but the affected models and failure mechanics differ." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to tokenizer/version-dependent tokenization changes." + "reason": "Video processor batch-shape bug vs version-dependent tokenization change; not the same issue." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Both touch multimodal model serialization, but one is tied lm_head weights and the other is incorrect visual encoder keys." + "reason": "Strict config loading vs tokenizer loading regression; unrelated." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash vs dtype mismatch in bfloat16 inference; different code paths." + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to bfloat16 dtype mismatches in inference." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading for est-roberta." + "reason": "Both involve tied-weight/save behavior, but one is Mistral3 lm_head tying and the other is Qwen3.5 visual encoder keys." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight loading." + "reason": "Trainer custom compute_loss signature mismatch vs Qwen3Moe FineGrainedFP8Config failure; unrelated." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Trainer API signature change vs Qwen3Moe FP8 configuration failure; no shared bug." + "reason": "torch.compile/SDPA failure is not the same bug as packed weights not being unpacked during accelerate loading." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Package backend inclusion issue is unrelated to kernels version/revision import failure." + "reason": "Packaging/backend selection issue vs kernels import requirement; unrelated." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer loss signature regression and 3d_parallel.py runtime failure are unrelated." + "reason": "Trainer API mismatch vs script execution failure; no shared underlying bug." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash and missing Gemma4Processor tokenizer attribute are distinct failures." + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different processor/runtime bugs." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Quantization OOM in Transformers v5 is unrelated to T5's apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap/OOM on Strix Halo." + "reason": "Both mention memory/offload concerns, but one is quantization offloading and the other is mmap on Strix Halo OOM; not the same bug." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Int4 quantization memory growth vs apex FusedRMSNorm memory leak are different memory issues." + "reason": "Different image-processing bugs: wrong fixed size output vs non-default resolution interpolation failure." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "FSDP CPU RAM efficient loading bug vs non-persistent buffer junk initialization are unrelated." + "reason": "Tokenizer crash on batched NER inputs is unrelated to OmDet-Turbo image-size mismatch." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Different vision-processing bugs: OmDet-Turbo emits the wrong input size, while Perceiver fails on non-default resolution." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate v5 loading issues." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different model/runtime failures: Bamba torch.compile/SDPA vs Bark-small CPU offload device mismatch." + "reason": "Different failures and different models; one is SDPA/torch.compile, the other CPU-offload device mismatch." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to a version-caused tokenization change report." + }, + { + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Tokenizer NER/batching crash vs image processor resolution mismatch; not the same underlying bug." + "reason": "Both are load-related model failures, but one is Qwen3Moe FP8 config and the other is offload with dequantized models." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segmentation fault loading Llava Next models and sinq quantization save/load breakage are unrelated." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained." - } - ] - }, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permissions propagation in save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading/runtime crashes, but the failures and model families differ." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is not the same as a tokenization change across versions." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map cuda assert and a script run failure are not the same underlying bug." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4162,7 +4120,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 13, "review_unit_count": 51, "status": "reviewed", @@ -4170,7 +4128,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:29159", "issue:30064", @@ -4179,13 +4137,10 @@ "issue:35707", "issue:36010", "issue:36032", - "issue:40990", "issue:41720", "issue:42617", "issue:42915", - "issue:43295", "issue:43316", - "issue:43317", "issue:43322", "issue:43388", "issue:43421", @@ -4200,12 +4155,15 @@ "issue:43653", "issue:43720", "issue:43782", + "issue:43873", "issue:43881", "issue:44186", "issue:44361", "issue:44492", "issue:44509", + "issue:44514", "issue:44530", + "issue:44545", "issue:44671", "issue:44743", "issue:44913", @@ -4215,18 +4173,12 @@ "issue:45406", "issue:45464", "issue:45701", + "issue:45704", "issue:45759", "issue:45812", - "issue:46050", "issue:46291" ], "soft_pairs": [ - "issue:43322|issue:46050", - "issue:42915|issue:43317", - "issue:43295|issue:45701", - "issue:41720|issue:43322", - "issue:40990|issue:45701", - "issue:41720|issue:42617", "issue:41720|issue:45161", "issue:36010|issue:42617", "issue:43425|issue:46291", @@ -4240,8 +4192,8 @@ "issue:44186|issue:44361", "issue:43526|issue:43881", "issue:29159|issue:36032", - "issue:45406|issue:45464", "issue:30064|issue:34634", + "issue:45406|issue:45464", "issue:43550|issue:43653", "issue:43606|issue:43720", "issue:44530|issue:46291", @@ -4251,236 +4203,217 @@ "issue:43531|issue:45759", "issue:44492|issue:44509", "issue:34567|issue:35707", - "issue:43388|issue:45059" + "issue:43388|issue:45059", + "issue:44514|issue:44545", + "issue:43873|issue:45704" ], - "prepared_review_unit_hash": "27a3b56a7b039027910d20cafed1010f3a7e9de180ca6f37982d4a2d31728543", + "prepared_review_unit_hash": "b6b40840b2be0eb55877acd78cdba789c4d2c8faf2685a35965fcecff83b44b6", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36311, - "estimated_input_tokens": 9078, - "estimated_eval_tokens": 18412 + "soft_pair_count": 27, + "serialized_chars": 35093, + "estimated_input_tokens": 8774, + "estimated_eval_tokens": 17804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers bugs spanning tokenizers, processors, model loading, generation, training state, and docs. None of the soft-similarity pairs look like the same underlying bug/change, so I would not collapse any of them.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous singleton issues across unrelated bugs. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template padding=False crash (issues 44514 and 44545). No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44545 is the best canonical issue because it exactly matches issue:44514 on the same Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash and has slightly stronger report context.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44545 is the strongest representative of the cluster\u2019s only true duplicate pair and is the clearest target for consolidation.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "Different failures: Llava Next loading segfault vs sinq quantized save/load corruption." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "Both are quantization/load-related, but they hit different models and code paths (FineGrainedFP8 vs dequantized gpu+cpu offload)." - }, - { - "left": "issue:43295", - "right": "issue:45701", - "accept": false, - "reason": "One is a processor.tokenizer regression; the other is broad tokenization/version drift." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Different models and symptoms: Qwen3 auto-device-map cuda assert vs Llava Next segfault." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "High perplexity on a specific model is not the same issue as version-dependent tokenization changes." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Unrelated: model auto device mapping assert vs inability to run a parallel script." - }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different Qwen3-family problems; one is device mapping, the other is TP-only behavior in GPT-OSS MoE." + "reason": "Both are model-parallel/dispatch failures, but they affect different models and code paths; not the same bug." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Import error for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." + "reason": "An import error for GenerationMixin is unrelated to failing to run 3d_parallel.py." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 compatibility is separate from kernels import/version metadata requirements." + "reason": "Torch 2.10 incompatibility is unrelated to kernels v0.15 requiring version/revision metadata." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Both tokenizer-adjacent, but one is Mistral regex patching crash and the other is Granite token ID regression." + "reason": "Both are tokenizer regressions, but one is a Mistral regex/backend_tokenizer crash and the other is Granite token ID mis-generation." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to evaluate/kernels import failure." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the kernels import/version issue." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different config bugs: Qwen3-MoE sliding_window vs StableLmConfig pad_token_idx." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are different model/config bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is not the same as GPTNeoX rotary_pct reload regression." + "reason": "Both involve config/API behavior, but one is Gemma3TextConfig mismatch and the other is GPTNeoX rotary_pct persistence." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are different code paths." + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different multimodal failures: video input processing vs from_pretrained weight_only loading." + "reason": "Both involve Qwen3 multimodal loading/processing, but they fail in different concrete paths and are not the same issue." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Runtime post-processor update bug is distinct from Granite token ID output regression." + "reason": "Runtime special-token post-processor updates and Granite token ID regression are different tokenizer problems." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers, different task failures, and different error modes." + "reason": "Different tokenizers, different failure modes, and different task surfaces; not a duplicate." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "A BEiT image-processor label reduction bug is unrelated to glm-4v loading failure." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both concern tokenizers, but one is slow/fast behavior mismatch and the other is a T5 class loading conflict." + "reason": "Slow-vs-fast tokenizer inconsistency is broader and not the same as the T5Tokenizer add_special_tokens load conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is separate from Qwen3.5 streaming inference failure." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are different API paths." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated." + "reason": "CPU offload device mismatch in bark-small and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA issue in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer decode/special-token behavior." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and packed-weight unpacking are different accelerate-loading bugs." + "reason": "Both touch loading/offload, but bark-small device mismatch and BitNet packed-weight unpacking are different root causes." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels package import/version checks." - }, - { - "left": "issue:43421", - "right": "issue:45701", - "accept": false, - "reason": "Special-token post-processor update bug is not the same as generic tokenization changes across versions." + "reason": "PagedAttentionCache linear_attention group-type failure is unrelated to the kernels version/revision import issue." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different models and failures; not the same underlying loading bug." + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different models and failure modes." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch is unrelated to tokenizer mask-token registration." + "reason": "These are not the same bug; one is CPU offload device placement, the other is tokenizer special-token handling." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM config unwrapping are separate issues." + "reason": "Qwen3-MoE sliding_window behavior and unwrap-text_config on composite multimodal configs are different issues." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs/code is unrelated to removed pipeline task documentation." + "reason": "A cache-strategy typo and docs mentioning removed pipelines are unrelated documentation/wording issues." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are different bugs." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated training/generation bugs." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metrics gathering label dropping is unrelated to SAM3 text/bbox behavior." + "reason": "Label truncation in gather_for_metrics and SAM3 text/bbox behavior are different code paths." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate: same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading issues and T5 apex.FusedRMSNorm memory leak are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it identifies the one clearly duplicated pair (44514/44545) and does not overclaim about the many soft matches. The soft-edge rejections are conservative and consistent with the issue titles, and there are no PRs to consolidate." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 14, "review_unit_count": 51, "status": "reviewed", @@ -4488,7 +4421,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:33666", "issue:34634", @@ -4509,15 +4442,15 @@ "issue:43844", "issue:43873", "issue:43927", + "issue:43994", "issue:44062", "issue:44186", "issue:44368", "issue:44451", - "issue:44514", - "issue:44545", "issue:44589", "issue:44610", "issue:44625", + "issue:44671", "issue:44843", "issue:44898", "issue:44918", @@ -4540,15 +4473,13 @@ "issue:46294" ], "soft_pairs": [ - "issue:44514|issue:44545", - "issue:43873|issue:45704", "issue:42490|issue:43329", "issue:43421|issue:43927", "issue:41720|issue:43746", "issue:44451|issue:44991", "issue:44898|issue:45072", - "issue:45759|issue:45859", "issue:33666|issue:35707", + "issue:45759|issue:45859", "issue:43531|issue:44589", "issue:45588|issue:45759", "issue:44987|issue:45042", @@ -4557,10 +4488,10 @@ "issue:43421|issue:43653", "issue:39692|issue:44610", "issue:45704|issue:45923", - "issue:43381|issue:43844", "issue:45663|issue:45923", "issue:44918|issue:44936", "issue:42886|issue:44843", + "issue:43381|issue:43844", "issue:43421|issue:44186", "issue:45704|issue:45859", "issue:34634|issue:41720", @@ -4570,225 +4501,226 @@ "issue:39692|issue:43873", "issue:43540|issue:46294", "issue:44625|issue:45479", - "issue:43782|issue:45381" + "issue:43782|issue:45381", + "issue:43994|issue:44671" ], - "prepared_review_unit_hash": "7f0db49d0f92ff56615d23e3cdd53301f9cb25abb1f16196fcf14a11fca45259", + "prepared_review_unit_hash": "ae61d339e7d0def38040e69268c04424c96bc1f91cae7fec856bd185c32676ea", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37485, - "estimated_input_tokens": 9372, - "estimated_eval_tokens": 19000 + "soft_pair_count": 30, + "serialized_chars": 37160, + "estimated_input_tokens": 9290, + "estimated_eval_tokens": 18836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set. The strongest match is issue:44514 / issue:44545, which looks like a likely duplicate pair from near-identical titles and the same processor/method, but the packet does not provide body-level corroboration. No PRs were present.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44545 is the cleaner representative of the likely duplicate pair, with a more direct title for the Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash.", + "summary": "Most items are unrelated. The only strong duplicate-like pair is the offline tokenizer loading regression: issue 42886 and issue 44843 appear to describe the same HF_HUB_OFFLINE/cache path failure, with 44843 giving the likely root cause in _patch_mistral_regex.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 42886 is the earlier, broader report of the offline tokenizer-cache failure; issue 44843 looks like the more specific root-cause diagnosis for the same symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best representative of the near-identical Qwen2.5-VL chat-template reports, though the duplicate status is still only weakly supported by the packet.", + "best_issue_reason": "Issue 42886 is the best representative issue to keep because it captures the user-visible failure cleanly and predates the narrower follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Near-identical titles, same processor/method, and same batched-input padding=False crash pattern; likely the same bug, though body-level confirmation is limited here." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offloading behavior versus a T5 RMSNorm memory leak are different underlying bugs." - }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path trailing-slash warning and multimodal token counting undefined-variable crash are unrelated." + "reason": "Different subsystems and failures: local-path import warning vs multimodal token counting bug in video processing." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Tokenizer post-processor updates and DiaConfig save/load token-ID loss are different components and failure modes." + "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is save/load preservation of custom token IDs; different bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Unrelated model/runtime issues: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but the models and concrete failure paths differ." + "reason": "Both are tokenizer-loading complaints, but they target different models and likely different root causes; not enough evidence of one bug." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver image-resolution handling and bfloat16 dtype mismatches are different bugs." + "reason": "Different concrete failures: Perceiver resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapperModel inference." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:33666", + "right": "issue:35707", "accept": false, - "reason": "Composite-config unwrapping and CPU-offload incompatibility in rotary embeddings are not the same code-path issue." + "reason": "Completely different topics: Qwen2-VL multi-GPU training vs progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:33666", - "right": "issue:35707", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Multi-GPU training and progressive generation with inputs_embeds/past_key_values are distinct issues." + "reason": "Different code paths: multimodal config unwrapping vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Float8 storage lookup failure are unrelated." + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the Float8 storage lookup failure." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention s_aux handling versus composite Qwen config unwrapping are different bugs." + "reason": "Flash-attention sinkless-model crash is unrelated to multimodal config unwrapping." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A specific model load failure and PIL backend processors requiring torchvision are separate problems." + "reason": "Different regressions in different layers: loading a specific model vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "tie_word_embeddings warning during LoRA training and incorrect visual encoder keys on save are not the same bug." + "reason": "A warning about tie_word_embeddings during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword-argument conflict and model-specific tokenizer load failure are unrelated." + "reason": "AddedToken special-arg construction error is unrelated to ScandiBERT model loading." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Runtime special-token post-processing and BigBird mask-token registration are different tokenizer issues." + "reason": "Both touch special tokens, but one is about post-processor refresh and the other about BigBirdTokenizer mask-token registration; not the same bug." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc/example errors and OmDet-Turbo processor/model size mismatch are unrelated." + "reason": "Documentation/example mistakes vs an image processor/model resolution mismatch are different issues." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "RMSNorm memory leak and missing supports_gradient_checkpointing flag are different issues." + "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "FSDP2 shared_kv_states rebuild bug and missing gradient-checkpointing flag do not look like the same defect." + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is a different training-time bug than the gradient-checkpointing flag issue." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL input-embedding unpacking failure and trainer.evaluate after trainer.train are different failures." + "reason": "Different trainer failures: unpacking Qwen3.5 input embeddings vs evaluate() after train()." }, { "left": "issue:42886", "right": "issue:44843", + "accept": true, + "reason": "Both report the same HF_HUB_OFFLINE tokenizer-loading regression; 44843 identifies the likely root cause in an unconditional model_info() call inside _patch_mistral_regex." + }, + { + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Offline tokenizer cache loading and the mistral-regex model_info call are related to offline mode but not clearly the same bug." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to abnormal gradient growth under ZeRO-3." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processing updates and LayoutLMv2 NER/padding crashes are unrelated." + "reason": "Different tokenizer problems: runtime special-token updates vs LayoutLMv2 NER/padding crashes." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "T5 apex RMSNorm leak and Qwen3_5Moe CPU-offload incompatibility are different underlying problems." + "reason": "RMSNorm memory leak in T5 is unrelated to Qwen3_5Moe CPU offload behavior." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + "reason": "BarkProcessor voice preset handling has no relation to Qwen3 auto device mapping CUDA asserts." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window handling are separate config bugs." + "reason": "Missing pad_token_id on Llama4Config is unrelated to the Qwen3-MoE sliding_window issue." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing in eval mode and a T5 memory leak are not the same issue." + "reason": "Gradient checkpointing eval-mode issue and T5 RMSNorm memory leak are distinct failures." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention fix_mistral_regex, but one is an AttributeError on tokenizer loading and the other is a codec-handling regression." + "reason": "Both mention mistral-regex-related tokenizers, but one is a backend_tokenizer AttributeError and the other is a codec-handling regression with a misleading warning; not clearly the same bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Documentation/example errors and quantization/offloading behavior are unrelated." + "reason": "SigLIP2 doc/example errors are unrelated to quantization offloading behavior." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "These are both Qwen video-input bugs, but the titles point to different failure conditions without a clear shared code path." + "reason": "Both involve Qwen video inputs, but one is a ValueError in Qwen3OmniMoe and the other is an apply_chat_template feature/token mismatch in Qwen3.5-9B; different code paths." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation and degenerate zero-loss classification are different bugs." + "reason": "Different model families and bugs: Qwen3.5 num_labels propagation vs generic single-label classification degeneracy." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position-id issues are different multimodal failures." + "reason": "Weight-only loading error in Qwen3VL is unrelated to Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific inference errors: SigLIP2 pipeline misuse vs CamemBERT masked LM regression." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate judgment for issue:44514 / issue:44545 is plausible from the near-identical titles, but the writeup overstates the evidence by calling it a \"confirmed duplicate pair\" and asserting the same crash without body-level corroboration or explicit linkage in the packet. The rest of the soft-edge rejections look conservative, and there are no PRs in the packet, but the summary should stay more tentative." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate-like pair, issue 42886 and issue 44843, is well supported by their titles as the same HF_HUB_OFFLINE tokenizer-loading regression, with 44843 plausibly describing the root cause. The rejected pairs are handled cautiously and do not overclaim duplicates from the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4796,7 +4728,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 15, "review_unit_count": 51, "status": "reviewed", @@ -4804,7 +4736,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:30064", "issue:36010", @@ -4829,7 +4761,6 @@ "issue:43819", "issue:43873", "issue:43950", - "issue:43994", "issue:44008", "issue:44062", "issue:44077", @@ -4848,6 +4779,7 @@ "issue:45081", "issue:45183", "issue:45356", + "issue:45381", "issue:45479", "issue:45834", "issue:45907", @@ -4856,14 +4788,13 @@ "issue:46050" ], "soft_pairs": [ - "issue:43994|issue:44671", "issue:45356|issue:45907", "issue:30064|issue:36010", "issue:43596|issue:44220", "issue:43720|issue:43819", "issue:43746|issue:46050", - "issue:43653|issue:43720", "issue:44077|issue:44625", + "issue:43653|issue:43720", "issue:44220|issue:44661", "issue:42915|issue:43746", "issue:43540|issue:44008", @@ -4883,218 +4814,219 @@ "issue:44843|issue:45081", "issue:43950|issue:45987", "issue:43643|issue:44877", + "issue:43421|issue:44811", "issue:30064|issue:36331", "issue:44448|issue:44671", - "issue:43421|issue:44811" + "issue:43540|issue:45381" ], - "prepared_review_unit_hash": "1f0df0e714efb5dca084cb92b435d498c0aa266586fcbb0e11c87f4363eb7031", + "prepared_review_unit_hash": "7dd7c9666aa4c0660ccfe9a55c65d4102c3331714c6a65c7f3fec963bb68cf7e", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37177, - "estimated_input_tokens": 9295, - "estimated_eval_tokens": 18846 + "serialized_chars": 37166, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-linked items mostly share only broad Transformers-adjacent themes, not the same underlying bug. No soft edge looks like a true duplicate or mergeable PR pair.", - "confidence": 0.43, - "canonical_issue_reason": "issue:43873 is the most active/open item in the set with the strongest discussion and inbound references, so it is the best representative issue even though the cluster is not truly cohesive.", + "summary": "This cluster is mostly a grab bag of unrelated regression reports. Several items are in the tokenizer/config/loading area, but none of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.29, + "canonical_issue_reason": "issue:44843 is the cleanest representative of the shared tokenizer-regression theme: a concrete, reproducible from_pretrained/_patch_mistral_regex failure with broad user impact. It is still not a duplicate of the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall representative by activity and visibility; it stands out more than the other unrelated bugs, but it should not be treated as a duplicate umbrella for them.", + "best_issue_reason": "issue:44843 is the most actionable and broadly relevant issue in the set, with a clear root-cause path and user-facing regression.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Different models and failure modes: one is SigLIP2 loading/pipeline nonsense, the other is CamemBERT MLM prediction regression." - }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression/warning issue vs repository listing revision forwarding; unrelated code paths." + "reason": "Different bugs: tokenizer codec / mistral-regex regression vs list_repo_files revision forwarding." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "ImageProcessor void-segmentation handling and GenerationMixin import failure are unrelated." + "reason": "Completely unrelated subsystems: image segmentation processing vs GenerationMixin import error." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel init crash vs audio fbank feature extraction bug; different subsystems." + "reason": "Different code paths: DeepSpeed ZeRO3/BertModel init vs fbank feature extraction." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet accelerate-loading packed-weight bug vs DAC latent/STE mismatch; not the same underlying defect." + "reason": "Unrelated model-loading quantization bug vs DAC latent/STE mismatch." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both are loading/saving related, but one is PEFT local checkpoint loading and the other is quantized sinq round-trip corruption." + "reason": "Both involve loading, but one is PEFT checkpoint loading and the other is sinq quantized save/load corruption." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Tokenizer special-token decode issue vs BitNet packed-weight loading; unrelated." + "reason": "Different model/config issues: optional post_init constraint vs num_labels propagation." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "PatchTSMixer post-init policy change vs Qwen3.5 num_labels propagation; different bugs." + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank feature extraction and add-new-model-like tokenizer mapping failure do not share the same code path." + "reason": "Audio feature extraction bug vs tokenizer mapping-name handling bug." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are distinct model-loading issues." + "reason": "Qwen3Moe FP8 failure is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal-model bugs, but the video-input ValueError and the Gemma3n tensor-name collision are different root causes." + "reason": "Both multimodal, but different models and distinct failures (video processing vs variable name collision)." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are unrelated model-specific regressions." + "reason": "Different behaviors and code paths: missing attentions assignment vs output drift in RTDetrV2." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both mention inference/runtime dtype or compile behavior, but the Bamba SDPA compile failure and the SwitchTransformers/TimmWrapper dtype mismatch are different problems." + "reason": "Both dtype/compile-related, but one is SDPA torch.compile failure and the other is bf16 inference mismatch." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Both involve loading/offloading themes, but one is PEFT local checkpoint loading and the other is quantization offloading behavior; not the same bug." + "reason": "Checkpoint loading with PEFT is unrelated to offloading with quantization." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor.tokenizer regression and Kosmos2.5 OCR long-input index error are unrelated." + "reason": "Different regressions: processor.tokenizer/image routing vs long OCR index error." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model/runtime failures: torch.compile+SDPA on Bamba versus DAC forward/from_latents mismatch." + "reason": "Torch.compile/SDPA failure is unrelated to DAC latent decoding mismatch." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input/embedding validation messaging is unrelated to the single-label-classification zero-loss bug." + "reason": "Input validation bug vs sequence-classification loss degeneracy; different layers of the stack." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric gathering label truncation and Mamba2Mixer use_cache correctness are separate defects." + "reason": "Metrics gathering bug vs Mamba2 cache correctness bug; not the same issue." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash on NER inputs and Perceiver non-default-resolution failure are unrelated model/tokenizer bugs." + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image-resolution handling." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different multimodal issues: dtype mismatch in Mistral-3 preprocessing versus Gemma3n attribute collision." + "reason": "Different multimodal failures in different models and code paths." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are distinct architecture/config regressions." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Smollm3 RoPE layer selection." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-arg duplication and sleng-bert loading failure are different tokenizer problems." + "reason": "AddedToken special-arg duplication is not the same as loading a specific model failing." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction mismatch are unrelated." + "reason": "Tokenizer special-token registration bug vs DAC forward/from_latents mismatch." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoConfig trust_remote_code field loss are different code paths." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both hit _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; similar area, different bugs." + "reason": "Same helper area, but distinct failures: offline model_info call vs missing backend_tokenizer attribute." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "from_pretrained buffer corruption and StaticCache seq_length contract violation are unrelated." + "reason": "Buffer corruption on from_pretrained is unrelated to a cache-length return-type bug." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Config-loading regressions in different places: missing fields from trust_remote_code vs strict config blocking granite_speech loading." + "reason": "Both config-related, but one is missing fields on trust_remote_code and the other is strict config blocking granite_speech loading." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor update bug is not the same as batch_decode ignoring skip_special_tokens." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Image segmentation processing failure vs custom trainer loss signature mismatch." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are version-regression output differences, but they affect different models and do not share the same underlying fix." + "reason": "Different model-specific v4/v5 output regressions; not one shared bug." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "TokenizerBackend post-processor update bug and Whisper batch_decode skip_special_tokens bug are different tokenizer/processor issues." + "reason": "Both Qwen video issues, but different models and different symptoms, so not the same underlying bug." } ] }, @@ -5108,7 +5040,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 16, "review_unit_count": 51, "status": "reviewed", @@ -5116,7 +5048,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:28218", "issue:29159", @@ -5124,16 +5056,17 @@ "issue:36010", "issue:39692", "issue:42175", + "issue:43262", "issue:43322", "issue:43404", "issue:43452", - "issue:43540", "issue:43577", "issue:43582", "issue:43606", "issue:43720", "issue:43782", "issue:43818", + "issue:43819", "issue:43825", "issue:43827", "issue:43906", @@ -5156,7 +5089,6 @@ "issue:45072", "issue:45081", "issue:45084", - "issue:45381", "issue:45406", "issue:45584", "issue:45685", @@ -5167,9 +5099,8 @@ "issue:46209" ], "soft_pairs": [ - "issue:43540|issue:45381", - "issue:43577|issue:43818", "issue:39692|issue:45834", + "issue:43577|issue:43818", "issue:43782|issue:44977", "issue:45584|issue:45834", "issue:44821|issue:45084", @@ -5179,219 +5110,220 @@ "issue:44186|issue:44442", "issue:43825|issue:43994", "issue:34634|issue:36010", - "issue:44485|issue:44509", "issue:44561|issue:45020", - "issue:45987|issue:46192", + "issue:44485|issue:44509", "issue:28218|issue:29159", + "issue:45987|issue:46192", "issue:43577|issue:43582", - "issue:44805|issue:44936", "issue:44610|issue:45072", - "issue:43452|issue:44991", + "issue:44805|issue:44936", "issue:43720|issue:45072", + "issue:43452|issue:44991", "issue:43825|issue:43827", "issue:43404|issue:43782", - "issue:45081|issue:45406", "issue:43582|issue:44857", + "issue:45081|issue:45406", "issue:42175|issue:45081", "issue:43906|issue:46209", - "issue:44671|issue:45701" + "issue:44671|issue:45701", + "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "2932e63c432412c817e01b29a8bd2af82df93765087dde2491489f062ecfc42f", + "prepared_review_unit_hash": "2308f5d85fe9c51df0e96eddd087f43d8abbfa7ff333518e3e71a43f49bb602c", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35525, - "estimated_input_tokens": 8882, - "estimated_eval_tokens": 18020 + "serialized_chars": 35584, + "estimated_input_tokens": 8896, + "estimated_eval_tokens": 18048 }, "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 symptom, not the same concrete bug/change, so I would reject all soft edges. The closest representative issue is the broad tokenizer-regression report, but it is not a true duplicate anchor for the whole cluster.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 45701 is the broadest tokenizer-regression report in the set and the closest representative, but the cluster is too heterogeneous for a strong canonical duplicate.", + "summary": "This set is not a single duplicate cluster; it spans many unrelated tokenizer, model-loading, vision, audio, and docs regressions. I\u2019d use the broad tokenizer-regression report as the nearest representative, but most soft pairs are not true duplicates.", + "confidence": 0.54, + "canonical_issue_reason": "issue:45701 is the broadest representative: it describes version-driven tokenization changes and has multiple inbound references, which makes it the closest umbrella for the tokenizer-related subset.", "canonical_pr_reason": null, - "best_issue_reason": "45701 is the most generally framed runtime regression here and overlaps the tokenizer-related subset better than the other items.", + "best_issue_reason": "issue:45701 is the best overall representative for the cluster\u2019s tokenizer-regression theme, though the cluster is too heterogeneous to be a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Different models and failure modes; both are video-input bugs but not the same concrete bug." + "reason": "Different products and failure modes: SigLIP2 doc example errors vs Kosmos2.5 OCR index error." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "One is a dtype-loading issue in BLIP2; the other is a Video-LLaVA architecture/weight-sharing bug." - }, - { - "left": "issue:39692", - "right": "issue:45834", - "accept": false, - "reason": "Docs/example errors in SigLIP2 are unrelated to Kosmos2.5 long-OCR indexing failure." + "reason": "Unrelated bugs: Blip2 dtype handling vs Video-LLaVA missing temporal attention / weight sharing." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen model families and different code paths: weight-only load error vs flash-attention generation bug." + "reason": "Different model families and code paths: Qwen3VL weight_only loading vs Qwen3.5 flash-attention generation." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription behavior is unrelated to Kosmos2.5 OCR index errors." + "reason": "Whisper empty-transcription bug is unrelated to Kosmos2.5 long-ocr index errors." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template compilation are unrelated failure paths." + "reason": "AutoImageProcessor URL loading and template-compilation TypeError are unrelated failures." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and models: Llava loading segfault vs MoE MPS histogram dtype error." + "reason": "Llava Next segfault vs MPS histogram Int error are different subsystems and symptoms." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are device/dtype-ish, but the concrete model paths and root causes differ." + "reason": "CPU offload device mismatch for Bark is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video regression is unrelated to Kosmos2.5 OCR long-input indexing." + "reason": "Video-input regression for Qwen VL models is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and FastSpeech2Conformer tokenizer load failure are different tokenizer code paths." + "reason": "LayoutLMv2 tokenizer padding/NER crash and FastSpeech2Conformer tokenizer loading failure are different tokenizer bugs." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/docs issue; the other is a model output correctness bug." + "reason": "One is an error-message/docs issue about removed pipelines; the other is a model/pipeline output correctness problem." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice-preset handling and GenerationMixin import failure are unrelated." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but they do not identify the same concrete code-path or fix." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation is not the same as stale docs mentioning removed pipeline tasks." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Both mention remote_code breakage, but one is a specific removed helper and the other is a broad report; not clearly the same bug." + "reason": "Both are tokenizer-related, but one is about added-token spacing while the other is a broader slow/fast inconsistency; not clearly the same bug." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache sequence-length contract and text_kwargs/return_tensors handling are different API bugs." + "reason": "StaticCache return-type bug and return_tensors/text_kwargs precedence are unrelated API issues." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Added-token spacing and slow/fast tokenizer inconsistency overlap only loosely; not the same concrete defect." + "reason": "Blip2 dtype state and AppleSilicon caching_allocator_warmup TypeError are different problems." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "BLIP2 dtype loading and AppleSilicon warmup TypeError are unrelated." + "reason": "OmDet-Turbo processor size mismatch is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError and trainer.evaluate-after-train are different runtime failures." + "reason": "A tensor-mask shape IndexError is not the same as trainer.evaluate() failing after train()." }, { - "left": "issue:44610", + "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch is unrelated to dtype mismatch bugs." + "reason": "BitNet packed-weight loading failure and generic dtype mismatch issues are different code paths." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading failures and a tokenizer-specific version regression are different issues." - }, - { - "left": "issue:43720", - "right": "issue:45072", - "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch behavior." + "reason": "Both involve loading/tokenizers, but they are distinct model/package regressions with different symptoms." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Docs referencing removed pipelines and the error message wording are related topic-wise but not the same issue." + "reason": "Runtime error-message behavior and documentation references are related thematically, but not the same underlying bug/change." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3VL weight-only loading are unrelated model bugs." + "reason": "Mistral3 lm_head tying and Qwen3VL weight_only loading are unrelated model-specific bugs." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Both are AttributeErrors during loading, but they hit different components and code paths." + "reason": "AppleSilicon warmup TypeError and CUDA AMP loss crash are unrelated hardware/backend issues." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "AppleSilicon warmup TypeError and CUDA AMP loss crash are different backend-specific bugs." + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate attribute-access failures." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Dependency/backend packaging issue vs tokenizer regex crash; no shared bug." + "reason": "Backend extras installation problem is unrelated to Mistral tokenizer regex patching." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the FP8 B200 inference bug." + "reason": "An isolated reproduction of one prior issue is not the same as FP8 inference failing on B200." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM correctness and tokenization-version changes are different layers of the stack." + "reason": "CamemBERT MLM prediction regression and general tokenization-version changes are related only at a broad tokenizer level, not the same concrete bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC from_latents STE mismatch are unrelated audio processor bugs." } ] }, @@ -5405,7 +5337,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 17, "review_unit_count": 51, "status": "reviewed", @@ -5413,7 +5345,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:34634", "issue:36010", @@ -5429,7 +5361,6 @@ "issue:43550", "issue:43577", "issue:43638", - "issue:43643", "issue:43644", "issue:43645", "issue:43650", @@ -5446,9 +5377,11 @@ "issue:44060", "issue:44291", "issue:44368", + "issue:44387", "issue:44554", "issue:44589", "issue:44610", + "issue:44617", "issue:44811", "issue:44912", "issue:44936", @@ -5460,250 +5393,242 @@ "issue:45459", "issue:45538", "issue:45600", - "issue:45759", "issue:45803", "issue:46285" ], "soft_pairs": [ - "issue:43262|issue:43819", - "issue:45003|issue:46285", "issue:43653|issue:44912", + "issue:45003|issue:46285", "issue:43526|issue:43697", - "issue:43650|issue:43906", "issue:44060|issue:44368", + "issue:43650|issue:43906", "issue:43742|issue:45020", "issue:45084|issue:45538", "issue:43329|issue:45600", "issue:44589|issue:45042", - "issue:43644|issue:43749", "issue:43746|issue:44811", + "issue:43644|issue:43749", "issue:43638|issue:44936", "issue:43550|issue:44912", "issue:43819|issue:43927", "issue:34634|issue:36331", + "issue:44387|issue:44617", "issue:36010|issue:43645", - "issue:39692|issue:44912", "issue:43854|issue:44977", + "issue:39692|issue:44912", "issue:38175|issue:44610", - "issue:45459|issue:45803", "issue:43720|issue:44610", + "issue:45459|issue:45803", "issue:43526|issue:44554", "issue:36010|issue:36331", "issue:43454|issue:43577", "issue:43531|issue:45042", - "issue:43749|issue:44291", "issue:43262|issue:44811", - "issue:43257|issue:43329", - "issue:43643|issue:45759" + "issue:43749|issue:44291", + "issue:43257|issue:43329" ], - "prepared_review_unit_hash": "33fedcd68b1284a356ffdc789664905a78309171d4212102b81b6c146e4fc49e", + "prepared_review_unit_hash": "c98eeff984d4c46577e0f928deab5b9acee59733d3b2b0a8fe1f8c8112401d16", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37027, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "soft_pair_count": 29, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs cover unrelated loading, processor, training, quantization, and architecture bugs. None of the candidate pairs look like the same underlying fix.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical duplicate emerges from the titles alone. If one must be chosen as the broadest umbrella issue, issue:45020 is the most general model-loading regression, but it does not subsume the other reports.", + "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad Transformer-regression themes, not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.28, + "canonical_issue_reason": "If forced to pick one issue, issue:45020 is the broadest umbrella report in the set (recent-version remote_code breakage), but the cluster as a whole does not form a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest and most general issue in the set, centered on recent transformers regressions affecting model loading with remote code. It is the least specific anchor, though still not a duplicate of the others.", + "best_issue_reason": "Issue:45020 is the most general representative of the loading/regression theme, though it is still not a clean canonical for these mostly unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction/STE behavior." + "reason": "Different bugs: BigBird tokenizer special-token decoding vs MXFP4 quantization/load fallback." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access is a different bug from CLIP text model structure changes." - }, - { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "BigBird tokenizer special-token registration has nothing to do with MXFP4 quantization fallback." + "reason": "Unrelated code paths: sys.modules access in modeling_utils vs CLIP text model structure mismatch." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "A Beit label-reduction bug is not the same as RTDetrV2 output drift in v5." + "reason": "Both are vision/model issues, but one is Beit label reduction and the other is RTDetr output drift." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Generic placeholder issue text and an isolated reproduction of another issue are not the same concrete bug." + "reason": "Both mention tied-weights warnings, but the underlying Qwen models and failure modes differ." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Both mention tied-weight warnings, but they describe different Qwen config/model-loading problems." + "reason": "Placeholder text issue vs isolated reproduction of a separate upstream bug." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific MobileLLM key error is broader-scope related but not the same remote_code regression." + "reason": "Specific MobileLLM load key error is not the same concrete bug as broad remote_code breakage." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation errors are unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Compile/template-node error vs CLIP tokenizer max_length issue." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "A multimodal token-count video-path bug is unrelated to removed auto_mappings references." + "reason": "Multimodal token-counting bug vs auto_mappings CI break from removed configs." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "A missing Float8 storage type error is unrelated to PIL backend torchvision requirements." + "reason": "Float8 storage lookup failure is unrelated to the torchvision dependency regression." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM loading are different loading bugs with different failure modes." + "reason": "PEFT/local-checkpoint loading bug vs Whisper batch_decode skip_special_tokens behavior." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "PEFT local checkpoint loading is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Both involve loading/regression symptoms, but one is junk non-persistent buffers and the other is FSDP CPU-RAM-efficient loading." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/non-pretrained Bert index errors are a different path from trainer.evaluate() failing after train()." + "reason": "Different training/eval failures with no shared concrete code path." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile+SDPA on Bamba is unrelated to MXFP4 quantization loading on git-oss-20b." + "reason": "torch.compile + SDPA failure is unrelated to MXFP4 quantization load fallback." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent/STE mismatch and DiaConfig custom token IDs after save/load are different bugs." + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig token-ID persistence." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss signature mismatch." + "reason": "Bark voice_preset problem vs Trainer compute_loss API change." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "GenerationMixin import path breakage is not the same as custom-model initialization issues in notebooks." + "reason": "Both mention OOM, but the causes and model paths are different." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "SigLIP2 docs/quantization example errors are unrelated to git-oss-20b MXFP4 loading." + "reason": "GenerationMixin import regression vs Jupyter custom-model initialization breakage." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Different models and different failures: GLM-4.7-Flash load test vs Qwen3.5 flash-attention generation." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo image-size mismatch are different vision-model bugs." + "reason": "Doc-example errors for SigLIP2 are not the same bug as MXFP4 loading fallback." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Both involve overbroad exception handling, but in different code paths and with different triggers." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet processor size mismatch." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor sizing." + "reason": "BitNet packed-weight unpacking bug is unrelated to OmDet input-size mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both hide errors with broad exception handling, but they are different functions and failure modes." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Label reduction in BeitImageProcessorFast is unrelated to an MPS attention correctness issue." + "reason": "Beit label reduction bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError from transformers.generation is unrelated to CustomTrainer.compute_loss keyword handling." + "reason": "ImportError for GenerationMixin is a different issue from the unexpected compute_loss keyword argument." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight-tying failure and BLIP2 dtype propagation are different model-loading issues." + "reason": "AyaVision weight-tying bug and BLIP2 dtype loading bug are distinct." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency changes." - }, - { - "left": "issue:43749", - "right": "issue:44291", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument handling are distinct loading failures." + "reason": "Qwen3-MoE sliding_window bug is unrelated to the torchvision requirement regression." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio processor sampling-rate defaults are unrelated to Whisper batch_decode token-skipping." + "reason": "Audio chat_template sampling-rate default and Whisper batch_decode behavior are separate processor bugs." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE accelerate/deepspeed weight conversion and multimodal token counting are different code paths." + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING and init_empty_weights/_is_hf_initialized are different loading-path regressions." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Missing fields with trust_remote_code and unwrapping text_config for composite Qwen configs are separate config-construction bugs." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the multimodal token-count video branch bug." } ] }, @@ -5717,7 +5642,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 18, "review_unit_count": 51, "status": "reviewed", @@ -5725,7 +5650,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:24643", "issue:29159", @@ -5745,7 +5670,7 @@ "issue:43577", "issue:43582", "issue:43606", - "issue:43696", + "issue:43643", "issue:43697", "issue:43742", "issue:43927", @@ -5755,7 +5680,6 @@ "issue:44479", "issue:44560", "issue:44568", - "issue:44737", "issue:44821", "issue:44849", "issue:44898", @@ -5771,275 +5695,274 @@ "issue:45405", "issue:45488", "issue:45538", - "issue:45588", "issue:45701", + "issue:45759", "issue:45859", "issue:45907" ], "soft_pairs": [ + "issue:43643|issue:45759", "issue:42490|issue:43257", "issue:43329|issue:43450", - "issue:34567|issue:40990", "issue:43606|issue:45859", + "issue:34567|issue:40990", "issue:44568|issue:45356", "issue:29159|issue:34567", "issue:43329|issue:44479", - "issue:44849|issue:45701", "issue:42915|issue:43742", + "issue:44849|issue:45701", "issue:44291|issue:45042", "issue:43257|issue:43931", - "issue:43927|issue:44912", "issue:43452|issue:43582", + "issue:43927|issue:44912", + "issue:42915|issue:44821", "issue:43697|issue:45357", "issue:44568|issue:45488", - "issue:42915|issue:44821", - "issue:41720|issue:43540", "issue:33357|issue:34567", + "issue:41720|issue:43540", "issue:42915|issue:45538", "issue:44987|issue:45538", "issue:43317|issue:45538", - "issue:44479|issue:45381", "issue:43540|issue:44479", + "issue:44479|issue:45381", "issue:43540|issue:44560", "issue:44987|issue:45907", "issue:45137|issue:45405", "issue:24643|issue:29159", "issue:43742|issue:44291", - "issue:44062|issue:44991", "issue:43577|issue:45072", - "issue:38175|issue:44898", - "issue:43257|issue:43696", - "issue:44737|issue:45588" + "issue:44062|issue:44991", + "issue:38175|issue:44898" ], - "prepared_review_unit_hash": "33a6c6b3a87c1099dd6965c5c4d71c1c38040feb2c8ca32d2eddad830c2a7ee8", + "prepared_review_unit_hash": "6de693b3d5d7aa928afdbcaa739281073ed3fa33b6807aeeea1bd6ad2da16722", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37716, - "estimated_input_tokens": 9429, - "estimated_eval_tokens": 19114 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36870, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Kept the Qwen video-input pair as the only plausible duplicate subcluster; the tokenizer-loading pair is too speculative without a clearer shared defect path. Overall the cluster is mostly unrelated model- or tokenizer-specific issues.", - "confidence": 0.7, - "canonical_issue_reason": "Issue 44479 is the broadest and best-supported representative of the Qwen VL video-input regression cluster, with 45381 fitting as a narrower instance of the same v5.3.0 video bug.", + "summary": "This cluster is mostly heterogeneous; only one soft edge looks like a true duplicate around the Qwen video-input regression. The rest are distinct tokenizer, loading, vision, and DeepSpeed issues.", + "confidence": 0.81, + "canonical_issue_reason": "No single canonical issue spans this heterogeneous cluster; the only clear duplicate edge is the Qwen video-regression pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest issue to anchor the cluster because it describes the broad video-input regression across multiple Qwen VL variants, rather than a single model-specific symptom.", + "best_issue_reason": "Issue 45701 is the broadest umbrella candidate, but it only loosely covers a tokenizer subset and is not a true global representative.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config-loading bugs: missing remote-code fields vs text_config unwrapping." + }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash import warning and Qwen3 MOE weight conversion are different loading paths and failure modes." + "reason": "Path-trailing-slash warning and Qwen3 MoE weight conversion are unrelated." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is an undefined helper in multimodal token counting and the other is batched video processor shape handling." + "reason": "Both involve video handling, but one is token counting and the other is processor output shape." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "TrainerState token tracking and GPT-OSS perplexity are unrelated symptoms." + "reason": "Both mention CPU offload, but they affect different models and code paths." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Both involve offload/device behavior, but they affect different models and different code paths." + "reason": "Trainer token accounting and perplexity on GPT-OSS are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer regressions, but with different tokenizer families and different mechanisms." + "reason": "Different tokenizer regressions with different failure modes and models." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to TrainerState token counting." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counts." }, { "left": "issue:43329", "right": "issue:44479", - "accept": false, - "reason": "Both are video-related, but the concrete bugs differ: undefined multimodal-token helpers versus a broader Qwen VL video regression." + "accept": true, + "reason": "Same underlying Qwen video-input regression; 43329 pinpoints the broken video branch that 44479 reports broadly." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Hidden-states output behavior and tokenization changes are different areas of the stack." + "reason": "Qwen3Moe FP8 failure and MobileLLM key error are different loading bugs." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Different model-loading failures with no clear shared root cause." + "reason": "Qwen3.5 hidden-state bug is not the same as a generic tokenization regression." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Init-empty-weights argument handling and PIL image-processor torchvision dependency are unrelated." + "reason": "init_empty_weights argument handling and torchvision import requirements are unrelated." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen MOE weight conversion and Qwen3-VL shape mismatch are distinct model-loading bugs." + "reason": "Both are Qwen3 loading issues, but one is MoE conversion and the other is VL shape mismatch." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading and Apple Silicon allocator warmup are unrelated." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Custom token IDs being lost on save/load is unrelated to MXFP4 quantization fallback behavior." + "reason": "Config token-ID persistence and MXFP4 quantization fallback are different bugs." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "GGUF/auto-load tokenizer-model handling and Apple Silicon allocator warmup are separate bugs." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different model-specific regressions with different symptoms and code paths." + "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained key mapping." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both touch tokenizers, but they involve different bugs and model families." + "reason": "Tokenizer behavior changed, but these are different models and mechanisms." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "FineGrainedFP8Config failure and AutoImageProcessor-from-URL loading are unrelated." + "reason": "Mac bus error on CLIP and trainer token accounting are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen3 failures with no shared concrete code path." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "MacOS bus error on a CLIP model and TrainerState token counting are unrelated." + "reason": "Auto device mapping cuda assert is not the same as Qwen3OmniMoe video processing." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer model_max_length bug are unrelated." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different tokenizer/model-loading issues with no evidence of the same underlying bug." + "reason": "Repository loading failure and CLIPTokenizer max length are different issues." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "Dequantized-model offload failure is unrelated to tokenizer max length." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related to video inputs, but one is a processing ValueError and the other is a regression in token counting." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Both are Qwen VL video-input regressions, and 45381 reads as a narrower symptom of the broader bug reported in 44479." + "accept": false, + "reason": "Both are Qwen video regressions, but one is generic video-input failure and the other is wrong vision_position_ids." }, { "left": "issue:43540", - "right": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "Both are video-input failures, but they appear to affect different Qwen model families and likely different regressions." + "reason": "Both are video-related, but the failures are different and model-specific." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model-loading failure and list_repo_files revision forwarding are unrelated." + "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump issue are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed runtime weight-shape error and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and init_empty_weights incompatibility are different loading problems." - }, - { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "The AddedToken special-argument TypeError and the EMBEDDIA/est-roberta tokenizer load failure are not shown to share the same concrete code path." + "reason": "MobileLLM key error and init_empty_weights argument handling are different bugs." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different dtype-related model issues on different architectures." - }, - { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Different vision-model failures with different model families and failure modes." + "reason": "Both involve dtype, but one is model loading and the other is bfloat16 inference." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Qwen3 MOE weight conversion and GPT-OSS out-of-memory are unrelated." + "reason": "Both are tokenizer-loading failures, but the titles point to different underlying causes." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "XLNet CPU placement bug and flash-attention crash are unrelated." + "reason": "Zero-probabilities in SigLIP2 and Perceiver image-size handling are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The Qwen video-input pair (44479/45381) is reasonably grounded, but the tokenizer-loading pair (44062/44991) is too speculative from the packet as presented. The summary overstates the evidence by treating that as a real duplicate subcluster without a stronger shared bug path. Please keep soft-edge accepts more conservative unless the packet clearly supports the same concrete defect." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as heterogeneous, avoids overclaiming a canonical representative, and only marks the Qwen video-regression pair as a duplicate-like edge. The other soft-edge rejections are cautious and consistent with the issue titles." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6047,7 +5970,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 19, "review_unit_count": 51, "status": "reviewed", @@ -6055,7 +5978,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:28282", "issue:29127", @@ -6072,8 +5995,7 @@ "issue:43531", "issue:43643", "issue:43646", - "issue:43697", - "issue:43720", + "issue:43696", "issue:43742", "issue:43749", "issue:43756", @@ -6085,263 +6007,260 @@ "issue:44488", "issue:44589", "issue:44625", + "issue:44737", "issue:44756", "issue:44792", "issue:44821", "issue:44877", - "issue:44898", "issue:44913", "issue:44964", "issue:45042", "issue:45081", - "issue:45216", "issue:45325", "issue:45357", "issue:45375", "issue:45381", "issue:45405", "issue:45479", + "issue:45588", "issue:45600", "issue:45920", "issue:45987", "issue:46121" ], "soft_pairs": [ + "issue:44737|issue:45588", + "issue:43257|issue:43696", "issue:43404|issue:45987", "issue:34567|issue:36331", "issue:44062|issue:45081", "issue:43646|issue:43749", "issue:44913|issue:46121", - "issue:43906|issue:45381", "issue:43493|issue:43994", - "issue:43257|issue:43756", + "issue:43906|issue:45381", "issue:44792|issue:44964", "issue:43749|issue:44756", - "issue:36010|issue:42175", + "issue:43257|issue:43756", "issue:44291|issue:44821", - "issue:42175|issue:43824", + "issue:36010|issue:42175", "issue:28282|issue:34689", - "issue:45357|issue:45920", + "issue:42175|issue:43824", "issue:45042|issue:45081", "issue:43452|issue:44488", + "issue:45357|issue:45920", "issue:43742|issue:44589", "issue:45405|issue:45600", "issue:28282|issue:29127", - "issue:43526|issue:45479", "issue:43643|issue:45375", "issue:43531|issue:44821", + "issue:43526|issue:45479", "issue:43756|issue:45325", - "issue:44625|issue:44877", - "issue:43697|issue:45216", - "issue:43720|issue:44898" + "issue:44625|issue:44877" ], - "prepared_review_unit_hash": "d2eb71ac5f4ce0ba8d45b2a308890c11aaf1a80fb55bffd3c9cc70fb012280b0", + "prepared_review_unit_hash": "19501d0b7c1a0a933c931ba8c3726d110fd4368303e8710fb0afff9fcc80e33d", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36143, - "estimated_input_tokens": 9036, - "estimated_eval_tokens": 18328 + "serialized_chars": 35506, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issue reports with a few thematically close loading/config regressions. I only see one plausible duplicate pair (SigLIP2 correctness/output behavior); the rest are too different in model, code path, or symptom to merge.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43493 is the earlier, more root-cause-oriented SigLIP2 correctness report and is the best anchor for the one plausible duplicate pair.", + "summary": "The set is mostly a grab-bag of distinct Transformers bugs/regressions rather than one tight duplicate cluster. The only plausible overlaps are theme-level (loading, config, tokenizer, vision), but the concrete failure modes differ enough to reject all soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "Issue #45920 is the broadest current regression report in the set, spans multiple affected models, and has inbound references; it is the best umbrella-style issue to represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43749 is the strongest standalone issue in this mixed set: high activity, inbound references, and a broad, user-facing regression around loading efficiency.", + "best_issue_reason": "Issue #45920 has the clearest cross-model impact and enough discussion/references to serve as the most representative issue in this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Both are performance/runtime bugs, but one is XLNet CPU placement and the other is flash-attention sink handling; different code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion under accelerate/deepspeed is unrelated to a CUDA OOM on GPT-oss." + }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Both are runtime behavior bugs, but one is a weight-tying/model-init issue and the other is a cache API contract issue; different code paths." + "reason": "One is tied weights in Mistral3 image-text generation; the other is a cache length return-type bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Unrelated trainer bugs: token accounting not updating vs custom loss signature incompatibility." + "reason": "Training API regressions, but they concern different hooks and arguments (`num_input_tokens_seen` vs `num_items_in_batch`)." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related errors, but the failing APIs and underlying causes are different." + "reason": "Different tokenizer failures: duplicate `special` kwarg vs missing `backend_tokenizer` in Mistral regex patching." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Different regressions: custom model init under transformers 5.0 vs FSDP CPU RAM efficient loading." + "reason": "Config loading with `trust_remote_code` missing fields is not the same as FSDP CPU RAM efficient loading being broken." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both involve RoPE/config handling, but one is silent config reload loss and the other is a type error in rope param conversion." - }, - { - "left": "issue:43906", - "right": "issue:45381", - "accept": false, - "reason": "No clear overlap beyond being reproduction/vision-model issues; different models and failure modes." + "reason": "Both touch RoPE/config handling, but one is silent config reload fallback while the other is a `TypeError` on JSON-loaded lists." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 model family and same underlying correctness problem: HF implementation/pipeline outputs diverge from expected behavior." + "accept": false, + "reason": "Both involve SigLIP2, but one is HF-vs-JAX numerical discrepancy and the other is bad results through AutoModel/pipeline; not the same concrete bug." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Different Qwen/MoE bugs: accelerate+deepspeed weight conversion vs RoPE layer dropping." + "reason": "Both mention vision position ids in a broad sense, but one is an isolated reproduction of an older issue and the other is a Qwen2.5-VL video-input bug." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal model-loading complaints, but they target different models and symptoms." + "reason": "Different multimodal model failures: a failing Janus image-generation test versus inability to load Phi-4 multimodal instruct." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both touch loading/memory, but one is FSDP efficient-loading breakage and the other is mmap OOM mitigation on Strix Halo." + "reason": "FSDP loading is a framework feature regression; disabling mmap for Strix Halo is a hardware-specific OOM workaround." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Import errors in different dependency/backend situations; not the same bug." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different areas: init_empty_weights argument handling vs loading AutoImageProcessor from URL." + "reason": "`init_empty_weights` argument handling is unrelated to loading `AutoImageProcessor` from a URL." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:36010", + "right": "issue:42175", "accept": false, - "reason": "One is TensorFlow backend packaging, the other is a missing Qwen VL import/export symbol." + "reason": "Importing `GenerationMixin` and missing TensorFlow in a torch-only install are different dependency/import problems." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both are model-loading failures, but one is a missing PyTorch dependency message and the other is a specific Llama 3.2 Vision regression." + "reason": "PyTorch-missing ImportError and a Llama 3.2 Vision model-loading regression are distinct failure modes." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Different Qwen3.5 issues: incorrect saved visual encoder keys vs wrong tokenizer IDs across multiple models." + "reason": "Backend dependency packaging is unrelated to a missing `Qwen2_5_VLForConditionalGeneration` export." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different image/text preprocessing bugs with different trigger points." + "reason": "PIL backend requiring torchvision and Mistral tokenizer regex patching are separate subsystems and bugs." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Different loading failures: gguf_file handling vs inability to load a specific BERT model." + "reason": "GGUF loading breakage and a model-loading failure for `cjvt/sleng-bert` are not the same code-path problem." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is save-pretrained key handling and the other is tokenizer ID generation." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different model-loading errors with different underlying data types and failure sites." + "reason": "A key error loading a specific model is unrelated to a float8 storage lookup TypeError." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "One is a dependency-version pin issue; the other is stale auto-mapping references." + "reason": "PEFT version pinning and stale auto-mappings CI failures are unrelated maintenance issues." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch dependency message vs LayoutLMv3 box-content validation clarity; unrelated." - }, - { - "left": "issue:43526", - "right": "issue:45479", - "accept": false, - "reason": "One is a processor label-reduction bug; the other is a classification loss degeneracy across models." + "reason": "PyTorch import missing versus LayoutLMv3 box-validation messaging are completely different issues." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention config fields being lost, but one is a generic trust_remote_code loading issue and the other is a specific strict-config field drop." + "reason": "Both concern missing config fields, but they refer to different mechanisms and models; not enough to treat as one bug." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Different model families and different failures: Qwen3-MoE sliding window vs AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to `AutoImageProcessor` URL loading." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Both involve labels, but one is image-processor label reduction and the other is sequence-classification loss computation." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-related, but one is RoPE-layer dropping and the other is video RoPE index scaling." + "reason": "Different Qwen multimodal bugs: RoPE layer dropping vs still-image temporal position scaling." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different config bugs: num_labels propagation vs strict config blocking granite_speech loading." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "Different regressions in different models: RTDetrV2 output changes vs Qwen3.5 checkpoint saving." - }, - { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "Different image/model-loading issues; no shared concrete code path or bug." + "reason": "Num-label propagation in Qwen3.5 is a different config bug from strict config blocking granite_speech loading." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge (43493/43994) is reasonably supported by the shared SigLIP2 discrepancy theme, and the rest of the negative verdicts avoid overstating overlap." - }, - "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 }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 20, "review_unit_count": 51, "status": "reviewed", @@ -6349,7 +6268,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:24643", "issue:29127", @@ -6358,16 +6277,15 @@ "issue:33357", "issue:33666", "issue:38175", - "issue:41720", "issue:41762", "issue:43295", "issue:43452", "issue:43531", - "issue:43550", "issue:43577", "issue:43582", "issue:43653", "issue:43697", + "issue:43720", "issue:43742", "issue:43819", "issue:43906", @@ -6384,10 +6302,12 @@ "issue:44743", "issue:44811", "issue:44843", + "issue:44898", "issue:44936", "issue:44977", "issue:44991", "issue:45005", + "issue:45216", "issue:45290", "issue:45356", "issue:45372", @@ -6400,266 +6320,255 @@ "issue:46202" ], "soft_pairs": [ + "issue:43720|issue:44898", + "issue:43697|issue:45216", "issue:43582|issue:44977", "issue:44514|issue:45381", - "issue:41762|issue:44936", "issue:24643|issue:29127", - "issue:43452|issue:44843", + "issue:41762|issue:44936", "issue:44466|issue:45005", "issue:43452|issue:43577", - "issue:45372|issue:46170", + "issue:43452|issue:44843", "issue:43906|issue:46202", + "issue:45372|issue:46170", "issue:30064|issue:33666", "issue:43819|issue:44811", "issue:43295|issue:45356", "issue:44936|issue:45823", - "issue:43653|issue:44361", "issue:44361|issue:44442", + "issue:43653|issue:44361", "issue:44484|issue:44704", - "issue:45542|issue:46178", "issue:38175|issue:43295", + "issue:45542|issue:46178", "issue:44514|issue:45290", "issue:43653|issue:44568", "issue:43577|issue:43697", + "issue:29159|issue:33357", + "issue:44493|issue:46050", "issue:44843|issue:44991", "issue:44464|issue:44743", - "issue:44493|issue:46050", - "issue:29159|issue:33357", - "issue:43653|issue:43927", "issue:43531|issue:43742", - "issue:41720|issue:43906", - "issue:43550|issue:43927", - "issue:44464|issue:44977", - "issue:43550|issue:44361" + "issue:43653|issue:43927" ], - "prepared_review_unit_hash": "b8ea32b8fe744f08fd3dddabe11bfd0cc7b981a654ae900cdced79ba75a85d40", + "prepared_review_unit_hash": "d674f03f32151f2a37651406be263b6301e59e6ec364a45fd043a73b1ec6110d", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36604, - "estimated_input_tokens": 9151, - "estimated_eval_tokens": 18558 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36678, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a mix of unrelated bug reports across tokenizers, processors, generation, training, and device-mapping; none of the soft pairs appears to be the same underlying bug/change.", - "confidence": 0.82, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated failures and the soft pairs are only superficial title-level similarities.", + "summary": "The set is mostly heterogeneous. I only see two likely duplicate pairs: the Qwen2_5_VL `apply_chat_template` crash with assistant tool calls and no content, and the v5 tied-weights/lm_head serialization regression. The rest are different bugs or different model-specific failures.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44514 is the clearest concrete repro for the `apply_chat_template(tokenize=True)` crash; it is more specific than 45290 and describes the exact failing path.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good representative for the cluster because there is no coherent duplicate set here.", + "best_issue_reason": "44514 is the best representative issue in this set because it states a concrete, actionable failure mode and matches its counterpart almost exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failure modes; no shared code-path bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but they concern unrelated models and unrelated save/load behavior." + }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Different failures: Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation bug." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL related, but one is batched chat-template padding handling and the other is video vision_position_ids; different bugs." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "DeepSpeed ZeRO-3 loading crash vs trainer.evaluate() after train(); unrelated code paths." + "reason": "Same model family, but one is a batched chat-template crash and the other is a video vision-position-id bug; different code paths." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Training DeepSpeed weight-dimension error vs LayoutLMv3 box validation/error-message clarity; not the same bug." + "reason": "Training/DeepSpeed weight-shape error is unrelated to LayoutLMv3 box-validation messaging." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "One is gguf loading for AutoTokenizer/AutoModel, the other is an offline model_info() call in a tokenizer regex patch; different issues." + "reason": "Gemma3 ZeRO-3 load failure is unrelated to trainer evaluate-after-train behavior." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights in v5, but one is device-dependent lm_head.weight serialization and the other is translation-model tied-weight behavior; too broad to merge." + "accept": true, + "reason": "Both describe the same v5 tied-weights serialization problem: `lm_head.weight`/tied weights being saved inconsistently, especially across model/device setups." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf loading failure vs Blip2 dtype not propagating to model/qformer; unrelated." + "reason": "Tokenizer/model loading with gguf_file is unrelated to Blip2 dtype propagation." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Gemma4 processor import failure from mistral_common vs Windows/ROCm torch.distributed dependency issue; unrelated." + "reason": "Both involve AutoTokenizer loading, but one is gguf_file handling and the other is an offline-mode regression in `_patch_mistral_regex`." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of a prior issue vs a Gemma pipeline roundtrip failure; no clear shared bug." + "reason": "`43906` is only an isolated reproduction reference; the Gemma pipeline roundtrip issue is a different bug." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import failure due to `mistral_common` is unrelated to Windows/ROCm torch.distributed dependency errors." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation-map processing vs Qwen2-VL multi-GPU training; unrelated." + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent/forward mismatch vs Whisper batch_decode skip_special_tokens handling; different components and failures." + "reason": "DAC latent/forward mismatch is unrelated to Whisper batch_decode special-token handling." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor.tokenizer regression in v4.57.5 vs Kimi-K2.5 codec/regex warning regression; same general area but different concrete bugs." + "reason": "Both are tokenizer/processor regressions, but they describe different failures and different affected models." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Training/evaluate lifecycle issue vs Gemma4 device_map forward mismatch; unrelated." + "reason": "Trainer lifecycle failure is unrelated to Gemma4 device_map forward mismatch." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration issue vs MLukeTokenizer AttributeError; unrelated tokenizer bugs." + "reason": "Different tokenizer implementations and different bugs." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "MLukeTokenizer task AttributeError vs AutoTokenizer failing to load a FastSpeech2Conformer tokenizer; different models and failures." + "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug; unrelated." + "reason": "save_pretrained shard-size question is unrelated to AutoProcessor kwarg forwarding." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "TensorBoard/TensorFlow backend import confusion vs tensorflow_text backend mapping error; similar theme but different failure modes." + "reason": "SigLIP zero-probabilities and processor/tokenizer regression are different issues." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Siglip2 zero probabilities vs processor.tokenizer regression; unrelated." + "reason": "Both mention backend handling, but tensorboard-without-TF and tensorflow_text backend mapping are different bugs." }, { "left": "issue:44514", "right": "issue:45290", - "accept": false, - "reason": "Both involve apply_chat_template, but one is batched padding=False and the other is assistant tool-call messages with no content; different bugs." + "accept": true, + "reason": "These appear to be the same crash: `apply_chat_template(tokenize=True)` failing on assistant tool-call messages with no content." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer special-token bugs: mask token registration vs BOS/EOS insertion for mdeberta-v3." + "reason": "Both are tokenizer special-token problems, but they affect different models and different token types." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype propagation vs RTDetrV2 output drift in v5; unrelated." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Offline model_info() call in _patch_mistral_regex vs tokenizer load failure for EMBEDDIA/est-roberta; not the same underlying bug." + "reason": "Blip2 dtype propagation and RTDetrV2 output differences are unrelated." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Chunked generation with compiled forward vs Qwen3.5 modular recurrent-state reset; both generation-related but different code paths." + "reason": "Tokenizer consistency and MacOS bus-error CLIP loading are unrelated." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys vs quantized model save/load breakage; unrelated." + "reason": "Unexpected position-id keys and quantized save/load breakage are different failure modes." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs MacOS bus error with a CLIP model; unrelated." + "reason": "Offline-mode regression in Mistral regex patching is unrelated to EMBEDDIA tokenizer loading failure." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token issue vs DiaConfig custom token ID persistence; different components." + "reason": "Both involve generation/cache behavior, but one is compiled-forward chunked generation and the other is Qwen3.5 recurrent-state reset; not the same bug." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs MobileLLM-125M load key error; unrelated." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM-125M load key errors." }, { - "left": "issue:41720", - "right": "issue:43906", - "accept": false, - "reason": "Auto device-mapping cudaErrorAssert vs a reproduction issue reference; no shared concrete bug." - }, - { - "left": "issue:43550", + "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba vs DiaConfig save/load token IDs; unrelated." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Both concern generation correctness, but chunked compiled-forward inconsistency and Qwen3.5 flash-attention failure are different bugs." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs MLukeTokenizer AttributeError; unrelated." + "reason": "Special-token registration in BigBirdTokenizer is unrelated to DiaConfig custom token ID persistence." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet and the non-matches are handled conservatively. The two accepted soft pairs are plausibly the same bugs from their titles alone: the Qwen2_5_VL chat-template crash and the v5 tied-weights serialization regression. No obvious overstatement beyond the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 21, "review_unit_count": 51, "status": "reviewed", @@ -6667,7 +6576,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:28282", "issue:32090", @@ -6695,6 +6604,7 @@ "issue:43742", "issue:43756", "issue:43825", + "issue:43906", "issue:43927", "issue:43994", "issue:44361", @@ -6718,28 +6628,32 @@ "issue:46209" ], "soft_pairs": [ - "issue:43643|issue:44561", + "issue:41720|issue:43906", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361", "issue:44977|issue:46209", + "issue:43643|issue:44561", "issue:32090|issue:34567", "issue:43577|issue:45588", "issue:28282|issue:35141", - "issue:45491|issue:46002", "issue:43504|issue:43550", - "issue:43504|issue:43720", "issue:32090|issue:33666", + "issue:43504|issue:43720", + "issue:45491|issue:46002", "issue:44466|issue:46050", - "issue:43504|issue:44610", "issue:33666|issue:36010", + "issue:43504|issue:44610", "issue:41720|issue:44464", "issue:43742|issue:44821", "issue:43688|issue:45440", - "issue:44849|issue:46209", "issue:45823|issue:46050", "issue:28282|issue:32090", + "issue:44849|issue:46209", + "issue:43262|issue:43295", "issue:43452|issue:44451", "issue:28282|issue:33357", "issue:43720|issue:43927", - "issue:43262|issue:43295", "issue:43606|issue:43927", "issue:43994|issue:46192", "issue:33666|issue:36331", @@ -6750,220 +6664,244 @@ "issue:44849|issue:45357", "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "caa95b5142e6b1922feec4b6828887e1bcfd2bcb892ff8565fce2a5cd351e5c2", + "prepared_review_unit_hash": "e7d75091b525885b3c8d4f023c1a67852b9b3b3b629ccb67c791e5962d88b0e7", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36555, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38331, + "estimated_input_tokens": 9583, + "estimated_eval_tokens": 19422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span many unrelated bugs/regressions across loading, training, config, serialization, and model-specific inference. The soft pairs mostly share only broad subsystem or model-family similarity, so they should stay separate.", + "summary": "This cluster is heterogeneous: the issues cover unrelated models, configs, trainer behavior, loading/serialization, and device/runtime failures. None of the soft pairs look like the same underlying bug or change, so I would not deduplicate any of them.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and does not revolve around one underlying defect.", + "canonical_issue_reason": "No clear canonical issue exists; the set is too diverse and the soft pairs are only superficially similar.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication: none of these appears to subsume the others as the same concrete bug.", + "best_issue_reason": "No single issue is a good global representative because each report targets a different code path or model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Both mention Qwen-related context, but one is a CUDA assert under auto device mapping and the other is an isolated reproduction of a different issue." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different models and failures: Bamba torch.compile/SDPA versus DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Both mention trust_remote_code, but the bugs differ: missing fields in AutoConfig vs removal of is_torch_fx_available breaking remote-code models." + "reason": "These are unrelated bugs in different areas: Bamba compiled attention versus MLukeTokenizer task-time AttributeError." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Different failures: Qwen3.5 flash-attention generation vs FP8 inference on B200 hardware." + "reason": "Flash-attention generation bug and FP8 inference failure on B200 are different code paths and hardware-specific issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote models." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast TypeError and TrainerState token counter not updating are separate trainer bugs." + "reason": "Trainer GPU broadcast TypeError and TrainerState.num_input_tokens_seen not updating are distinct trainer bugs." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "One is dtype handling in BLIP2 loading; the other is a flash_attention crash on sink-less models." + "reason": "Blip2 dtype initialization and flash_attention.py crashing on s_aux=None are unrelated failures." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to embedding resizing reinitialization in post_init." + "reason": "Missing PyTorch ImportError and embedding reinitialization after resize are completely different issues." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Both involve NaNs, but in different paths: Gemma3 sliding-window attention vs classification-head init/checkout." + "reason": "Beit pretrained-loading legacy-field bug is unrelated to Bamba torch.compile SDPA behavior." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Legacy field loading failure for BEiT segmentation is unrelated to Bamba torch.compile/SDPA failure." + "reason": "Trainer broadcast NoneType error is not the same as Qwen2-VL multi-GPU training support." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different model-loading problems: BEiT legacy preset vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Legacy field loading in Beit and BitNet packed-weight loading during accelerate are different model-loading bugs." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Trainer TypeError is not the same as a multi-GPU training feature/request issue for Qwen2-VL." + "reason": "Gemma3 mixed-length NaNs and classification-head NaNs after checkout/init are different symptoms with different likely causes." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load behavior, but one is tied lm_head serialization and the other is sinq quantized model persistence." + "reason": "Serialization of tied lm_head weights is unrelated to sinq quantization save/load breakage." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Different model families and bugs: BEiT preset loading vs OmDet-Turbo processor/model size mismatch." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated issues." + "reason": "Beit legacy-field loading and OmDet processor/model image-size mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "A800 auto device-map cuda assert is a different problem from chunked generation inconsistencies with compiled forward." + "reason": "CUDA assert with auto device mapping and chunked generation inconsistency are different failures in different execution modes." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM loading KeyError and AutoImageProcessor URL loading are different loading paths and failures." + "reason": "MobileLLM key error and AutoImageProcessor-from-URL loading are separate loading paths with different breakages." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is a native-vs-remote DeepSeekV3MoE divergence." - }, - { - "left": "issue:44849", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200." + "reason": "Both are MoE-adjacent, but auxiliary-loss normalization and DeepSeekV3MoE divergence are not the same bug." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device mismatch with device_map='auto' is unrelated to quantized save_pretrained/from_pretrained breakage." + "reason": "Gemma4 device-map mismatch and sinq quantization persistence failure are unrelated." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch ImportError and Trainer _gpu_broadcast_one TypeError are distinct issues." + "reason": "AutoModel missing PyTorch ImportError is unrelated to Trainer _gpu_broadcast_one receiving NoneType." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 inference on B200 are different model/runtime issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image handling regression are unrelated processor bugs." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loader breakage for tokenizer/CausalLM is not the same as inability to load ScandiBERT." + "reason": "gguf_file loading breakage and inability to load ScandiBERT are different model/loading failures." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "AutoModel missing PyTorch and Mac bus error on CLIP are unrelated failures." + "reason": "PyTorch missing ImportError and MacOS bus error on CLIP are not the same bug." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID loss after save/load are different bug classes." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio apply_chat_template sampling-rate default is unrelated to processor.tokenizer / image-passing regression." + "reason": "BitNet packed-weight loading and DiaConfig custom-token-ID persistence are unrelated." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU-offload device mismatch for bark-small is unrelated to DiaConfig save/load token-ID corruption." + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig save/load token ID loss." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 nonsense outputs and return_tensors being ignored are different issues." + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are different API bugs." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training request and CustomTrainer.compute_loss signature error are not the same bug." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature change are unrelated trainer/model issues." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 dropping RoPE layers is a model architecture bug, not the same as GPTNeoX rotary_pct reload regression." + "reason": "Smollm3 RoPE-layer dropping and GPTNeoXConfig rotary_pct reload behavior are different configuration/architecture bugs." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are config-field issues, but different configs and fields (pad_token_id vs pad_token_idx) with different failure modes." + "reason": "Both are missing config fields, but for different models and different fields; not the same underlying defect." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "BitNet loading failure and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to a pipeline error message about translation tasks." + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states bug and save_pretrained visual-encoder-key regression are separate code paths." + "reason": "Hidden-states output bug and incorrect visual-encoder key serialization are different Qwen3.5 issues." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one is a broken documentation example and the other is a core implementation discrepancy." + "reason": "Documentation-example errors for SigLIP2 and HF-vs-JAX implementation discrepancy are related only by model family, not the same bug." } ] }, @@ -6977,7 +6915,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 22, "review_unit_count": 51, "status": "reviewed", @@ -6985,7 +6923,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:33357", "issue:33666", @@ -7040,242 +6978,242 @@ "issue:44964|issue:45405", "issue:43577|issue:44554", "issue:44479|issue:44625", - "issue:44568|issue:45812", "issue:43688|issue:43749", + "issue:44568|issue:45812", "issue:43540|issue:44977", "issue:45200|issue:45229", "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:43688|issue:45704", "issue:44493|issue:46285", "issue:43756|issue:45083", - "issue:43688|issue:45704", - "issue:39692|issue:43295", "issue:43334|issue:43572", - "issue:43493|issue:43844", "issue:43646|issue:44466", - "issue:43334|issue:45759", + "issue:43493|issue:43844", "issue:43824|issue:44589", - "issue:45229|issue:45823", "issue:33357|issue:33666", - "issue:43927|issue:44361", + "issue:43334|issue:45759", + "issue:45229|issue:45823", "issue:44589|issue:45520", + "issue:43927|issue:44361", "issue:43504|issue:43606", "issue:43278|issue:43844", "issue:43572|issue:44291", - "issue:43257|issue:43299", "issue:44625|issue:45759", + "issue:43257|issue:43299", "issue:43575|issue:45405", + "issue:43688|issue:45701", "issue:43606|issue:44112", - "issue:43504|issue:43653", - "issue:43688|issue:45701" + "issue:43504|issue:43653" ], - "prepared_review_unit_hash": "f6ded9bcd83b3487606a7f731380e4ba33cd04fc2b4e4214d0c5b0e7597c7d1d", + "prepared_review_unit_hash": "d0f3a660d73f4f9670cbe6474209ebe9825b4a10cddd95555c0d974ace9fdf15", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36894, - "estimated_input_tokens": 9224, - "estimated_eval_tokens": 18704 + "serialized_chars": 36898, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: mostly unrelated regressions across different models, configs, tokenizers, and training/inference paths. None of the soft pairs looks like the same underlying bug or change.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue fits the cluster; the items span unrelated bugs and API regressions, so there is no clear duplicate hub.", + "summary": "The cluster is mostly a set of unrelated Transformers bug reports; none of the soft pairs look like the same underlying issue closely enough to merge. I\u2019d keep the Granite tokenization regression as the clearest representative issue in this set.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45812 is the most broadly scoped, high-impact regression report here: it is user-facing, affects all Granite models, and is clearly described as a silent v4\u2192v5 break.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the reports do not share one underlying code-path problem.", + "best_issue_reason": "issue:45812 is the strongest standalone issue to anchor the cluster because it is concrete, severe, and broadly applicable compared with the more niche or model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Different problems: Phi-4 multimodal load failure vs an unreleased PEFT version bump." + "reason": "One is a Phi-4 multimodal load failure; the other is a packaging/version constraint problem for PEFT. Different bugs and different code paths." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to the MPS attention correctness issue." + "reason": "Embedding dtype drift in Blip2 versus an MPS attention correctness issue. No shared failure mechanism." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen VL models is not the same as num_labels propagation in Qwen3.5." + "reason": "Video-input regression in Qwen VL models versus num_labels propagation in Qwen3.5 configs. Related area, but not the same defect." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." + "reason": "Aux-loss normalization bug versus FSDP CPU RAM efficient loading breakage. Distinct training/runtime problems." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to FSDP CPU RAM-efficient loading." + "reason": "Tokenizer special-token handling for one model is not the same as the Granite-wide token ID regression." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video parsing and Qwen3.5 flash-attention generation are different code paths." + "reason": "Qwen3OmniMoe video processing ValueError and Qwen3.5 flash-attention generation issues are different failures." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only fine-tuning token-type defaults and multi-GPU inference OOM are unrelated Gemma4 issues." + "reason": "Missing mm_token_type_ids default for text-only fine-tuning versus CUDA OOM in multi-GPU inference." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Loading a specific model failing is not the same as the HF_HUB_OFFLINE model_info patch regression." + "reason": "Loading cjvt/sleng-bert is a model-specific break; HF_HUB_OFFLINE regression is a hub/network-path bug." }, { - "left": "issue:44493", - "right": "issue:46285", - "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structure differences are unrelated." - }, - { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Documentation/example errors for SigLIP2 versus a processor.tokenizer API regression. Not the same code-path." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are different bugs." + "reason": "Auxiliary loss normalization in MoE models is unrelated to T5 accidentally using apex.FusedRMSNorm." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "A faulty documentation example is not the same as a processor/tokenizer regression in custom model code." + "reason": "Unexpected position-id key warnings and CLIP text-model structure drift are different API/serialization issues." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different model/config bugs." + "reason": "Smollm3 RoPE layer omission and qwen3_omni_moe feature-length helper behavior are unrelated." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to a ZeRO-3 gradient blow-up." + "reason": "Both involve config fields, but one is Qwen3-VL pad_token_id loading and the other is StableLm pad_token_idx after a 5.0 update." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head serialization inconsistency are separate v5 regressions." + "reason": "Custom model initialization breakage is not the same as device-dependent lm_head.weight serialization." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Pad token config absence and multimodal text_config unwrapping are distinct Qwen config issues." + "reason": "SigLIP2 implementation mismatch versus a ZeRO-3 gradient growth issue; different subsystems and symptoms." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Missing Qwen2.5-VL export and Float8 storage lookup failure are unrelated." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "OOM during multi-GPU inference is not the same as a device mismatch in forward with device_map=auto." + "reason": "Missing Qwen2.5-VL import and float8 storage lookup failure are unrelated import/runtime errors." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "CLIP Mac bus error and Qwen2-VL multi-GPU training have no common underlying bug." + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are clearly different." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config loading, but one is a missing pad_token_id attribute and the other is from_config failing to unwrap text_config." + }, + { + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different tokenizer/config issues." + "reason": "CUDA OOM in Gemma4 multi-GPU inference is not the same as a device mismatch in PLE forward with device_map=auto." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage resolution and flash_attn import-key errors are unrelated environment/runtime bugs." + "reason": "Float8 storage deserialization failure and flash_attn KeyError on Python 3.13 are separate import/runtime compatibility bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are unrelated tokenizer/config issues." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field load failure and CPU-offload device mismatch are different loading/runtime problems." + "reason": "Legacy field in Beit model loading versus CPU offload device mismatch in bark-small are different model-specific problems." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to ZeRO-3 gradient growth." + "reason": "Embedding dtype change between train/eval is not the same bug as abnormal gradients under HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx and unexpected _is_hf_initialized arg reflect different initialization regressions." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "Qwen3 MOE weight-conversion failure and Qwen3VL MOE loading breakage are not the same concrete bug." + "reason": "num_labels propagation in Qwen3.5 configs and text_config unwrapping in multimodal configs are adjacent but distinct changes." }, { - "left": "issue:44625", - "right": "issue:45759", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "num_labels propagation and text_config unwrapping are separate composite-config issues." + "reason": "Qwen3 MoE weights not converting under accelerate/deepspeed is not the same as Qwen3VL MoE loading breaking in dev." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM and a PEFT version pin are unrelated." + "reason": "Tensor-parallel OOM on a Qwen2 model and a PEFT version bump issue have no shared code-path." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models and a general tokenization-change report are not the same defect." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU-offload mismatch and a stale GraniteSpeech CI test are not the same bug." + "reason": "CPU offload device mismatch in bark-small is separate from a stale CI test in GraniteSpeech." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different failure modes: legacy preset field vs BigBirdTokenizer special-token registration." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization is unrelated to tokenizer changes across versions." + "reason": "Pretrained Beit loading with a legacy field and BigBirdTokenizer special-token registration are unrelated." } ] }, @@ -7289,7 +7227,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 23, "review_unit_count": 51, "status": "reviewed", @@ -7297,7 +7235,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:15354", "issue:28218", @@ -7351,9 +7289,9 @@ "soft_pairs": [ "issue:44792|issue:45405", "issue:44423|issue:44734", - "issue:29942|issue:30333", "issue:44464|issue:45584", "issue:45588|issue:46050", + "issue:29942|issue:30333", "issue:43994|issue:44493", "issue:43844|issue:44964", "issue:28218|issue:34567", @@ -7378,202 +7316,202 @@ "issue:43295|issue:44610", "issue:43572|issue:44987" ], - "prepared_review_unit_hash": "a220e8eba9f51b8d0a8360e22c427a39082247e998a9464c036528f0fc70e7ee", + "prepared_review_unit_hash": "a023d86fc36f61d3806e12e01a102ae42f37c90b4c371a032d7f044aa86bd07d", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36087, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy heterogeneous cluster of unrelated issues; the soft pairs mostly share only broad subsystem keywords and do not describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster because the items span unrelated tokenizer, generation, serving, multimodal, quantization, and training problems.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (tokenizer, serve, Gemma, etc.) but do not describe the same underlying bug or change. I rejected all proposed edges.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated defects, and none of the soft pairs look like true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate is appropriate as a duplicate target; none of the issues subsumes the others or represents the cluster\u2019s main bug.", + "best_issue_reason": "No strong global best issue; there isn't a single underlying problem tying these issues together.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure and a PEFT version bump are unrelated." + "reason": "Janus test failure vs unreleased PEFT version bump; unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but they hit different code paths: multimodal tensor handling vs KV-cache continuation indexing." - }, - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." + "reason": "Both touch serve, but one is a multimodal .to() crash and the other is KV-cache indexing; different bugs." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different generation bugs." + "reason": "Chunked compiled generation vs Whisper empty-transcription handling; different code paths." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "A flash-attention sink-less-model crash and a sinq save/load quantization regression are not the same issue." + "reason": "Flash-attention aux None crash vs quantized save/load regression; unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures vs MLflow failure-reporting bug; unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 bad outputs and unexpected position-id key warnings are different model/serialization problems." + "reason": "SigLIP2 output quality issue vs unexpected position-id key; not the same defect." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated training vs loading failures." + "reason": "ZeRO-3 gradient inflation vs Phi-4 multimodal loading failure; unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + "reason": "Added-token spacing bug vs TrainerState token counter not updating; different areas." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and NoneType broadcast in Trainer are separate bugs." + "reason": "Slow/fast tokenizer inconsistency vs Trainer broadcast NoneType error; unrelated." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization and quantization offloading are different model-training/runtime issues." + "reason": "Aux-loss normalization vs quantization offloading; different problems." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and an import version check are not the same code-path problem." + "reason": "MPS attention correctness bug vs flex_attention version check; unrelated." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks and tool-call tokenization crashes are distinct chat-template failures." + "reason": "All-zero assistant masks vs tool-call/no-content crash in chat templating; distinct bugs." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation and flash_attn import on Python 3.13 are unrelated." + "reason": "Template-node compile error vs flash_attn import key error on Python 3.13; unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated model-specific bugs." + "reason": "TorchScript GeneratorExp export issue vs SigLIP2 zero probabilities; unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal issues." + "reason": "Video input processing failure vs Gemma4 token-type-id defaulting; different bugs." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization/offloading, but one is offload behavior and the other is broken save/load after sinq quantization." + "reason": "Quantization offloading bug vs sinq save/load corruption; not the same issue." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Missing mm_token_type_ids defaults and PLE device mismatch during forward are separate Gemma4 bugs." + "reason": "Text-only fine-tuning token-id default vs device_map forward mismatch; unrelated." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "Bfloat16 dtype mismatch vs Wav2Vec2 save_pretrained/tokenization failure; different code paths." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are different training-state issues." + "reason": "Embedding dtype change on evaluate vs resume_from_checkpoint key mismatch; unrelated." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states handling are distinct generation bugs." + "reason": "Generation kwargs after sync_gpus vs Qwen3.5 output_hidden_states bug; unrelated." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER padding crashes and return_tensors being ignored are different tokenizer issues." + "reason": "LayoutLMv2 NER padding crash vs return_tensors being ignored; different tokenizer issues." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON list handling are unrelated failures." + "reason": "Gemma4Processor missing _tokenizer in serve vs rope param conversion TypeError; unrelated." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-token spacing and MacOS bus error on a CLIP model are not the same problem." + "reason": "Added-token spacing bug vs CLIP bus error on macOS; unrelated." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device placement mismatch and return_tensors option handling are unrelated bugs." + "reason": "Gemma4 device mismatch vs return_tensors/text_kwargs behavior; not the same bug." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint resume key mismatch do not share a code path." + "reason": "SigLIP2 HF/JAX discrepancy vs checkpoint key mismatch; unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video-shape handling are separate multimodal issues." + "reason": "Processor.tokenizer regression vs batched video-shape bug; different failures." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression and OmDet-Turbo input-size mismatch are different processor/model bugs." + "reason": "Processor.tokenizer regression vs OmDet-Turbo 640px/224px mismatch; unrelated." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLm pad_token_idx config regression and physical-intelligence/fast load failure are unrelated." + "reason": "StableLmConfig pad_token_idx regression vs loading physical-intelligence/fast failure; unrelated." } ] }, @@ -7587,7 +7525,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 24, "review_unit_count": 51, "status": "reviewed", @@ -7595,7 +7533,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:37428", "issue:38175", @@ -7647,269 +7585,266 @@ "issue:46285" ], "soft_pairs": [ - "issue:44554|issue:45356", "issue:39692|issue:46192", - "issue:43950|issue:46285", + "issue:44554|issue:45356", + "issue:43295|issue:43873", "issue:43572|issue:43957", + "issue:43950|issue:46285", "issue:45381|issue:46209", - "issue:43295|issue:43873", - "issue:43550|issue:43844", "issue:44898|issue:45412", + "issue:43550|issue:43844", "issue:44466|issue:45127", "issue:45200|issue:45325", - "issue:45520|issue:46178", "issue:43450|issue:43575", + "issue:45520|issue:46178", "issue:37428|issue:43957", "issue:43334|issue:43525", "issue:43824|issue:43975", "issue:42490|issue:43696", "issue:43278|issue:43856", - "issue:43653|issue:44112", - "issue:38175|issue:43493", "issue:43526|issue:46192", - "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:43653|issue:44112", "issue:44442|issue:45198", + "issue:42915|issue:43824", "issue:43975|issue:45520", "issue:43295|issue:43493", "issue:38175|issue:45412", "issue:37428|issue:43824", - "issue:45759|issue:46285", + "issue:43262|issue:43450", "issue:44561|issue:46234", + "issue:45759|issue:46285", "issue:44514|issue:44521", - "issue:43262|issue:43450", "issue:45520|issue:46170" ], - "prepared_review_unit_hash": "d99521bf9cb51b271eaed482576c13c702a47cd2d4e6fc4e78d6f92716ab12a5", + "prepared_review_unit_hash": "f3f4333c3072b2be8eb996319fab9ad96d6585fc17f90fda77a36880fb298738", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37426, - "estimated_input_tokens": 9357, - "estimated_eval_tokens": 18970 + "serialized_chars": 37419, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Two pairs look like true duplicates: the multimodal config loading regression around missing `pad_token_id`, and the SigLIP2 implementation/discrepancy reports. The rest are different bugs, models, or failure modes despite some superficial similarity.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43334 is the clearest anchor for the shared multimodal loading regression: it has a concrete `pad_token_id` AttributeError and matches the same failure pattern seen in 43525.", + "summary": "This cluster is mostly a loose mix of unrelated Transformers bug reports; the closest subthemes are multimodal/chat-template regressions, config-attribute load failures, and tokenizer/import issues, but the soft pairs are still too different to merge.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 44521 is the broadest and most central-looking report in the multimodal processor/chat-template subset, which is the closest recurring theme in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43334 is the strongest triage candidate overall because it is specific, reproducible, and appears to subsume the Llama4 `pad_token_id` variant.", + "best_issue_reason": "44521 is the best representative issue because it is active, broadly phrased, and centered on a shared multimodal `apply_chat_template` code path rather than a very model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Different problems: MPS attention correctness vs tokenizer codec/regex regression." + "reason": "SigLIP2 documentation/example errors and a `return_tensors`/`text_kwargs` behavior bug are different problems in different code paths." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Docs/example errors and quantization failure do not match a `return_tensors`/`text_kwargs` precedence bug." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are unrelated." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Both are v5 regressions, but one is non-persistent buffer loading and the other is CLIP class structure/attribute layout." + "reason": "Processor.tokenizer regression and quantization/offloading behavior are distinct issues." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Missing `pad_token_idx` in a config is not the same as meta-device model loading breakage." + "reason": "Missing `pad_token_idx` in StableLmConfig is not the same as meta-device model loading failures." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained()` and CLIP text-model structure inconsistency are different regressions." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position indexing and FP8 inference on B200 are unrelated." + "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are different code paths." + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are different model/runtime problems." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile + SDPA failure is unrelated to ZeRO-3 gradient growth." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver resize/interpolation failure is unrelated to RT-DETR memory release behavior." + "reason": "torch.compile/SDPA failure in Bamba and ZeRO-3 gradient growth are not the same bug." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied weights by device is not the same as LoRA merge collapse with extended vocabulary." + "reason": "Serialization of tied weights and LoRA merge collapse with extended vocabulary are related by theme but not the same concrete change or code path." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Default `mm_token_type_ids` handling is different from rope/temporal position scaling." + "reason": "Gemma 4 token-type defaults and Qwen2.5-VL temporal position scaling are separate multimodal issues." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Both are import/backend issues, but they concern different backends and failure mechanisms." + "reason": "Batched video-shape handling and tensor-parallel OOM during model load are unrelated." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Batched video shape bug and tensor-parallel OOM are unrelated." + "reason": "`flash_attn` import-key handling on Python 3.13 and a tensorflow_text backend mapping error are different import bugs." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import failure is a different regression from meta-device loading bugs." + "reason": "Missing flash-attention helper import and meta-device model loading breakage do not share the same underlying fix." }, { "left": "issue:43334", "right": "issue:43525", - "accept": true, - "reason": "Both report the same loading-time `pad_token_id` AttributeError on multimodal config objects, just for different model families." + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they affect different config classes/model families and do not clearly indicate one shared bug." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Missing model export and incorrect detokenization are unrelated." + "reason": "A missing Qwen2.5-VL export and a DeepSeek detokenization regression are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warning and CUDA OOM are different issues." + "reason": "Local-path import warning and GPT-oss OOM are different classes of failure." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Precision/dtype mismatch during evaluate is not the same as MoE training memory inefficiency." + "reason": "Embedding dtype drift and Qwen3 MoE memory inefficiency are separate training/runtime issues." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to a stale CI test." + "reason": "BeitImageProcessorFast label reduction and ignored `return_tensors` are unrelated processor behaviors." }, { "left": "issue:38175", "right": "issue:43493", - "accept": true, - "reason": "Both describe SigLIP2 output/implementation mismatch problems, with the HF model diverging from expected behavior/reference." - }, - { - "left": "issue:43526", - "right": "issue:46192", "accept": false, - "reason": "BEiT label reduction bug is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other an HF-vs-JAX discrepancy; not enough evidence they are the same bug." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "FP8 config failure and missing model export are different problems." + "reason": "BigBird tokenizer special-token registration and GraniteSpeech CI device-override test failure are unrelated." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer loading failure and save/tokenization failure in a different model are not the same bug." + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are different tokenizer issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Qwen2.5-VL import error are unrelated." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Incorrect detokenization and flash-attn import error are unrelated." + "reason": "DeepSeek detokenization regression and `flash_attn` import-key failure are different code paths." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to the SigLIP2 discrepancy report." + "reason": "Custom model processor.tokenizer regression and SigLIP2 implementation discrepancy are not the same issue." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 model output issues and RT-DETR memory leak are unrelated." + "reason": "SigLIP2 zero-probabilities and RT-DETR memory leak are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different missing imports: an internal flash-attention helper vs a model class export." + "reason": "Importing `_flash_supports_window_size` and importing Qwen2_5_VLForConditionalGeneration are different missing-symbol problems." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Composite Qwen config unwrapping and CLIP class structure changes are different code paths." + "reason": "Audio chat-template sampling-rate default and batched video shape handling are unrelated processor bugs." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "These involve different removed/missing utility functions and different affected models." + "reason": "Removal of `is_torch_fx_available` and missing `is_falcon_mamba_ssm_available` are different missing-utility regressions." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Batched padding crash and all-zero assistant mask generation are related area-wise but not clearly the same underlying bug." + "reason": "Composite Qwen config unwrapping in `from_config` and CLIP text-model structural inconsistency are not the same fix." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Audio sampling-rate defaults and video batch shape handling are different processor bugs." + "reason": "Both are about `apply_chat_template` on multimodal inputs, but one is a batched-input crash and the other produces zero assistant masks; the concrete failure modes differ too much to merge." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different platform/backend import failures with different root causes." + "reason": "`flash_attn` import handling and Windows/ROCm torch.distributed dependency issues are unrelated import problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough. In particular, 43334/43525 share the same missing-`pad_token_id` loading failure pattern, and 38175/43493 plausibly describe the same SigLIP2 implementation discrepancy class. The remaining rejects are appropriately cautious given the differing titles and failure modes." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 25, "review_unit_count": 51, "status": "reviewed", @@ -7917,7 +7852,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:29942", "issue:32090", @@ -7969,264 +7904,264 @@ ], "soft_pairs": [ "issue:41720|issue:46209", - "issue:43819|issue:44112", "issue:44610|issue:44857", + "issue:43819|issue:44112", "issue:43827|issue:43901", "issue:43819|issue:45083", "issue:44206|issue:45584", "issue:43335|issue:43550", "issue:44857|issue:45593", "issue:43606|issue:45083", - "issue:44792|issue:45563", "issue:37428|issue:43425", + "issue:44792|issue:45563", "issue:45127|issue:45245", "issue:44448|issue:44743", "issue:45200|issue:45588", "issue:43335|issue:43653", - "issue:45290|issue:45381", "issue:43611|issue:43931", + "issue:45290|issue:45381", "issue:44855|issue:45083", "issue:43550|issue:44112", - "issue:44206|issue:45823", "issue:43819|issue:44493", - "issue:43335|issue:43504", + "issue:44206|issue:45823", "issue:37428|issue:44351", "issue:29942|issue:32090", + "issue:43335|issue:43504", "issue:45588|issue:45859", - "issue:45459|issue:46234", "issue:43278|issue:43825", + "issue:45459|issue:46234", "issue:39692|issue:43526", "issue:43335|issue:45083", - "issue:43388|issue:43526", "issue:45310|issue:45478", + "issue:43388|issue:43526", "issue:39692|issue:44493" ], - "prepared_review_unit_hash": "e1fe8f6549075e6649e7dde51152965d1731373b95967e09880591ca25ff0ca4", + "prepared_review_unit_hash": "01d532bf2363c47fb5a131c171f12558d469f0a5484391f7a89993670a7d0d72", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36865, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: nearly all pairs are related only by broad subsystem or format similarity, not the same underlying bug. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (45310/45478).", - "confidence": 0.84, - "canonical_issue_reason": "issue:45310 is the earliest and more detailed report of the Qwen3.5 MoE `from_pretrained` failure; issue:45478 is effectively the same report with a later timestamp and near-identical title.", + "summary": "Mostly a heterogeneous set of unrelated bug reports. The only clear duplicate pair is the Qwen3.5 Moe `from_pretrained` regression; the rest are different code paths or different models/features.", + "confidence": 0.94, + "canonical_issue_reason": "Pick issue:45310 as the canonical issue for the Qwen3.5 Moe `from_pretrained` regression: it is the earlier, fuller report and issue:45478 is a near-exact duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue here because it is the clearest true duplicate target in the set and has the most complete problem statement for that regression.", + "best_issue_reason": "issue:45310 is the best representative only for the duplicate Qwen3.5 Moe bug; otherwise this cluster is not a single coherent issue family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are model/inference failures, but on different models, hardware, and failure modes (`cudaErrorAssert` on A800 vs FP8 inference on B200)." + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs FP8 inference on B200. Same hardware theme, but not the same bug." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Different code paths: DAC latent reconstruction mismatch vs a GraniteSpeech CI test with stale device override." + "reason": "Different models and code paths: OmDet processor size mismatch vs LwDetrImageLoss AMP crash." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Unrelated bugs in different vision/detection components: processor input size mismatch vs float16 AMP crash in a loss module." + "reason": "DAC latent/forward mismatch is unrelated to GraniteSpeech stale device override CI failure." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues around pipelines, but they target different deprecations and different behavior changes; not the same bug." + "reason": "Both mention docs/pipeline behavior, but one is v5 pipeline removal guidance and the other is TextClassificationPipeline `return_all_scores` docs." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different models and helpers: DAC `from_latents` mismatch vs a Qwen3 Omni MoE feature-length helper issue." + "reason": "DAC STE mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Both involve audio/feature extraction, but one is a feature extractor arg regression and the other is Whisper empty transcription handling." + "reason": "LasrFeatureExtractor center-arg regression is unrelated to Whisper empty transcription generation failure." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different model/config bugs: sparse layer creation in SwitchTransformers vs `torch.compile`/SDPA failure in Bamba." + "reason": "SwitchTransformers config sparse-layer construction and Bamba torch.compile SDPA failure are different model bugs." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Both are detection/training issues, but one is an AMP CUDA crash and the other is missing auxiliary losses when denoising is off." + "reason": "LwDetrImageLoss AMP crash is unrelated to D-FINE auxiliary-loss behavior when denoising is off." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Device-offload mismatch in Bark-small vs a Qwen3 Omni helper function bug; no shared underlying change." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe output-length helper behavior." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Different generation issues: Janus image-generation test failure vs a stale warning for `num_return_sequences`." + "reason": "Both are version/import compatibility reports, but one is a missing flash-attention symbol and the other is a Torch 2.10 compatibility issue." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "One is a missing internal import symbol, the other is a broad Torch 2.10 compatibility issue; not the same defect." + "reason": "Janus image-generation test failure and paged-generate stale warning are different failures with different triggers." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge/embedding-tie collapse is unrelated to the category-cardinality runtime limit error." + "reason": "LoRA merge collapse with extended vocab is unrelated to the category-count limit error." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different problems: output drift across Transformers versions vs recurrent state reset when using cache." + "reason": "Pegasus v4/v5 output differences are unrelated to Qwen3 modular recurrent-state reset logic." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 `mm_token_type_ids` defaulting bug and flash-attention `s_aux=None` crash are separate code paths." + "reason": "Gemma 4 `mm_token_type_ids` defaulting issue is unrelated to flash_attention sink-less `s_aux=None` crash." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/config issues: SwitchTransformers sparse-layer creation vs BigBird mask token registration." + "reason": "SwitchTransformers sparse-layer bug and BigBirdTokenizer special-token registration bug are unrelated." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different failures in different modules." + "reason": "General `base_model_prefix` loading breakage is unrelated to Qwen3-VL-30B-A3B-Instruct weight-shape mismatch." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Both are loading-related, but one is a base-model-prefix breakage and the other is a Qwen3-VL shape mismatch." + "reason": "Chat template tool-call crash is unrelated to qwen2.5-vl video `vision_position_ids` issue." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import/parsing failure in DebertaV2 is unrelated to the Qwen3 Omni feature-length helper behavior." + "reason": "Python 3.13 `torch.jit.script` import failure is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different models and failures: Bamba torch.compile/SDPA issue vs GraniteSpeech device-override CI test." - }, - { - "left": "issue:44206", - "right": "issue:45823", - "accept": false, - "reason": "Both are device/forward issues, but they affect different models and different mechanisms (`center` arg vs device_map auto mismatch)." + "reason": "Bamba torch.compile SDPA failure is unrelated to GraniteSpeech CI device-override test state." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and domains: DAC latent mismatch vs unexpected position-id keys across models." + "reason": "DAC latent mismatch is unrelated to unexpected position-id keys across models." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "SwitchTransformers sparse-layer creation is unrelated to BEiT pretrained preset loading with a legacy field." + "reason": "LasrFeatureExtractor center-arg crash is unrelated to Gemma4 PLE device-mismatch forward failure." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols/classes with different causes and fixes." + "reason": "Different missing imports: `_flash_supports_window_size` vs `HybridCache`." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` `NoneType` errors are unrelated bugs." + "reason": "Flash Attention 2 test failures are unrelated to Trainer `_gpu_broadcast_one` NoneType errors." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Both involve offload/flash-attention-adjacent behavior, but one is `s_aux=None` in flash attention and the other is rotary embedding CPU-offload compatibility." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Beit pretrained preset legacy-field loading." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Tokenizer error masking with protobuf missing is unrelated to the missing `is_falcon_mamba_ssm_available` utility export." + "reason": "Flash attention `s_aux=None` crash is unrelated to Qwen3_5Moe text rotary embedding CPU offload compatibility." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to the pipeline translation error message regression." + "reason": "Embedding dtype mismatch in eval is unrelated to the pipeline translation-support error message regression." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling is unrelated to missing `is_falcon_mamba_ssm_available` import helper." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs example problems and BEiT fast processor label reduction are different model-specific issues." + "reason": "SigLIP2 docs/model-processor mismatch is unrelated to BeitImageProcessorFast `reduce_labels` returning one label." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Completely different bugs: SwitchTransformers config handling vs Qwen3 Omni feature extraction helper behavior." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Both concern label handling, but one is `gather_for_metrics` dropping tuple elements and the other is BEiT fast processor `reduce_labels` truncation." + "reason": "SwitchTransformers sparse-layer bug and qwen3_omni_moe feature-length helper bug are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "These are the same Qwen3.5 MoE `from_pretrained` regression, with near-identical titles and overlapping version scope." + "reason": "Same underlying bug: identical Qwen3.5 Moe `from_pretrained` failure on transformers>=5.4.0; 45478 is a duplicate of 45310." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "`gather_for_metrics` tuple-label truncation is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs/quantization issues and position-id warnings are unrelated." + "reason": "SigLIP2 doc/quantization example errors are unrelated to unexpected position-id keys." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted duplicate pair, issue:45310/issue:45478, is well-supported by identical titles and overlapping regression scope. The other pairwise rejections stay safely on the cautious side and are not overstated." + "feedback": "The verdicts are conservative and grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and matching regression scope. The rest of the rejections are reasonable distinctions based on different models, code paths, or failure modes, and the summary does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -8237,7 +8172,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 26, "review_unit_count": 51, "status": "reviewed", @@ -8245,7 +8180,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:28218", "issue:29127", @@ -8303,22 +8238,22 @@ "issue:43335|issue:44112", "issue:43335|issue:45593", "issue:42490|issue:43854", - "issue:45920|issue:46192", - "issue:44360|issue:44561", "issue:43606|issue:44857", + "issue:45920|issue:46192", "issue:38175|issue:44493", - "issue:44977|issue:45229", + "issue:44360|issue:44561", "issue:44857|issue:45072", + "issue:44977|issue:45229", "issue:44448|issue:44977", "issue:34689|issue:35141", "issue:43701|issue:45083", "issue:29127|issue:32090", "issue:43550|issue:45083", "issue:43927|issue:45698", - "issue:40444|issue:43526", "issue:42490|issue:43575", - "issue:44561|issue:44779", + "issue:40444|issue:43526", "issue:29942|issue:35141", + "issue:44561|issue:44779", "issue:44977|issue:45563", "issue:44568|issue:45491", "issue:44857|issue:45588", @@ -8326,230 +8261,230 @@ "issue:43746|issue:46209", "issue:43412|issue:45588", "issue:45198|issue:45803", - "issue:43611|issue:46285", "issue:43278|issue:43381", + "issue:43611|issue:46285", "issue:45588|issue:45823" ], - "prepared_review_unit_hash": "d491aea8456d54bd41215fde5b1a36b13c9bc4a077785ca53aecab7748c72ec9", + "prepared_review_unit_hash": "44b79b326a0a7a0dfae1253b820405d02b53643270f237f5420a7a0a8d2aab65", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37439, - "estimated_input_tokens": 9360, - "estimated_eval_tokens": 18976 + "serialized_chars": 37451, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster here: the items are mostly unrelated bugs/regressions with a few superficial overlaps around tokenization, loading, and v5 regressions. I would not merge any of the soft pairs.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45920 is the broadest and most central issue in the set: it describes a multi-model v5 tokenizer regression, has inbound references, and best matches the cluster\u2019s recurring tokenizer-regression theme.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with a loose theme around v5-era tokenizer/loading regressions. None of the soft pairs are close enough to treat as the same underlying bug/change. The broadest representative issue is the multi-model tokenizer regression report.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue here: it aggregates a v5 tokenizer regression across multiple model families, which matches the cluster\u2019s main recurring theme better than the narrower single-model reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best representative issue because it is open, high-signal, and spans several affected models rather than a single narrow edge case.", + "best_issue_reason": "issue:45920 is the best issue to anchor the cluster because it is broad, current, and captures the dominant tokenizer-regression pattern seen across several related items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing bug vs embedding reinit after resize; different code paths and symptoms." + "reason": "Different bug classes: tokenizer spacing after added tokens vs embedding reinitialization after resize; unrelated code paths." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading failure vs a stale CI test for GraniteSpeech; unrelated problems." + "reason": "Packed-weight loading failure and a stale CI device-override test are unrelated." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but the affected models and failure descriptions are too different to treat as the same bug." + "reason": "Both are v5 regressions, but they affect different models and failure modes; not the same concrete bug." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug vs GraniteSpeech CI test failure; no shared underlying defect." + "reason": "Config-layer construction bug vs GraniteSpeech CI test failure; no shared underlying defect." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer config creation bug vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "Sparse layer creation and missing auxiliary losses are unrelated model behaviors." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Trailing-slash import warning vs model-loading failure in tests; different issues." - }, - { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "Wrong token IDs regression vs return_tensors being ignored; both touch tokenization APIs but not the same bug." + "reason": "Local-path trailing-slash warning and GLM-4.7-Flash loading failure are different issues." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "DSA indexer ReLU discussion vs a v5 trust_remote_code breakage; unrelated." + "reason": "CPU offload device mismatch and AMP float16 loss crash are different runtime problems." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "CPU offload device mismatch vs float16 AMP crash; different failures." + "reason": "Tokenizer ID regression across many models vs silently ignored return_tensors handling; related area, but not the same bug." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities vs unexpected position-id key warnings; not the same underlying problem." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms and code paths." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Flash-attention generation bug vs multi-GPU OOM; unrelated symptom and cause." + "reason": "DSA indexer activation issue vs trust_remote_code breakage from removed utility; unrelated." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different dtype-related failures in different models/code paths; not the same bug." + "reason": "Different crashes in different models and dtype regimes; not mergeable as one fix." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; unrelated failure modes." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output mismatch vs Qwen3.5 flash-attention generation issue; too different." + "reason": "Different models and behaviors: Pegasus output drift vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading regression vs post_init reinitialization after embedding resize; unrelated." + "reason": "Model-loading breakage for Llama vision vs embedding reinit after resize; separate defects." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch vs helper output-length behavior; no shared code-path bug." + "reason": "Checkpoint key mismatch and a feature-length helper bug are unrelated." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs Trainer NoneType broadcast crash; unrelated." + "reason": "LayoutLMV3 error messaging vs Trainer GPU broadcast type error; not the same bug." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure vs feature-length helper behavior; different problems." + "reason": "torch.compile/SDPA failure in Bamba vs feature-length helper behavior in Qwen3 Omni MoE." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Custom token IDs lost on save/load vs wrong custom module loaded after save_pretrained; both are loading-related but not the same defect." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Multi-image iterable finetuning failure vs BeitImageProcessorFast label reduction bug; unrelated." + "reason": "Both involve save/load, but one is config token IDs and the other is wrong custom module resolution; different root causes." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path warning vs tensor-parallel OOM; unrelated." + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to tokenizer output regressions." + "reason": "Qwen2.5-VL iterable dataset failure and BEiT label reduction bug are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures vs embedding reinit after resize; unrelated." + "reason": "Flash Attention 2 test failures and output embedding reinitialization are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression do not share the same code path." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Generation bug vs stale warning text for num_return_sequences; not the same issue." + "reason": "Flash-attention generation bug and a stale num_return_sequences warning are distinct issues." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token regression vs Gemma3 NaN embeddings on mixed-length batches; different subsystems." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash vs flash_attention.py AttributeError on sink-less models; different code paths." + "reason": "Different flash-attention-related crashes with different triggers and models." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure vs flash_attention.py s_aux=None crash; unrelated." + "reason": "Gemma 4 processor import failure and sink-less flash_attention AttributeError are separate bugs." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT checkpoint loading issue vs FP8 inference failure on B200; unrelated." + "reason": "PEFT adapter local-checkpoint load failure and FP8 inference on B200 are unrelated." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export failure vs flash_attention AttributeError; unrelated." + "reason": "Executorch export guard/import support issue vs flash_attention sink-less crash are different problems." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure vs Fuyu bare-except bug; different models and causes." + "reason": "Wav2Vec2 save/tokenization failure and bare-except swallowing errors in Fuyu are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift and eval-mode gradient checkpointing restriction are different concerns." }, { "left": "issue:43611", "right": "issue:46285", "accept": false, - "reason": "General base_model_prefix loading break vs CLIP model structure inconsistency; related theme but not the same concrete bug." + "reason": "Both concern model-loading structure changes, but they target different classes and concrete breakages; too broad to merge." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "flash_attention.py sink-less crash vs Gemma4 PLE device mismatch; different failures." - }, - { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "Embedding dtype drift in eval vs gradient-checkpointing in eval mode; unrelated." + "reason": "Flash-attention sink-less crash and Gemma4 PLE device mismatch are different runtime failures." } ] }, @@ -8563,7 +8498,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 27, "review_unit_count": 51, "status": "reviewed", @@ -8571,7 +8506,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:10000", "issue:15354", @@ -8624,215 +8559,215 @@ "soft_pairs": [ "issue:44448|issue:44466", "issue:36010|issue:37428", - "issue:43653|issue:44743", "issue:25251|issue:32090", + "issue:43653|issue:44743", "issue:45245|issue:45563", - "issue:45459|issue:45712", "issue:44186|issue:45198", + "issue:45459|issue:45712", "issue:43065|issue:45412", - "issue:43611|issue:46121", "issue:44361|issue:45198", + "issue:43611|issue:46121", "issue:33357|issue:39692", - "issue:45372|issue:45459", "issue:44871|issue:44977", "issue:29127|issue:34567", + "issue:45372|issue:45459", "issue:44206|issue:44479", - "issue:43976|issue:45440", - "issue:42915|issue:42994", "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:43976|issue:45440", "issue:43994|issue:45412", + "issue:43278|issue:43575", "issue:44265|issue:45198", "issue:43066|issue:44462", - "issue:43278|issue:43575", "issue:10000|issue:15354", - "issue:43873|issue:45229", "issue:42490|issue:43873", + "issue:43873|issue:45229", "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "78d6a42930bf813fe098921a2540f5694d18fce77987a273192a342a0006f5bb", + "prepared_review_unit_hash": "733a89599c1ec8d6fef3b551d36a480cef3746312423f7d381532a03f7314d81", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35041, - "estimated_input_tokens": 8761, - "estimated_eval_tokens": 17778 + "serialized_chars": 35040, + "estimated_input_tokens": 8760, + "estimated_eval_tokens": 17776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad themes like transformers bugs, import errors, or model regressions, but they describe different code paths, symptoms, and fixes. No PRs are present in the cluster.", + "summary": "All proposed soft edges look like unrelated bugs or regressions rather than true duplicates. The cluster is heterogeneous, so there is no single safe canonical duplicate target; no PRs are present.", "confidence": 0.96, - "canonical_issue_reason": "issue:43873 is the best cluster anchor because it is open, has the most discussion/inbound references, and is a broader runtime behavior bug rather than a highly specific one-off symptom.", + "canonical_issue_reason": "No canonical issue: the items span unrelated subsystems and failure modes (tokenizers, generation, export, vision, training, quantization, docs).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable issue representative overall: it is active, broadly framed, and likely to attract follow-up fixes or references.", + "best_issue_reason": "issue:44462 is the clearest standalone bug in the set: it names a specific loader regression, has a concrete failure mode, and is broadly user-facing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both concern generation/serialization differences in v4 vs v5, but one is about Pegasus output changes and the other about lm_head.weight serialization; different failure modes and likely different fixes." + "reason": "Different bugs: one is generation output changes between v4/v5, the other is serialization of lm_head.weight/tied weights." }, { "left": "issue:36010", "right": "issue:37428", "accept": false, - "reason": "Both are ImportErrors in transformers, but they involve unrelated symbols and modules: GenerationMixin vs _flash_supports_window_size." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "Tokenizer special-token registration causing empty decode is unrelated to Qwen recurrent state reset with cache." + "reason": "Both are ImportErrors, but for different missing symbols in different modules with different fixes." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k output nesting and Trainer _gpu_broadcast_one NoneType errors are different subsystems and bug classes." + "reason": "Pipeline top_k nesting bug vs Trainer NoneType broadcast error; unrelated code paths." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Category-limit runtime error and stale num_return_sequences warning are unrelated; one is a hard validation failure, the other a warning bug." + "reason": "BigBird tokenizer special-token registration vs Qwen recurrent-state reset with cache; not the same issue." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Protobuf exception masking tokenizer errors is unrelated to leftover dummy classes leaking into dir(transformers)." + "reason": "Category-count RuntimeError and stale warning text are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "LayoutLMv2 NER/batching crash vs Wav2Vec2 save/tokenization failure; different models and failures." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to RT-DETR model memory not being released." + "reason": "One hides tokenizer errors without protobuf; the other is leftover dummy classes leaking into API surfaces." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "base_model_prefix loading regression and rope validation TypeError are separate loading/validation paths." + "reason": "Dummy conv in Sam3PixelDecoder vs RT-DETR memory not released; no shared root cause." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer task AttributeError is not the same bug as Wav2Vec2 save_pretrained and tokenization failures." + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Both mention CLIP/SigLIP-style vision issues, but one is a MacOS bus error with a community CLIP model and the other is a documentation example mismatch plus quantization failure." + "reason": "base_model_prefix loading regression vs rope validation type handling; separate areas." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Gemma 4 processor loading fails due to a missing ReasoningEffort import, while the other issue is about protobuf decode-error handling in tokenizers." + "reason": "MacOS bus error with a community CLIP model vs SigLIP2 doc example errors; different problems." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "An eos_token_id configuration mismatch is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "eos_token_id mismatch is unrelated to flash-attention generation regression." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 box-content error messaging and TrainerState num_input_tokens_seen not updating are unrelated issues." + "reason": "LayoutLMv3 error-message clarity issue vs TrainerState counter not updating; not duplicates." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor loading ImportError vs hidden tokenizer errors behind protobuf guard; distinct bugs." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg regression and Qwen video-input regression are different models and different API paths." + "reason": "Feature extractor center-arg regression vs video-input regression for Qwen variants; different code paths." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Python version compatibility failure and DeepseekV3MoE divergence describe unrelated problems." + "reason": "Flash Attention 2 test failures vs void segmentation map processing; unrelated." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but not the same concrete bug." + "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; separate quantization issues." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are different functional areas with different symptoms." + "reason": "Python version compatibility regression vs DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Gemma4 SigLIP2 nonsensical outputs and RT-DETR memory retention are unrelated." + "reason": "SigLIP2 wrong outputs vs RT-DETR memory leak; different subsystems." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "dtype change during evaluate vs tensor-parallel OOM; not the same bug." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization issues." + "reason": "torch.export failure on torch_compilable_check vs Wav2Vec2 save/tokenization failure; unrelated." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-related but distinct loading/selection bugs." - }, - { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "Embedding dtype drift in eval and TP loading OOM for Qwen2-57B are unrelated training vs loading problems." + "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but different concrete faults." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are clearly different model/runtime problems." + "reason": "German DistilBertModel issue vs GeneratorExp unsupported in torch.jit.script; unrelated." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are related only at a very high level; the concrete failure modes and code paths differ." + "reason": "Local-path import warning with trailing slash vs quantization offloading not working; distinct loading issues." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Local-path trailing-slash import warning is a narrow path-resolution bug, unlike the broader quantization offloading issue." + "reason": "Offloading/quantization behavior vs Gemma4 multi-GPU OOM; different causes and fixes." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "KV-cache continuation indexing crash in serve vs Gemma4Processor missing _tokenizer; unrelated runtime failures." } ] }, @@ -8846,7 +8781,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 28, "review_unit_count": 51, "status": "reviewed", @@ -8854,7 +8789,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:29127", "issue:29942", @@ -8908,229 +8843,229 @@ "soft_pairs": [ "issue:43421|issue:45491", "issue:43381|issue:43701", - "issue:43065|issue:43994", "issue:43653|issue:44442", + "issue:43065|issue:43994", "issue:44610|issue:45412", "issue:41720|issue:45229", "issue:32090|issue:33357", "issue:43756|issue:45440", - "issue:45372|issue:45406", "issue:43278|issue:43329", - "issue:43526|issue:45834", + "issue:45372|issue:45406", "issue:29942|issue:36010", + "issue:43526|issue:45834", "issue:43723|issue:44554", "issue:43761|issue:45859", "issue:45440|issue:45593", "issue:45103|issue:45372", "issue:43526|issue:44186", "issue:43575|issue:43701", - "issue:43334|issue:43531", - "issue:43526|issue:44857", - "issue:43575|issue:44387", "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43526|issue:44857", + "issue:43334|issue:43531", "issue:44977|issue:45245", "issue:43824|issue:44279", "issue:44442|issue:45072", - "issue:43646|issue:44077", "issue:29127|issue:35141", + "issue:43646|issue:44077", "issue:44743|issue:44811" ], - "prepared_review_unit_hash": "0be208737bfef5f374b32b9333e011fd09aa35aedf6902595d5474d686118c9b", + "prepared_review_unit_hash": "077c0a957c6436a70d041ed7eec27048cbcc43c21d6fc74199282f069afc89b8", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36184, - "estimated_input_tokens": 9046, - "estimated_eval_tokens": 18348 + "serialized_chars": 36178, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated bugs across different models, tokenizers, and runtime paths. I do not see any true duplicates to merge, so the cluster should stay split.", - "confidence": 0.92, - "canonical_issue_reason": "No strong canonical duplicate exists. If forced to pick an anchor, issue 45229 is the most broadly documented and discussed user-facing regression, but it is not a duplicate of the others.", + "summary": "These are mostly unrelated bug reports across different models, loaders, and runtime paths; the soft-similarity links look superficial, so every candidate edge should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate emerges from this set; if forced to anchor the cluster, issue:43526 is the most repeated and narrowly scoped report, but it is not the same bug as the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 is the strongest standalone report by discussion volume and repro detail, so it is the best representative only as a noisy cluster anchor.", + "best_issue_reason": "Issue:43526 is the safest representative only because it appears in multiple soft-similarity candidates, but the overall set is too heterogeneous to treat as one duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizer post-processor runtime update bug vs. Gemma3 NaN embeddings in sliding-window attention; different code paths and symptoms." + "reason": "Different subsystems: runtime tokenizer post-processor updates vs Gemma3 sliding-window NaNs on mixed-length GPU batches." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction vs. checkpoint resume key mismatch; unrelated failures." + "reason": "Unrelated failures: gradient-checkpointing behavior in eval mode vs resume_from_checkpoint key mismatch." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." + "reason": "Different tokenizer bugs: BigBird special-token registration vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "BigBirdTokenizer special-token registration issue vs. AutoTokenizer failing on a FastSpeech2 tokenizer; different tokenizer bugs." + "reason": "Different models and symptoms: a dummy Conv2d in Sam3PixelDecoder vs bad SigLIP2 inference outputs." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor image-size mismatch vs. RT-DETR memory not being released; not the same bug." + "reason": "Processor input-size mismatch is unrelated to RT-DETR memory not being released after deletion." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "A800 cudaErrorAssert during auto device mapping vs. multi-GPU OOM on Gemma4; both CUDA-related but different concrete failures." + "reason": "Different failure modes and models: Qwen3 auto-device-map cuda assert vs Gemma4 multi-GPU OOM." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError on NoneType vs. MacOS bus error in CLIP loading; unrelated." + "reason": "Trainer broadcast NoneType error is unrelated to the MacOS bus error on a CLIP community model." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer counting bug vs. DeepseekV3MoE divergence from remote implementation; different model logic." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "mistral_common import breakage for Gemma4 processor loading vs. Gemma4Processor missing _tokenizer in serve; different failure points." + "reason": "Both involve model parity, but they are different architectures and concrete bugs: Smollm3 RoPE-layer truncation vs DeepseekV3MoE divergence." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype regression vs. undefined video multimodal-token helpers; unrelated." + "reason": "Different code paths: dtype drift between train/eval embedding layers vs undefined video multimodal token helpers." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs. Kosmos2.5 long-OCR index error; not the same underlying issue." + "reason": "Gemma4 issues, but not the same bug: missing ReasoningEffort import vs missing _tokenizer attribute in serve." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures vs. GenerationMixin import error; different regressions." + "reason": "Flash Attention 2 test failures are not the same as the GenerationMixin import breakage." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index errors." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "AutoTokenizer loading failure in v5 vs. MPS attention correctness issue; unrelated." + "reason": "Tokenizer loading regression and MPS attention correctness bug are different issues." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs. Qwen3_5Moe rotary embedding CPU-offload incompatibility; different code paths." + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation divergence vs. D-FINE auxiliary-loss omission; unrelated model behavior." + "reason": "DeepSeek MoE implementation divergence is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotations crash vs. Gemma4 processor dependency import breakage; different subsystems." + "reason": "Auto-docstring annotation parsing crash is unrelated to the Gemma4 ReasoningEffort import problem." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs. LayoutLMv2Tokenizer crashes on NER padding/truncation; different tokenizer/image-processor issues." + "reason": "Different processors and failure modes: BeitImageProcessorFast label handling vs LayoutLMv2Tokenizer NER/padding crashes." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM loading Qwen2-57B vs. checkpoint key mismatch; unrelated." + "reason": "Model load OOM is unrelated to a resume_from_checkpoint key mismatch." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Qwen3-VL missing pad_token_id vs. Qwen3-MoE sliding_window issue; same family name but different concrete bugs." + "reason": "Import warning on trailing-slash local paths is unrelated to gradient checkpointing in eval mode." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "BeitImageProcessorFast label handling vs. LwDetrImageLoss float16/CUDA crash; unrelated." + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory reservation." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Model loading OOM for a specific Qwen checkpoint vs. int4 quantization reserved-memory regression; different causes." + "reason": "Label reduction in BEiT image processing is unrelated to LwDetrImageLoss AMP/CUDA crashes." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Trailing-slash import warning vs. eval-mode gradient checkpointing restriction; unrelated." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding-window behavior are different bugs." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs. category-count overflow runtime error; unrelated." + "reason": "Flash-attention generation bug is unrelated to the categories-cardinality runtime error." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2.5-VL import error vs. vague dependency issue; not the same bug." + "reason": "Specific Qwen2.5-VL import failure is not the same as a general dependency issue with transformers." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure vs. bfloat16 dtype mismatches in inference; different areas." + "reason": "AutoTokenizer loading failure and dtype mismatches in inference are different problems." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Broad Transformers 5.0 custom init regression vs. a specific patchtsmixer post_init policy issue; related theme, but not the same concrete bug." + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization in post_init are unrelated." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "LayoutLMv3 box-information error message vs. token embedding reinit after resize; unrelated." + "reason": "General Transformers 5.0 custom-init breakage is not the same as the patchtsmixer post_init policy issue." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset bug vs. Whisper batch_decode skip_special_tokens bug; different processors/models." + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are unrelated bugs." } ] }, @@ -9144,7 +9079,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 29, "review_unit_count": 51, "status": "reviewed", @@ -9152,7 +9087,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:28218", "issue:32090", @@ -9206,8 +9141,8 @@ "soft_pairs": [ "issue:42915|issue:43931", "issue:43262|issue:44206", - "issue:43452|issue:45588", "issue:44977|issue:45584", + "issue:43452|issue:45588", "issue:33357|issue:38175", "issue:44062|issue:45907", "issue:44464|issue:45491", @@ -9220,215 +9155,215 @@ "issue:34689|issue:43611", "issue:32090|issue:33290", "issue:43720|issue:44442", - "issue:44479|issue:45290", "issue:44442|issue:45803", + "issue:44479|issue:45290", + "issue:34689|issue:36010", "issue:43931|issue:45216", + "issue:43493|issue:43827", "issue:42175|issue:46234", - "issue:34689|issue:36010", "issue:43550|issue:44743", - "issue:43493|issue:43827", + "issue:43873|issue:44871", "issue:42907|issue:45698", + "issue:43643|issue:44913", "issue:43316|issue:45759", - "issue:43873|issue:44871", - "issue:43761|issue:44188", - "issue:43643|issue:44913" + "issue:43761|issue:44188" ], - "prepared_review_unit_hash": "f99af3fce1d3b85f014cc8b0067f58c399be55895993fbb6b78f1d6d19d90994", + "prepared_review_unit_hash": "fcef9c61ab0b0c881e56dddf0c4a6e31e14e30239edacf5d49ce0dfeb6a7afc5", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36269, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicate cluster here: the issues are broadly heterogeneous, and the soft links are only superficial topic overlaps. All soft-edge candidates should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs/features (tokenizer, trainer, quantization/offloading, model loading, docs, packaging), so there is no shared root cause to anchor the cluster.", + "summary": "This cluster is not a true duplicate set: the issues span unrelated regressions and feature bugs across tokenization, model loading, quantization, training, audio, docs, and backend utilities. All soft links look like superficial thematic similarity rather than the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue stands out because there is no unified underlying problem; choosing any one issue would misrepresent the rest of the set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading failures, but for different models and different failure modes (FineGrainedFP8Config vs weight-shape mismatch)." + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs shape-mismatch loading for Qwen3-VL-30B; not the same code path." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Different audio/processor bugs: sampling-rate defaulting vs an unsupported argument in feature extraction." + "reason": "Audio processor chat-template sampling-rate bug vs LasrFeatureExtractor unsupported-center crash; unrelated components." }, { - "left": "issue:43452", - "right": "issue:45588", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Different code paths and failures: GGUF loading in from_pretrained vs flash-attention crashing on s_aux=None." + "reason": "Qwen3.5 flash-attention generation issue vs Whisper empty-transcription after special-token alignment; distinct model paths." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Both involve generation, but on unrelated models and bugs (Qwen3.5 flash-attn vs Whisper empty transcription after special-token alignment)." + "reason": "gguf_file loading breakage vs flash_attention sink-less s_aux=None crash; different subsystems and failure modes." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "Different multimodal models and distinct symptoms: MacOS bus error vs zero probabilities." + "reason": "MacOS bus error on CLIP load vs SigLIP2 zero probabilities; both vision-related but not the same bug." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Completely unrelated: AddedToken keyword conflict vs list_repo_files not forwarding revision." + "reason": "Tokenizer AddedToken keyword conflict vs list_repo_files revision forwarding in CI; no overlap in code path." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Both affect inference, but one is compiled chunked generation and the other is Gemma3 NaNs from mixed-length sliding-window attention." + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window attention; different model/bug mechanisms." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a Trainer broadcast TypeError." + "reason": "Tokenizer added-token spacing issue vs Trainer NoneType GPU broadcast error; unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Deepspeed/Adafactor OOM is unrelated to TrainerState token-count tracking." + "reason": "AdaFactor/DeepSpeed OOM vs num_input_tokens_seen not updating; not the same defect." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different model families and failures: tokenizer loading vs Perceiver image classification at non-default resolution." + "reason": "FastSpeech2ConformerTokenizer load failure vs Perceiver non-default-resolution interpolation failure; separate tokenizer vs vision-model bugs." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Eval-mode gradient checkpointing and quantized offloading are distinct runtime issues with different root causes." + "reason": "Gradient checkpointing eval-mode restriction vs offloading with quantization; different behaviors and fixes." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API issues, but they concern different models and different missing/incorrect fields." + "reason": "Gemma3TextConfig API discrepancy vs Llama4Config missing pad_token_id; both config issues but not the same field/problem." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Different model-specific bugs: Phi-4 multimodal loading vs DeepSeekV3 implementation divergence." + "reason": "Phi-4 multimodal loading regression vs DeepseekV3MoE divergence from remote implementation; distinct model families and causes." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but one is a specific model breakage and the other is a broad base_model_prefix regression." + "reason": "Llama 3.2 Vision model loading breakage vs base_model_prefix loading regression; both load-time issues but different attributes and paths." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to an Adafactor+deepspeed OOM." + "reason": "Trainer GPU broadcast TypeError vs DeepSpeed AdaFactor OOM; not related beyond training context." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight handling during accelerate loading is unrelated to FastSpeech2ConformerTokenizer loading." + "reason": "BitNet packed-weight unpacking bug during accelerate loading vs tokenizer load failure for FastSpeech2Conformer; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs FuyuBatchFeature bare-except error handling; different files and behavior." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression for Qwen VL models is not the same bug as chat-template crashes on tool-call messages." + "reason": "Video-input regression for Qwen VL models vs chat-template crash on tool-call assistant messages; different features." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are different failures." + "reason": "Llama 3.2 Vision loading regression vs GenerationMixin import error; both import/load related but not the same bug." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Model-shape mismatch on load is unrelated to incorrect save_pretrained checkpoint contents for Qwen3.5." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 save_pretrained regression; one is load-time, the other save-time." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Packaging/backend dependency issue and missing import_utils symbol are distinct maintenance problems." + "reason": "SigLIP2 implementation discrepancy vs docs still referencing removed pipeline(); one is model math, the other documentation." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Both mention loading/imports, but they are separate regressions with different affected APIs and causes." + "reason": "Torch-only install missing tensorflow backend vs missing import_utils symbol; packaging/backend availability mismatch, not duplicate." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "Different models and code paths: Bamba torch.compile SDPA failure vs Qwen3.5 recurrent-state reset with cache." + "reason": "Bamba torch.compile SDPA failure vs Qwen3.5 recurrent states reset with cache; different model internals." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "A model implementation discrepancy is unrelated to documentation still referencing pipeline()." + "reason": "Quantization offloading issue vs Gemma-3 eos_token_id config mismatch; unrelated." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load flows, but one is dequantized-model saving and the other is custom-module resolution after save_pretrained." + "reason": "Saving dequantized Ministrals/Devstrals vs from_pretrained loading wrong custom module after save_pretrained; both save/load related but different failure points." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Config API mismatch and from_config text_config unwrapping are different composite-model issues." + "reason": "trust_remote_code missing fields in AutoConfig return vs GPTNeoX rotary_pct not persisting on reload; separate config serialization bugs." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Quantized offloading behavior and eos_token_id config inconsistency are unrelated." + "reason": "Gemma3TextConfig API discrepancy vs AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs; different config shapes." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVision hidden-states regression is unrelated to attention-kernel divergence under torch.compile." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Different configuration-loading bugs: missing fields with trust_remote_code vs rotary_pct not persisting on reload." + "reason": "CLIPVisionModel hidden_states=None regression vs diverging attention kernels under torch.compile; unrelated code paths." } ] }, @@ -9442,7 +9377,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 30, "review_unit_count": 51, "status": "reviewed", @@ -9450,7 +9385,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:25251", "issue:28282", @@ -9503,222 +9438,222 @@ "soft_pairs": [ "issue:45290|issue:46209", "issue:44855|issue:45137", - "issue:44568|issue:45479", + "issue:33290|issue:34689", "issue:44190|issue:44496", + "issue:44568|issue:45479", "issue:44077|issue:44479", - "issue:33290|issue:34689", - "issue:44987|issue:46178", "issue:43650|issue:46202", + "issue:44987|issue:46178", "issue:29127|issue:33357", "issue:25251|issue:28282", "issue:43295|issue:43825", "issue:42617|issue:43575", "issue:43550|issue:43701", "issue:43606|issue:43701", - "issue:43316|issue:43716", + "issue:43575|issue:43742", "issue:33290|issue:35141", + "issue:43316|issue:43716", "issue:43540|issue:44514", "issue:33290|issue:45656", - "issue:43575|issue:43742", "issue:43316|issue:44877", + "issue:44871|issue:45584", "issue:44162|issue:44792", + "issue:43295|issue:44871", "issue:43404|issue:43441", - "issue:44871|issue:45584", "issue:45803|issue:46170", - "issue:43295|issue:44871", - "issue:41950|issue:43475", - "issue:43065|issue:44617" + "issue:43065|issue:44617", + "issue:41950|issue:43475" ], - "prepared_review_unit_hash": "61afeda2d5923404639036cacf4b383cd7ccbceb82d05dd20605f8b60105d5ad", + "prepared_review_unit_hash": "be7ed8666cbb3e378a68d7f761804b61d46346cf0309232150a0071b7342e00a", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35144, - "estimated_input_tokens": 8786, - "estimated_eval_tokens": 17828 + "serialized_chars": 35139, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose bundle of mostly unrelated bug reports and regressions across pipelines, model loading, tokenization, DeepSpeed, and multimodal processors. The soft pairs share only broad subsystem similarity, not the same concrete failure mode, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:33290 is the most connected item in the cluster (three candidate links) and is a concrete, user-facing bug report, so it is the best representative anchor for this noisy set.", + "summary": "This cluster is noisy and heterogeneous: the soft pairs span unrelated bugs across pipelines, tokenizers, model loading, DeepSpeed, and vision/video models. I found no true duplicate pair, so none of the soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43825 is the broadest user-facing regression in the set and has inbound references, so it is the least-bad anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33290 is the strongest issue candidate by connectivity and specificity; it represents a real, actionable bug better than the more generic or narrowly scoped reports.", + "best_issue_reason": "Issue 43825 is the most central and broadly applicable issue here; the rest are mostly unrelated regressions or model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45290", "right": "issue:46209", "accept": false, - "reason": "Different failure domains: chat template/tool-call handling vs FP8 inference on B200. No shared code-path or fix." + "reason": "Different bugs: chat-template/tool-call crash vs FP8 inference failure on B200." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 TorchScript parsing error and DeepSpeed ZeRO3 deque error are unrelated bugs." + "reason": "Python 3.13 TorchScript parsing error vs DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Tokenizer special-token behavior and sequence-classification zero-loss logic are distinct issues." + "reason": "DeepSpeed Adafactor OOM vs model-loading regression for Llama 3.2 Vision." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script and unrecognized model loading are unrelated." + "reason": "Local dataset loading issue vs unrecognized model/config loading error." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior vs degenerate zero-loss classification bug." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Optional post_init validation and video-input regression in Qwen models do not describe the same bug." + "reason": "Optional post_init policy in patchtsmixer vs video-input regression for Qwen variants." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision model loading failure are different code paths and symptoms." + "reason": "No clear technical overlap; one is a vague report, the other is a Gemma pipeline roundtrip bug." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "A model-loading regression for a specific repo and a backend-mapping error for tensorflow_text are unrelated." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "Placeholder spam title versus Gemma pipeline roundtrip failure; no shared underlying defect." + "reason": "Loading a specific model vs backend-mapping error for tensorflow_text." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a MacOS bus error on CLIP are not the same problem." + "reason": "LayoutLMv3 error-message clarity vs MacOS bus error in CLIP model loading." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline output-shape bug and missing-PyTorch ImportError are entirely separate." + "reason": "Pipeline top_k nesting bug vs missing PyTorch import dependency." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both touch pipeline/processor behavior, but one is a processor-tokenizer regression and the other is an incorrect translation-task message; not the same fix." + "reason": "Processor/tokenizer regression vs pipeline translation-task support message regression." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A script execution issue and an OOM during tensor-parallel model loading are different failures." + "reason": "3d_parallel.py failure vs tensor-parallel OOM on Qwen2-57B-A14B-Instruct." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." + "reason": "torch.compile/SDPA failure vs resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch do not share a concrete code-path." + "reason": "CPU offload device mismatch vs checkpoint key mismatch; unrelated code paths." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and image preprocessor dtype mismatch are separate configuration/model issues." + "reason": "OOM when loading a large Qwen model vs key error loading MobileLLM." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "DeepSpeed OOM and post_init reinitializing tied embeddings are unrelated bugs." + "reason": "DeepSpeed optimizer OOM vs embedding reinitialization in post_init." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs image preprocessor/model dtype mismatch." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and chat-template batching with tool calls are different regressions." + "reason": "Qwen3OmniMoe video ValueError vs batched apply_chat_template padding crash." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "OOM during Adafactor in DeepSpeed and optimizer.step being called twice are not the same defect." + "reason": "OOM with Adafactor/DeepSpeed vs optimizer.step being invoked twice." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "OOM when loading a large model with tp and a key error loading a small model are distinct loading problems." + "reason": "Gemma3TextConfig API inconsistency vs strict config loading for granite_speech." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "General config API inconsistency and strict config rejection for granite_speech are different compatibility issues." + "reason": "Gemma eos_token_id mismatch vs Whisper empty-transcription generation failure." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus test failure are unrelated models and failures." + "reason": "ESM2 model breakage vs janus image-generation test failure." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "lm_head weight tying bug and FlashAttention failure are different Mistral-family issues; too broad to merge." + "reason": "Custom processor/tokenizer regression vs Gemma eos_token_id config inconsistency." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Gemma eos-token configuration mismatch and Whisper empty-transcription failure are not the same bug." + "reason": "lm_head weight-tying bug vs FlashAttention failure in Ministral-3." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing errors in tensor conversion and Windows ROCm import/type errors are unrelated." + "reason": "Bare except swallowing interrupts vs Windows/ROCm import dependency problem." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression and Gemma eos-token inconsistency are different multimodal/tokenization issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs CUDA OOM in Sam3Video." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Image-processor lookup in a pipeline and missing fpn_position_embeddings in Sam3 outputs are separate SAM/video bugs." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and CUDA OOM in Sam3Video are not the same code-path problem." + "reason": "Video-classification pipeline image-processor lookup vs missing fpn_position_embeddings attribute in Sam3 video output." } ] }, @@ -9732,7 +9667,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 31, "review_unit_count": 51, "status": "reviewed", @@ -9740,7 +9675,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:35141", "issue:41720", @@ -9793,21 +9728,21 @@ ], "soft_pairs": [ "issue:43646|issue:44913", - "issue:43452|issue:44496", "issue:44871|issue:46050", + "issue:43452|issue:44496", "issue:45127|issue:45200", "issue:43761|issue:44479", "issue:43572|issue:46178", - "issue:43504|issue:45698", "issue:43232|issue:43388", + "issue:43504|issue:45698", "issue:45542|issue:46234", "issue:44077|issue:44534", "issue:43673|issue:44743", "issue:43761|issue:44242", "issue:44792|issue:44977", "issue:44617|issue:45584", - "issue:44190|issue:44964", "issue:44534|issue:44913", + "issue:44190|issue:44964", "issue:44792|issue:45600", "issue:44479|issue:44734", "issue:44855|issue:45588", @@ -9817,18 +9752,18 @@ "issue:45803|issue:45987", "issue:43931|issue:44060", "issue:35141|issue:42490", - "issue:43335|issue:44855", + "issue:43644|issue:44913", "issue:43976|issue:44855", - "issue:43644|issue:44913" + "issue:43335|issue:44855" ], - "prepared_review_unit_hash": "022c6e827e69d16d4a0eb563200512d873628d594ab7a8137891fe630ce4ad17", + "prepared_review_unit_hash": "e1020ca648dc82dded9b760742c9f84509ab2376fc6a74411f8fd5fc0ff21c95", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, @@ -9843,180 +9778,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs are thematically similar in a few places, but none appear to be the same underlying bug/change, so no duplicates should be merged.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The set is mostly a loose semantic cluster of unrelated Transformers issues. None of the soft pairs look like true duplicates or the same code-path fix; they span different models, loading bugs, generation bugs, and docs/backends issues.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43646 is the broadest and most central report: a v5 regression in custom model initialization/post-init behavior. It is representative of the cluster\u2019s general loading/initialization theme better than the more model-specific or symptom-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a safe canonical anchor because the items cover unrelated regressions and feature bugs across loading, generation, config, and model-specific paths.", + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it describes a general, actionable regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Both involve model initialization/reload behavior, but one is a broad v5 custom-model init break and the other is a GPTNeoX config field not persisting; different bugs and code paths." + "reason": "Different bugs: one is about custom model initialization/post_init, the other about GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Both are model loading failures, but one is about gguf_file handling in AutoTokenizer/AutoModel loaders while the other is an unrecognized custom model/config mismatch." + "reason": "Both involve model config/loading, but the failures are different: eos_token_id inconsistency vs quantized model save/load breakage." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Both relate to save/load consistency, but one is an eos_token_id config mismatch and the other is quantized-model persistence after save_pretrained; not the same defect." + "reason": "Both are loading failures, but one is gguf_file/AutoTokenizer handling and the other is an unrecognized model_type config issue." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "One is LoRA merge collapse with extended vocab on tied embeddings; the other is missing mm_token_type_ids defaulting for text-only fine-tuning. Different behavior and fix." + "reason": "Different model families and root causes: LoRA/extended vocabulary collapse vs Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Both are v5 regressions in multimodal model behavior, but one is CLIPVision hidden_states missing and the other is Qwen video-input regression; different models and failures." + "reason": "Distinct regressions in different models and code paths: CLIPVision hidden_states vs Qwen VL video-input handling." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "A StableLmConfig field regression is unrelated to a backend import-utils mapping error for tensorflow_text." + "reason": "Unrelated issues: StableLmConfig pad_token_idx vs missing tensorflow_text backend mapping." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Both concern model loading, but one is a legacy-field preset load failure and the other is wrong custom-module resolution after save_pretrained; not the same issue." + "reason": "Different generation/metrics subsystems and different failure modes; not the same underlying bug." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Generation kwargs syncing after sync_gpus and metric gathering label truncation are unrelated subsystems with different symptoms." + "reason": "Both touch model loading, but one is a legacy preset field in BEiT and the other is wrong custom-module resolution after save/load." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Both touch import/backend availability, but one is a TensorBoard-without-TF backend error and the other is a missing falcon-mamba availability helper." + "reason": "Separate import/backend problems: tensorboard-without-TF backend selection vs a missing utility function." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Both mention v5 behavior changes around init/state, but one is about optional post_init on patchtsmixer and the other about junk in non-persistent buffers; different concrete bugs." + "reason": "Both mention init-related behavior, but one is an optional post_init API rule and the other is a non-persistent buffer initialization regression." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both are cache/state generation bugs, but one is missing GenerationMixin cache in chunked_prefill and the other is Qwen3.5 recurrent-state reset with seq_len>1." + "reason": "Different cache bugs in different components: missing GenerationMixin cache in chunked prefill vs recurrent states resetting in modular_qwen3_5." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "A CLIPVision hidden_states regression is not the same as missing load-balancing loss when router logits are disabled." + "reason": "Completely different issues: hidden_states return value vs MoE load-balancing loss omission." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Both involve generation on vision/LLM models, but one is a janus image-generation test failure and the other is a Qwen3.5 flash-attention generation bug." + "reason": "Different model/runtime failures: janus image-generation test vs Qwen3.5 flash-attention generation." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure after token alignment are unrelated issues." + "reason": "Unrelated symptoms: Sam3Video OOM vs Whisper empty transcription after special-token alignment." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Local dataset loading in a training script and model loading failure for Phi-4 multimodal are different failure modes." + "reason": "Both are v5 regressions, but one is junk-filled non-persistent buffers and the other is a config field not surviving reload." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "A v5 non-persistent-buffer initialization regression is unrelated to GPTNeoX rotary_pct not surviving reload." + "reason": "Different areas entirely: dataset loading script vs Phi-4 multimodal model loading." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus model generation test failure is not the same as stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Different failures: janus test case vs broken auto_mappings reference to removed configs." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are generation-related, but one is a v5 video-input regression across Qwen VL variants and the other is a server-side KV-cache continuation indexing crash." + "reason": "Different code paths: video-input regression in VL models vs KV-cache continuation bug in serve responses." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing error in DebertaV2Model is unrelated to flash_attention crashing on s_aux=None." + "reason": "Distinct problems: Python 3.13 import parsing/IndentationError vs flash-attention crash on s_aux=None." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() and a model producing nonsensical outputs with AutoModel/pipeline are not the same bug." + "reason": "Docs leftover pipeline references are not the same as a runtime model-quality regression." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "An auto device mapping cudaErrorAssert on A800 is unrelated to the categorical-cardinality RuntimeError." + "reason": "No common underlying bug: Qwen3 auto device mapping CUDA assert vs category-count limit error." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and a processor/model input-size mismatch in OmDet-Turbo are different vision-model issues." + "reason": "Different model-specific bugs: a dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo preprocessing/model-size mismatch." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Swallowing exceptions in tensor conversion and returning a tensor instead of int from StaticCache.get_seq_length are unrelated." + "reason": "Bare except swallowing errors is unrelated to StaticCache returning a tensor-shaped length." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load and a bad tied-weights warning for Qwen3-Next are different model/config bugs." + "reason": "Different Qwen3-related issues: weight shape mismatch on load vs a tied-weights warning linking the wrong tensors." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize and a trailing-slash import warning are unrelated." + "reason": "Different loading/embedding issues: output embedding reinit after resize vs path-with-trailing-slash import warning." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "A SwitchTransformers sparse-layer construction bug and a Python 3.13 decorator/comment parsing error are not the same issue." + "reason": "Both involve v5/config behavior, but they are separate bugs with different symptoms and fixes." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Both are Python-version related, but one is a packaging/support matrix problem and the other is a specific import-time IndentationError." + "reason": "Different failures and environments: version compatibility issue vs a Python 3.13 import parser error." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Junk-filled non-persistent buffers in v5 and GPTNeoX rotary_pct reset on reload are unrelated regressions." + "reason": "No overlap in root cause: SwitchTransformers sparse-layer creation vs DebertaV2 import failure on Python 3.13." } ] }, @@ -10030,7 +9965,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 32, "review_unit_count": 51, "status": "reviewed", @@ -10038,7 +9973,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:36246", "issue:38175", @@ -10089,8 +10024,8 @@ "issue:46234" ], "soft_pairs": [ - "issue:45632|issue:46234", "issue:43550|issue:44190", + "issue:45632|issue:46234", "issue:44077|issue:44877", "issue:43540|issue:44734", "issue:44462|issue:45907", @@ -10100,206 +10035,206 @@ "issue:44737|issue:45803", "issue:44112|issue:45600", "issue:43116|issue:44190", - "issue:46082|issue:46121", "issue:45276|issue:45584", + "issue:46082|issue:46121", + "issue:43295|issue:45276", "issue:43479|issue:45375", "issue:44938|issue:45542", - "issue:43295|issue:45276", - "issue:43650|issue:44220", "issue:45245|issue:45584", + "issue:43650|issue:44220", "issue:44464|issue:45563", "issue:36246|issue:41628", "issue:44186|issue:44734", - "issue:43404|issue:45216", "issue:44246|issue:45003", + "issue:43404|issue:45216", "issue:44683|issue:45446", "issue:44933|issue:45362", "issue:38175|issue:43065" ], - "prepared_review_unit_hash": "61f487fb50b515a9195347927ea2683c46b59a87e463c4cad1fc1ba2b06376a0", + "prepared_review_unit_hash": "6ce56a2caedba91e65bfe153420e106d0d88d3cf460486193343136a50f17248", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34910, - "estimated_input_tokens": 8728, - "estimated_eval_tokens": 17712 + "serialized_chars": 34914, + "estimated_input_tokens": 8729, + "estimated_eval_tokens": 17714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs span unrelated bugs across different models, configs, generation paths, import/export issues, and CI/script failures. None of the candidate pairs look like the same underlying change or defect.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical duplicate issue stands out because the items are largely unrelated and none of the soft pairs are strong duplicates.", + "summary": "The cluster looks heterogeneous: these are mostly unrelated issues across different models, APIs, and failure modes. I found no soft-edge pair that is safe to merge as a duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "No true duplicate stand-out here; if forced to pick one representative, issue:44521 is the most active/open report with the most follow-up and a concrete reproducible bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone issue here by discussion/inbound activity and user impact, but it is not a canonical duplicate target for the cluster.", + "best_issue_reason": "issue:44521 is the strongest anchor for the set because it has the most discussion/inbound references and a clearly described multimodal failure path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Different bugs: local trust_remote_code cache-path collision vs a missing import utility symbol." + "reason": "Different subsystems and symptoms: SDPA/torch.compile on Bamba vs local dataset loading in an image-classification example." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "One is a torch.compile/SDPA model failure; the other is a local dataset-loading script issue." + "reason": "Cache-path collision for trust_remote_code local models is unrelated to a missing utility export in import_utils." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Different model/config problems: patchtsmixer post_init policy vs granite_speech config loading under strict config." + "reason": "Both involve config handling, but one is about invalid optional post_init in patchtsmixer and the other about strict loading of granite_speech config." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video processing vs transformers serve KV-cache continuation indexing." + "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are different code paths and bugs." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Repository tokenizer resolution bug vs list_repo_files not forwarding revision; unrelated APIs." + "reason": "Tokenizer.json lookup behavior is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen-family saving/weight handling, but the concrete failures differ: LoRA/vocab collapse vs incorrect visual encoder keys." + "reason": "LoRA merge with extended vocab and incorrect visual encoder save keys are separate checkpoint/model-state issues." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but one is assistant mask generation and the other is Qwen2.5-VL video position ids." + "reason": "Both are multimodal Qwen issues, but assistant mask generation and vision_position_ids are different failures in different paths." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers config layer creation bug is unrelated to image-classification dataset loading." + "reason": "SwitchTransformers config layer creation is unrelated to the image-classification dataset-loading example failure." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU tensor construction bug vs a bare-except error handling issue in FuyuBatchFeature." + "reason": "CPU tensor construction in XLNet has nothing to do with Fuyu's broad exception handling in tensor conversion." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Different CI failures in different modules: GraniteSpeech stale test vs Sam3LiteText auto_mappings references." + "reason": "Both touch CI around speech models, but one is a stale GraniteSpeech device test and the other is a broken auto_mappings reference." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification example script bug is not the same as local dataset loading in a different example." + "reason": "Multi-label empty results in run_classification.py is a different example-script bug than loading a local image dataset." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize wiring and Whisper empty transcription handling are unrelated model-specific bugs." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-params JSON list handling are distinct config-validation bugs." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct config-validation problems." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Gemma4 embedding resize propagation bug vs Whisper empty transcription handling; unrelated failures." + "reason": "Processor/tokenizer regression with images is unrelated to Gemma4 embedding/output tensor resizing." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but they concern different model families and different validation/default-init paths." + "reason": "Phi4Multimodal default config initialization and Qwen3_5MoeVision strict-field dropping are different configuration bugs." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to tensorboard-only backend detection." + "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend handling are not the same issue." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Custom processor/tokenizer regression vs Gemma4 embedding resizing; no shared concrete defect." + "reason": "Category cardinality overflow is unrelated to Whisper's empty-transcription generation bug." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder/low-information issue vs an audio feature extraction bug; no meaningful overlap." - }, - { - "left": "issue:45245", - "right": "issue:45584", - "accept": false, - "reason": "Category-count overflow is unrelated to Whisper empty-transcription generation." + "reason": "Placeholder issue text and fbank feature extraction error are clearly unrelated." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is not the same as a stale warning about num_return_sequences." + "reason": "Compiled-forward generation inconsistency and a stale warning for num_return_sequences are different generation bugs." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but one is for a specific Qwen2.5-VL image processor and the other is a different top-level AutoImageProcessor export." + "reason": "Both are import errors, but one is a Qwen2.5-VL submodule import and the other is a top-level AutoImageProcessor import problem." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to serve KV-cache continuation indexing." + "reason": "LayoutLMv2 tokenizer crashes and serve KV-cache continuation indexing are unrelated failure modes." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained checkpoint regression are different model-saving/training issues." + "reason": "Slow import timing and unsafe sys.modules access are related to import behavior but not the same concrete bug." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Import-time slowness and unsafe sys.modules access are related only broadly; not the same underlying bug." + "reason": "lm_head tying in Mistral3 and incorrect Qwen3.5 checkpoint saving are separate weight-sharing/save_pretrained issues." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-flex failure while the other is a version-check/import bug for AuxRequest." + "reason": "Both mention flex_attention, but one is a compiled failure on torch>=2.9 and the other is a bad PyTorch version check for AuxRequest import." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Removed image_utils import issue vs Qwen3.5 chat crash; unrelated subsystems." + "reason": "Missing image_utils export and Qwen3.5 chat crash are unrelated." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model-specific bugs." + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are completely different model bugs." } ] }, @@ -10313,7 +10248,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 33, "review_unit_count": 51, "status": "reviewed", @@ -10321,7 +10256,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:32090", "issue:35141", @@ -10374,244 +10309,238 @@ ], "soft_pairs": [ "issue:43643|issue:44496", + "issue:44964|issue:45600", "issue:43854|issue:44964", "issue:44112|issue:44964", - "issue:44964|issue:45600", - "issue:44734|issue:45632", "issue:45563|issue:45584", + "issue:44734|issue:45632", "issue:36246|issue:38617", "issue:44561|issue:45632", + "issue:43295|issue:45335", "issue:42907|issue:43441", "issue:43531|issue:45600", - "issue:43295|issue:45335", "issue:43526|issue:43901", - "issue:43673|issue:44336", - "issue:43388|issue:43688", + "issue:44496|issue:45042", "issue:41950|issue:44016", "issue:43441|issue:45588", - "issue:44496|issue:45042", - "issue:42175|issue:44279", + "issue:43388|issue:43688", + "issue:43673|issue:44336", "issue:44075|issue:44368", + "issue:42175|issue:44279", "issue:43299|issue:45216", + "issue:43901|issue:44496", "issue:43381|issue:45593", "issue:44016|issue:44220", - "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", "issue:45372|issue:46234", "issue:43650|issue:46209", - "issue:44496|issue:45759", - "issue:45335|issue:45584", "issue:32090|issue:35141", "issue:43479|issue:43525", "issue:44242|issue:45200" ], - "prepared_review_unit_hash": "6aff85df0efd5ab7d5a8eb4184ca689ff464036e37f158e56e6dc9d7dc42cf91", + "prepared_review_unit_hash": "7b8348485c8b3299f0093c4daec922209f5593c899eeb550e48ae89cc17635c6", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36957, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "serialized_chars": 36954, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 }, "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 model loading, imports, generation, pipelines, configs, and training. None of the soft pairs look like the same underlying bug/change, so all are rejected.", - "confidence": 0.96, + "summary": "The cluster is mostly a loose thematic grouping of unrelated loading/import/model-behavior bugs, not a true duplicate set. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is the strongest standalone report: a concrete, reproducible model-loading regression with a specific target and clear discussion, making it the best representative issue if one must be chosen.", + "best_issue_reason": "Issue 44964 is the most concrete, user-facing loading regression here and the closest thing to a representative anchor, but the cluster is too heterogeneous to treat it as a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are loading/config errors, but one is about trust_remote_code returning incomplete configs and the other is an unrecognized model/config.json issue; different failure modes." + "reason": "Both are config/model-loading failures, but they have different root causes: missing fields with trust_remote_code vs unrecognized model/config model_type." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a Phi-4 multimodal model load failure; the other is a CI break from stale auto_mappings references to removed configs." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and different symptoms: GLM-4.7 Flash unit-test loading vs Phi-4 multimodal load failure." + "reason": "Different models and failure modes; this is not the same load bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale-device test failure in GraniteSpeech is unrelated to the Phi-4 multimodal loading regression." + "reason": "GraniteSpeech CI device-override flake is unrelated to Phi-4 multimodal loading." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Phi-4 model loading vs stale auto_mappings references to removed Sam3LiteText configs are unrelated code paths." + "reason": "Both involve generation, but they are different code paths and symptoms: stale warning vs empty-transcription failure after align_special_tokens." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to a trust_remote_code cache-path collision." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Both involve generation, but stale num_return_sequences warnings and empty-transcription failure after align_special_tokens are different bugs." + "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache-path collision." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols in different modules/packages and different model areas." + "reason": "Both are ImportErrors, but they are for different missing symbols and different subsystems." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to local-model cache-path collisions." + "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to cache-path collisions for local models." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions: processor/tokenizer access and image passing vs resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but one is about saving dequantized models and the other is FlashAttention inference failure." + "reason": "Same model family, but different concrete problems: save/dequantization vs FlashAttention load/inference failure." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to auto_mappings referencing removed configs." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Processor/tokenizer regression and resize_token_embeddings not updating decoder.embed_tokens are different model API bugs." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings config references." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and TextClassificationPipeline docs mismatch are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "GenerationMixin cache missing during chunked_prefill has nothing to do with ANSI codes in loading_report." + "reason": "A processor label-reduction bug is unrelated to a docs/behavior mismatch for return_all_scores." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Metric label truncation and auxiliary-loss normalization are distinct training/data bugs." + "reason": "Unrecognized model config and PIL backend torchvision dependency are different bugs." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline selecting image processors is unrelated to a notebook syntax error." + "reason": "Pipeline processor lookup and a notebook syntax error are unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both touch FlashAttention, but one is a model-specific load/failure report and the other is an AttributeError on s_aux=None in sink-less models." + "reason": "Both mention FlashAttention, but one is a model-specific compatibility issue and the other is an AttributeError on s_aux=None in a different code path." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Unrecognized model/config loading and PIL image processors requiring torchvision are different subsystems and bugs." + "reason": "Different training/eval bugs: gather_for_metrics truncation vs auxiliary-loss normalization." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "A missing TensorFlow backend in the torch extra is not the same as a generic dependency issue report." + "reason": "Chunked-prefill cache handling is unrelated to ANSI codes in loading_report." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD optimizer args and tie_word_embeddings warning are unrelated configuration issues." + "reason": "Optimizer arguments being ignored is unrelated to a tie_word_embeddings warning in LoRA fine-tuning." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package extra dependency omission is not the same as a general dependency issue." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading breakage and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." + "reason": "Both are Qwen-related, but one is a model-loading regression and the other is a save_pretrained checkpoint regression." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline option is unrelated to model config loading failure." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss omission are different training behaviors." + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss suppression." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features failure are unrelated." + "reason": "A notebook syntax error is unrelated to _torch_extract_fbank_features." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to an unrecognized model/config issue." + "reason": "Resize-token-embeddings not propagating is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:45372", "right": "issue:46234", "accept": false, - "reason": "Both are missing import symbols, but they affect different optional dependencies and different model families." + "reason": "Different missing imports in different libraries/modules; not the same bug." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder issue title and FP8 inference failure on B200 are unrelated." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Unrecognized model/config.json is different from AutoModelForCausalLM.from_config not unwrapping text_config for composite multimodal configs." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "t5gemma embedding resize bug and Whisper empty-transcription generation failure do not share a concrete code path." + "reason": "Placeholder/spam issue and FP8 inference failure are unrelated." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError and post_init reinitializing embeddings after resize are unrelated." + "reason": "Trainer broadcast TypeError and embedding reinitialization after resize_token_embeddings are different bugs." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default subconfig initialization and missing pad_token_id on Llama4Config are different config bugs." + "reason": "Different config classes and different missing/default fields." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss when output_router_logits=False and mm_token_type_ids defaulting to zeros are different model-training issues." + "reason": "Load-balancing loss gating and mm_token_type_ids defaulting are unrelated MoE/multimodal issues." } ] }, @@ -10625,7 +10554,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 34, "review_unit_count": 51, "status": "reviewed", @@ -10633,7 +10562,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:38175", "issue:39692", @@ -10688,47 +10617,47 @@ "issue:43577|issue:45216", "issue:38175|issue:44617", "issue:43299|issue:45357", - "issue:43824|issue:44933", "issue:44779|issue:45812", - "issue:44279|issue:45405", - "issue:41950|issue:45020", + "issue:43824|issue:44933", + "issue:43295|issue:44779", "issue:44351|issue:45278", + "issue:41950|issue:45020", "issue:39692|issue:43901", - "issue:43295|issue:44779", + "issue:44279|issue:45405", "issue:44016|issue:44062", "issue:41950|issue:45823", "issue:43976|issue:45405", "issue:43299|issue:43854", "issue:44683|issue:45542", "issue:43650|issue:46132", - "issue:43976|issue:44987", "issue:44462|issue:45081", - "issue:43976|issue:44279", + "issue:43976|issue:44987", "issue:44297|issue:44462", + "issue:43976|issue:44279", "issue:43450|issue:44279", "issue:45081|issue:45907", "issue:44466|issue:45276", "issue:44521|issue:45325", "issue:43441|issue:45834", "issue:42994|issue:43317", - "issue:45600|issue:45712", "issue:43653|issue:45593", + "issue:45600|issue:45712", "issue:44623|issue:44749" ], - "prepared_review_unit_hash": "019e5f920d78c987ca6548dd3a42206c35fb56d1ff8497877b31d9c4eb8dcc5f", + "prepared_review_unit_hash": "3207af5ba69d38d1f263e67c3edc1f06db59969e1eb590bac49f649c3bdde4f5", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36348, + "serialized_chars": 36347, "estimated_input_tokens": 9087, "estimated_eval_tokens": 18430 }, @@ -10737,174 +10666,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues: tokenizer/load regressions, multimodal processor bugs, quantization/save/load problems, import/export breakages, docs, and CI cleanup. There are a few loose tokenizer/import similarities, but no clear duplicate core across the set.", - "confidence": 0.64, - "canonical_issue_reason": "issue:44462 is the broadest and most representative of the tokenizer-loading regressions in this set, but the overall cluster is too mixed for a strong canonical duplicate hub.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports (tokenizers, processors, model loading/saving, imports, docs, and a few performance/CI issues). I did not find any soft pair that clearly describes the same concrete bug/change, so no merges are justified.", + "confidence": 0.29, + "canonical_issue_reason": "issue:44462 is the best broad anchor here: it targets the core AutoTokenizer load path and describes a clear regression that could plausibly underlie several nearby tokenizer-related complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 has the clearest generalizable symptom around AutoTokenizer / repository tokenizer resolution, making it the best single issue to anchor the tokenizer-related subset.", + "best_issue_reason": "issue:45812 is the strongest standalone report: it describes a silent, model-wide token-ID regression affecting all Granite models, which is high impact and well-scoped.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different models and code paths: BLIP-2 dtype propagation vs Qwen3.5 save_pretrained checkpoint serialization." + "reason": "Both involve model serialization/dtype behavior, but they affect different models and different failure modes." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unrelated failures: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." + "reason": "Unrelated bugs: SigLIP probabilities vs Sam3Video OOM." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen-related, but one is a loading regression and the other is incorrect visual-encoder key serialization." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "Both are import errors, but they involve different symbols and subsystems; not the same bug." + "reason": "Different Qwen issues: model loading failure vs incorrect save_pretrained visual encoder keys." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate model-specific breakages." + "reason": "Both are tokenizer regressions, but they appear model-specific and not the same underlying bug." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Generic dependency complaint vs an unreleased PEFT minimum version bump; no shared code-path bug." + "reason": "Both are import problems, but they concern different symbols and code paths." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Video-classification processor lookup bug vs remote_code loading regressions; too broad and not the same failure." + "reason": "Processor.tokenizer API regression is not the same as Deepseek tokenizer output corruption." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A single missing import vs a broad wave of import errors after upgrade; related theme, but not one concrete bug." + "reason": "A specific missing import is not the same as a broad package-wide import regression." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline image-processor lookup bug is unrelated to remote_code model loading regressions." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Different docs problems for different APIs; no shared underlying issue." + "reason": "Different docs issues with different APIs and symptoms." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Processor.tokenizer API regression vs Deepseek tokenizer output regression; different symptoms and code paths." + "reason": "General dependency trouble is not the same as a specific PEFT version bump problem." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword-argument TypeError; unrelated." + "reason": "Notebook syntax error and AddedToken argument conflict are unrelated." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor selection bug vs Gemma4 device-map mismatch in forward; different issues." + "reason": "Video pipeline processor selection and Gemma4 device placement are different bugs." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python compatibility failure vs PEFT version pin issue; unrelated." + "reason": "Python version compatibility issue is unrelated to PEFT minimum-version pinning." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and different loading failures; not the same underlying bug." + "reason": "Different model-loading failures with no concrete shared code path." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Torch flex_attention compatibility vs TensorBoard/TensorFlow backend installation error; unrelated." + "reason": "FlashAttention/torch compatibility is unrelated to TensorFlow backend detection." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "One is a placeholder/unclear issue, the other is an AttentionInterface.register behavior change; no duplicate signal." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Python support issue vs a model-loading regression for physical-intelligence/fast; different root causes." + "reason": "No meaningful relationship: placeholder issue vs AttentionInterface behavior change." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer repository resolution bug vs Mistral regex patch crash; same broad area, but different concrete code paths." + "reason": "Tokenizer repository loading vs Mistral regex patch crash are different tokenizer bugs." }, { "left": "issue:43976", - "right": "issue:44279", + "right": "issue:44987", "accept": false, - "reason": "Python version compatibility vs dependency issue; not duplicates." + "reason": "Both mention version regressions, but the affected loading failures are different and model-specific." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer config/class mismatch and AutoTokenizer ignoring tokenizer.json are related themes, but not clearly the same concrete bug." + "reason": "Tokenizer config mismatch on save is not the same as AutoTokenizer ignoring tokenizer.json on load." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "No shared underlying bug; one is Python support, the other is dependency handling." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor shape bug vs generic dependency issue; unrelated." + "reason": "Video processor batching bug is unrelated to dependency issues." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral tokenizer patch crash vs list_repo_files not forwarding revision; no shared bug." + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied lm_head weights vs Gemma4 resize_token_embeddings behavior; different model mechanics." + "reason": "Different serialization/embedding bugs with different model families." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Assistant mask generation bug vs Qwen2.5-VL rope-index scaling bug; both multimodal, but distinct." + "reason": "Both are multimodal, but assistant mask generation and rope-index scaling are distinct code paths." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure vs OCR long-input index error; unrelated." + "reason": "FlashAttention failure and OCR index error are unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized save failure vs dequantized model offload/load failure; not the same bug." + "reason": "Quantized-model saving and dequantized offload loading are different operations and failure points." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Stale auto-mapping references vs leftover dummy classes; both repo-maintenance issues, but separate fixes." + "reason": "Both are repo-maintenance issues, but they involve different files and different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and slower filtering performance are unrelated." } ] }, @@ -10918,7 +10859,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 35, "review_unit_count": 51, "status": "reviewed", @@ -10926,7 +10867,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:16998", "issue:22355", @@ -10979,105 +10920,105 @@ ], "soft_pairs": [ "issue:44623|issue:45397", - "issue:44261|issue:44263", "issue:43065|issue:44898", + "issue:44261|issue:44263", "issue:44361|issue:45593", "issue:44671|issue:44779", "issue:44016|issue:45823", "issue:43441|issue:44683", "issue:43901|issue:43994", "issue:43723|issue:44162", - "issue:43525|issue:43881", - "issue:44297|issue:45397", "issue:43901|issue:44246", + "issue:43525|issue:43881", "issue:43450|issue:44617", + "issue:44297|issue:45397", "issue:43525|issue:43643", "issue:43784|issue:45542", - "issue:44188|issue:44336", "issue:44016|issue:44291", - "issue:41628|issue:43976", + "issue:44188|issue:44336", "issue:43262|issue:44521", - "issue:43673|issue:43761", "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43673|issue:43761", "issue:44336|issue:44373", "issue:16998|issue:22355", "issue:42491|issue:43299", "issue:44246|issue:44496", "issue:44242|issue:45593", "issue:44295|issue:45397", - "issue:44336|issue:44485", - "issue:44246|issue:44871" + "issue:44246|issue:44871", + "issue:44336|issue:44485" ], - "prepared_review_unit_hash": "b61a37138e0045222eb92febdc86754e2b13a744d98350b97b1fd2ca211b5710", + "prepared_review_unit_hash": "62058780b43ccde73f8c7b312ee5450605f5e4b211be46285a8abf00c5d24f9b", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36074, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "serialized_chars": 36081, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated model-loading, tokenizer, attention-kernel, docs, and performance reports. No duplicate/merge-worthy issue pair stands out, so all soft edges are rejected.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous; the soft pairs mostly share only superficial topical overlap, not the same underlying bug or change. I would not deduplicate any of them and there is no good PR representative here.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions across loading, tokenizers, processors, attention kernels, docs, and model-specific behavior.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the cluster is not centered on one code path or one bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing saved files during processor save is unrelated to gemma-4 zero3 from_pretrained loading failure." + "reason": "Both are model-loading related, but one is missing processor save files and the other is a zero3/from_pretrained failure; different code paths." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "One is a missing config eps in MLA q_a_layernorm; the other is torch.split output handling in a different indexer path." + "reason": "Both mention vision/model components, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a Perceiver interpolation failure." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Both are vision-model bugs, but they affect different models and code paths (Sam3PixelDecoder vs Perceiver resizing)." + "reason": "Different subsystems: MLA q_a_layernorm precision config vs GlmMoeDsaIndexer torch.split behavior." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE auxiliary-loss behavior when denoising is disabled." + "reason": "Tokenizer/task AttributeError and missing auxiliary losses are unrelated bugs." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both mention v5 regressions, but one is CamemBERT masked-LM output and the other is Deepseek tokenizer behavior." + "reason": "Both are v5 regressions, but one affects CamemBERT masked LM outputs and the other Deepseek tokenizer behavior." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is documentation content, not the Gemma4 device-mismatch runtime bug." + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both involve attention kernels, but one is FlashAttention on Ministral-3 and the other is compiled flex_attention on torch>=2.9." + "reason": "Both involve attention acceleration, but FlashAttention failure and compiled flex_attention failure are different concrete problems." }, { "left": "issue:43901", @@ -11089,133 +11030,127 @@ "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading failure and ESM2 model breakage are different failure modes in different subsystems." + "reason": "AutoTokenizer loading issue and ESM2 breakage are unrelated." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is not the same as glm-4v-9b loading failure." + "reason": "Documentation mismatch and slow import are not the same bug." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Tokenizer metadata mismatch on save_pretrained is unrelated to gemma-4 zero3 from_pretrained." + "reason": "Both are model-loading failures, but for different models and different missing-field symptoms." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "A docs inconsistency does not match an intermittent import-time slowdown." + "reason": "Incorrect batched video shape and CUDA OOM in Sam3Video are not the same issue." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Batched video shape bug and CUDA OOM in Sam3Video are different problems." + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma4 zero3 loading." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id on one config is not the same as missing fields from trust_remote_code AutoConfig returns." + "reason": "A missing pad_token_id attribute and trust_remote_code dropping fields are distinct config bugs." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Importing sentence-transformers with missing nn differs from tensorboard/TensorFlow backend resolution." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + "reason": "Import NameError for sentence-transformers and undefined tf backend error are unrelated." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error is not the same as init_empty_weights passing an unexpected argument." + "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Missing AutoImageProcessor import is unrelated to Python version support failure." + "reason": "Attention kernel divergence and ANSI output in loading_report are unrelated." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaults and the other is multimodal assistant masks." + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Cache handling in GenerationMixin is unrelated to CLIPVisionModel hidden_states output." + "reason": "Storage type import failure and Qwen3.5 chat crash are unrelated." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error and Python version compatibility are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + "reason": "Different v5 regressions affecting GenerationMixin cache vs CLIPVisionModel hidden_states." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI formatting and a wrong docstring for position_ids are not the same bug." + "reason": "ANSI code emission and a wrong docstring for position_ids are unrelated." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx module error." + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE regressions, but they describe different models and loading failures." + "reason": "Both mention Qwen3 MoE, but one is LoRA reuse across versions and the other is base model loading breakage." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency and unrecognized model/config issues are unrelated." + "reason": "Slow import and unrecognized model/config model_type are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss in MoE is not the same as missing auxiliary losses in D-FINE." + "reason": "Both concern auxiliary losses, but they are for different model families and different gating flags." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer read error is unrelated to gemma-4 zero3 loading." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "ANSI output handling has nothing to do with GLM-5 RoPE implementation." + "reason": "Reading position_ids after buffer registration is unrelated to Gemma4 zero3 loading." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance is unrelated to Gemma eos_token_id config inconsistency." + "reason": "Import latency and eos_token_id config inconsistency are unrelated." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Import performance is unrelated to Gemma eos_token_id config inconsistency." + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." } ] }, @@ -11229,7 +11164,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 36, "review_unit_count": 51, "status": "reviewed", @@ -11237,7 +11172,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:36246", "issue:41950", @@ -11291,26 +11226,26 @@ "soft_pairs": [ "issue:43824|issue:43976", "issue:41950|issue:44220", - "issue:43976|issue:44964", "issue:36246|issue:42757", + "issue:43976|issue:44964", "issue:36246|issue:44351", "issue:42886|issue:46132", "issue:44779|issue:45292", - "issue:45081|issue:45362", "issue:44242|issue:44857", + "issue:45081|issue:45362", "issue:43673|issue:44561", - "issue:43352|issue:45250", "issue:44295|issue:44749", - "issue:44162|issue:45200", + "issue:43352|issue:45250", "issue:43901|issue:45003", + "issue:44162|issue:45200", "issue:43526|issue:45003", "issue:44496|issue:45003", "issue:45412|issue:46123", - "issue:43262|issue:44246", "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45292|issue:45701", "issue:36246|issue:43596", "issue:43257|issue:45137", - "issue:45292|issue:45701", "issue:45375|issue:45759", "issue:44877|issue:45375", "issue:45561|issue:45563", @@ -11318,202 +11253,202 @@ "issue:44987|issue:45459", "issue:43065|issue:43408" ], - "prepared_review_unit_hash": "cc3ad3f2769a257e65c1f9485a22e639736b363fc88df0071f922abcdae90b30", + "prepared_review_unit_hash": "51b59eed482f8561fbc6780150ea1376dde5d9c81002f8bf5bcb6c075c134a3c", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36084, - "estimated_input_tokens": 9021, - "estimated_eval_tokens": 18298 + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues with very weak duplication evidence. The only plausible duplicate family is the Qwen2.5-VL import/export failures; the rest are broad-theme matches but not the same concrete bug.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43824 is the best tracker for the Qwen2.5-VL import/export regression; it is broader and more canonical than the narrower submodule import symptom in 36246.", + "summary": "The cluster is a noisy mix of unrelated issues spanning imports, generation, tokenization, configs, and DeepSpeed; none of the soft pairs looks like the same underlying bug or fix. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is a safe duplicate representative here; the items are too heterogeneous and the soft links are only superficial similarity.", "canonical_pr_reason": null, - "best_issue_reason": "43824 has the clearest bug report and the broadest impact among the import-error issues, so it is the best single issue to keep.", + "best_issue_reason": "No issue stands out as the global representative because there is no coherent common bug across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import/export failure for Qwen2.5-VL is unrelated to Python-version compatibility in Transformers 5.1." + "reason": "Different problems: a missing Qwen2.5-VL export vs a Python-version compatibility failure." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor selection and audio fbank extraction are different code paths and different modalities." + "reason": "Video-classification image-processor lookup and audio feature extraction are unrelated code paths." }, { - "left": "issue:43976", - "right": "issue:44964", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Python support breakage and Phi-4 multimodal load failure are separate problems." + "reason": "Missing Qwen2.5-VL image processor import is unrelated to huggingface_hub's is_offline_mode import error." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "Missing Qwen2.5-VL image-processor import and missing is_offline_mode import from huggingface_hub are unrelated import errors." + "reason": "Python support/versioning issue vs a specific multimodal model-loading regression." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "These concern different missing exports: Qwen2.5-VLImageProcessor vs HybridCache." + "reason": "Both are import errors, but for different symbols in different modules with different causes." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are not the same bug." + "reason": "Offline cache loading failure and AttentionInterface.register behavior changes are separate behaviors." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "DeepSeek tokenization regression and resize_token_embeddings not updating output embeddings are different failures." - }, - { - "left": "issue:45081", - "right": "issue:45362", - "accept": false, - "reason": "Mistral tokenizer regex patch crash and Qwen3.5 chat crash affect different models and code paths." + "reason": "Tokenizer regression and output-embedding resize propagation are distinct bugs." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing load-balancing loss with router logits off is unrelated to the LW-DETR float16 AMP crash." + "reason": "MoE load-balancing loss handling is unrelated to the LwDetrImageLoss AMP crash." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:45081", + "right": "issue:45362", "accept": false, - "reason": "Generation cache handling and removal of is_torch_fx_available are separate generation/runtime regressions." + "reason": "Mistral regex patch failure and Qwen chat crash do not share the same concrete code path." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 issue." + "reason": "Generation cache handling during chunked prefill is unrelated to trust_remote_code breakage from a removed helper." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access and a tokenization slowdown after upgrade are different problems." + "reason": "A buffer access IndexError and a slowdown after upgrade are not the same bug." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults do not share the same failure mode." + "reason": "Unsupported Flash Attention message for Nemotron is not the same as a generic Flash Attention issue." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." + "reason": "Docs mismatch about return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-id defaults are different model-specific regressions." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and modeling_utils sys.modules access are unrelated bugs." + "reason": "BEiT reduce_labels truncation is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Strict config loading for Olmo-Hybrid and sys.modules access are different issues." + "reason": "Unrecognized model/config loading is not the same failure as unsafe sys.modules lookup." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory release and MaskGenerationPipeline final-batch handling are not the same code path." + "reason": "RT-DETR memory retention and MaskGenerationPipeline partial-batch dropping are separate issues." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are different code paths." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and MoE router loss computation are unrelated." + "reason": "Audio chat-template sample-rate defaulting is unrelated to import slowness." }, { "left": "issue:45292", - "right": "issue:45584", + "right": "issue:45701", "accept": false, - "reason": "Embedding resize not propagating and Whisper empty-transcription handling are different bugs." + "reason": "Embedding resize behavior is not the same as a version-dependent tokenization change." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5-VL image-processor import failure and a DeepSpeed ZeRO3/BertModel index error are unrelated." + "reason": "Qwen2.5-VL import failure and DeepSpeed zero3/BertModel IndexError are unrelated." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and a Zero3 deque underflow are different failure modes." - }, - { - "left": "issue:45292", - "right": "issue:45701", - "accept": false, - "reason": "A resize_token_embeddings bug is not the same as a broad tokenization change across versions." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is different from a Zero3 deque underflow." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig and failing to unwrap text_config are separate Qwen multimodal config issues." + "reason": "Missing config field under strict handling and text_config unwrapping for composite configs are different bugs." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Granite speech strict-config loading and Qwen3_5MoeVisionConfig field loss are unrelated." + "reason": "Both involve config handling, but they concern different models and different failure modes." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file races and a stale num_return_sequences warning are not the same bug." + "reason": "pytest-xdist file races and a stale generate warning are unrelated." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs update after sync_gpus and ANSI codes in loading_report are unrelated." + "reason": "Generation kwargs update logic and ANSI-code leakage in loading_report are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure in transformers>=5.1.0 and masked tokenizer decode errors are different issues." + "reason": "Model-loading failure and tokenizer protobuf error handling are separate issues." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and a sam3_video/sam3_tracker type warning are different SAM3 configuration problems." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same bug as a sam3_video/sam3_tracker model-type mismatch warning." } ] }, @@ -11527,7 +11462,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 37, "review_unit_count": 51, "status": "reviewed", @@ -11535,7 +11470,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:42886", "issue:42994", @@ -11590,249 +11525,249 @@ "issue:45987|issue:46082", "issue:44995|issue:45200", "issue:44466|issue:45335", - "issue:43475|issue:43540", "issue:44479|issue:46170", + "issue:43475|issue:43540", "issue:45397|issue:45656", "issue:44483|issue:46202", - "issue:43653|issue:44162", "issue:45137|issue:45600", + "issue:43653|issue:44162", "issue:44995|issue:45588", "issue:44368|issue:44977", "issue:44368|issue:45563", "issue:44877|issue:46170", + "issue:43931|issue:44368", "issue:42886|issue:45229", "issue:43673|issue:44734", - "issue:43931|issue:44368", "issue:44060|issue:44077", "issue:45003|issue:45561", "issue:45584|issue:46170", "issue:44297|issue:44623", - "issue:44361|issue:44749", "issue:44869|issue:45356", + "issue:44361|issue:44749", "issue:43646|issue:44162", + "issue:44871|issue:46132", "issue:43673|issue:43827", "issue:44749|issue:45656", - "issue:44871|issue:46132", "issue:44623|issue:45656", "issue:43701|issue:44749", "issue:44188|issue:46202", "issue:42994|issue:43482", "issue:45230|issue:45397" ], - "prepared_review_unit_hash": "598292b9ed23fadf1dcb4b084d1457d74ba28311920304a5edcddf02013bfef6", + "prepared_review_unit_hash": "5ec68d9ef8b9e1aca9157a3bb17dca6213d16f18aa10d7b53dda023166e55be5", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36932, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft-similarity pairs mostly share broad themes like tokenization, video, cache, or save/load, but they do not describe the same concrete bug or change.", + "summary": "The cluster is heterogeneous and the soft pairs are mostly thematic rather than true duplicates. I would not merge any of the candidate edges; they point to different bugs, code paths, or models.", "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions across tokenizers, multimodal models, cache handling, config validation, distributed training, and docs.", + "canonical_issue_reason": "No single canonical issue: these items cover unrelated bugs across tokenizers, generation, multimodal models, serving, and training utilities.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because there are no accepted duplicates and the cluster is not centered on one underlying defect.", + "best_issue_reason": "No clear best duplicate target for the cluster; issue 45561 has the most cross-reference activity, but it is not representative of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45987 \u2014 StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract", - "right": "issue:46082 \u2014 LlamaConfig rejects explicit head_dim when hidden_size is not divisible by num_attention_heads", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Cache return-type bug vs config validation bug; different code paths and symptoms." + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; different subsystems and failure modes." }, { - "left": "issue:44995 \u2014 GlmMoeDsa crashes on second forward pass \u2014 stale indexer cache", - "right": "issue:45200 \u2014 [Gemma 4] mm_token_type_ids required for text-only fine-tuning - should default to zeros", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Different models and failures: stale cache on second forward pass vs missing default token-type IDs." + "reason": "GlmMoeDsa stale indexer on second forward is unrelated to Gemma 4 token-type defaults." }, { - "left": "issue:44466 \u2014 inconsistent serialization of lm_head.weight depending on model device", - "right": "issue:45335 \u2014 resize_token_embeddings does not effect to decoder.embed_tokens", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Both involve weights, but one is serialization/device-dependent and the other is embedding resize propagation." + "reason": "Both mention tied embeddings, but one is save/serialization behavior and the other is resize_token_embeddings propagation." }, { - "left": "issue:43475 \u2014 Sam3VisionEncoderOutput object has no attribute 'fpn_position_embeddings'", - "right": "issue:43540 \u2014 ValueError when processing video inputs in Qwen3OmniMoe", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Both are video-related, but one is a missing attribute in SAM 3 video output and the other is a Qwen3OmniMoe input-processing ValueError." + "reason": "Qwen video regression and Windows ROCm import/dependency issue are unrelated." }, { - "left": "issue:44479 \u2014 v5.3.0 video input regression for qwen2_5_vl, qwen3_vl, qwen3_5, and qwen3_5_moe", - "right": "issue:46170 \u2014 ImportError / TypeError on Windows with AMD ROCm PyTorch due to torch.distributed dependency", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Completely different regression classes: video-input handling vs Windows/ROCm import dependency issues." + "reason": "Different multimodal model bugs with no shared code path indicated." }, { - "left": "issue:45397 \u2014 [BUG] gemma-4 zero3 from_pretrained", - "right": "issue:45656 \u2014 Optimizer step being called 2 times when using deepspeed", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Different DeepSpeed problems: model loading with ZeRO3 vs duplicated optimizer stepping during training." + "reason": "ZeRO3 from_pretrained loading problem is distinct from a double optimizer-step bug in deepspeed." }, { - "left": "issue:44483 \u2014 [Critical v5.3] /v1/chat/completions would not accept request as usual", - "right": "issue:46202 \u2014 Roundtrip Failure for Gemma Pipeline on \"\u2581\"", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "API request rejection vs tokenizer/pipeline roundtrip failure; not the same underlying defect." + "reason": "OpenAI chat completions API rejection is unrelated to Gemma pipeline roundtrip tokenization." }, { - "left": "issue:43653 \u2014 BigBirdTokenizer mask token not registered as special token, gives empty decode output", - "right": "issue:44162 \u2014 ESM2 is broken, impacting 1000s of scientists workflows", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer special-token registration bug vs a broader ESM2 regression; no shared concrete failure path." + "reason": "ZeRO3 deque error and removed-config CI breakage are unrelated." }, { - "left": "issue:45137 \u2014 IndexError: pop from an empty deque with DeepSpeed ZeRO3", - "right": "issue:45600 \u2014 auto_mappings.py references removed Sam3LiteText configs, breaking CI", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "DeepSpeed runtime exception vs stale auto-mapping references in CI." + "reason": "Tokenizer special-token registration bug is not the same as the ESM2 breakage report." }, { - "left": "issue:44995 \u2014 GlmMoeDsa crashes on second forward pass \u2014 stale indexer cache", - "right": "issue:45588 \u2014 integrations/flash_attention.py crashes with AttributeError on s_aux=None for sink-less models", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "A stale cache bug on repeated forward pass vs a flash-attention AttributeError on missing sink metadata." + "reason": "Stale indexer cache crash and flash-attention s_aux=None AttributeError are different code paths." }, { - "left": "issue:44368 \u2014 when using ms-swift lora fine-tuning Qwen3.5-27B, each layer emits warning about tie_word_embeddings", - "right": "issue:44977 \u2014 Qwen3.5 cannot generate normally with flash-attention", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "One is a warning about tied embeddings; the other is a generation regression with flash-attention." + "reason": "A tied-embeddings warning during fine-tuning is not the same as a flash-attention generation regression." }, { - "left": "issue:44368 \u2014 when using ms-swift lora fine-tuning Qwen3.5-27B, each layer emits warning about tie_word_embeddings", - "right": "issue:45563 \u2014 Paged generate() emits a stale warning for num_return_sequences", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Both are warnings, but they concern unrelated settings and different code paths." + "reason": "Both are warnings, but they concern different generation APIs and different bugs." }, { - "left": "issue:44877 \u2014 Strict config prevents loading granite_speech config", - "right": "issue:46170 \u2014 ImportError / TypeError on Windows with AMD ROCm PyTorch due to torch.distributed dependency", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Config-loading strictness vs platform-specific import/dependency failure." + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm import failure." }, { - "left": "issue:42886 \u2014 Tokenizer fails to load from cache when HF_HUB_OFFLINE=1 on 4.57.3", - "right": "issue:45229 \u2014 Gemma4 31B-IT Multi-GPU inference CUDA OOM", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Offline cache-loading failure vs multi-GPU OOM; unrelated runtime issues." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning." }, { - "left": "issue:43673 \u2014 GenerationMixin cache missing in v5.0.0 during chunked_prefill", - "right": "issue:44734 \u2014 transformers serve: /v1/responses crashes on KV cache continuation due to wrong tensor indexing", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Both mention cache, but one is missing cache in chunked prefill and the other is a server-side indexing crash during continuation." + "reason": "Offline cache-loading failure and multi-GPU CUDA OOM are unrelated." }, { - "left": "issue:43931 \u2014 Model loading error: weight shapes mismatch of Qwen3-VL-30B-A3B-Instruct", - "right": "issue:44368 \u2014 when using ms-swift lora fine-tuning Qwen3.5-27B, each layer emits warning about tie_word_embeddings", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Shape-mismatch load failure vs tied-weights warning; different models and different failure modes." + "reason": "Missing GenerationMixin cache during chunked_prefill is a different bug from server-side KV-cache tensor indexing." }, { - "left": "issue:44060 \u2014 Qwen3-Next: Incorrect tied weights warning ties embed_tokens.weight to linear_attn.dt_bias across all layers", - "right": "issue:44077 \u2014 patchtsmixer has optional post_init, should no longer be allowed", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Both are model/config concerns, but one is a tied-weights warning and the other is a post_init API policy issue." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." }, { - "left": "issue:45003 \u2014 modeling_utils unsafely accesses sys.modules[]", - "right": "issue:45561 \u2014 pytest-xdist workers race on captured_info.txt in patched testing utils", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Different subsystems: unsafe module lookup vs xdist file race in testing utilities." + "reason": "sys.modules access bug and pytest-xdist captured_info.txt race are different issues." }, { - "left": "issue:45584 \u2014 Whisper generation fails on empty transcription after align_special_tokens", - "right": "issue:46170 \u2014 ImportError / TypeError on Windows with AMD ROCm PyTorch due to torch.distributed dependency", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Whisper generation/token alignment bug vs a Windows ROCm import dependency issue." + "reason": "Whisper empty-transcription failure is unrelated to the Windows ROCm dependency problem." }, { - "left": "issue:44297 \u2014 tokenizer.save_pretrained: tokenizer_class in tokenizer_config.json doesn't match the original", - "right": "issue:44623 \u2014 processor.save_pretrained(...) missing files", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Both involve saving artifacts, but one is tokenizer class metadata mismatch and the other is processor file omission." + "reason": "tokenizer.save_pretrained config mismatch and processor.save_pretrained missing files are related only at a high level, not the same concrete bug." }, { - "left": "issue:44361 \u2014 MLukeTokenizer fails with AttributeError on tasks", - "right": "issue:44749 \u2014 Transformer \u4ece4.57.3 \u5347\u7ea7\u52305.3.0 \u540e\u8fc7\u6ee4\u6570\u636e\u65f6\u957f\u53d8\u6162\u5341\u500d\u4ee5\u4e0a", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Tokenizer AttributeError vs a performance regression in data filtering; not the same bug." + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are different tokenizer bugs." }, { - "left": "issue:44869 \u2014 Whisper word timestamp decode crashes on trailing replacement character at end of decoded token stream", - "right": "issue:45356 \u2014 Regression in Kimi-K2.5 tokenizer from 5.3.0 to 5.4.0: incorrect codec handling and misleading fix_mistral_regex warning", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Both are tokenizer/decoding problems, but they affect different models with different decoding logic." + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are unrelated." }, { - "left": "issue:43646 \u2014 Transformers 5.0.0 breaks custom model initialization", - "right": "issue:44162 \u2014 ESM2 is broken, impacting 1000s of scientists workflows", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Generic custom-init breakage vs a specific ESM2 regression; too different to be the same underlying issue." + "reason": "A broad transformers v5 initialization breakage does not match the specific ESM2 failure report." }, { - "left": "issue:43673 \u2014 GenerationMixin cache missing in v5.0.0 during chunked_prefill", - "right": "issue:43827 \u2014 Summarization/Translation docs still reference pipeline() after v5 pipeline removals", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Runtime cache bug vs documentation still referencing removed pipeline APIs." + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:44749 \u2014 Transformer \u4ece4.57.3 \u5347\u7ea7\u52305.3.0 \u540e\u8fc7\u6ee4\u6570\u636e\u65f6\u957f\u53d8\u6162\u5341\u500d\u4ee5\u4e0a", - "right": "issue:45656 \u2014 Optimizer step being called 2 times when using deepspeed", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "Performance regression in filtering vs duplicated optimizer steps in training." + "reason": "Generation cache bug and docs referencing removed pipeline() are unrelated." }, { - "left": "issue:44871 \u2014 [Gemma-3] Inconsistent eos_token_id configuration: tokenizer has single value (1) but model.config has list [1, 106]", - "right": "issue:46132 \u2014 AttentionInterface.register changes behavior of registered function", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "EOS-token configuration inconsistency vs function registration behavior change." + "reason": "Filtering slowdown after upgrade and a double optimizer-step bug are unrelated." }, { - "left": "issue:44623 \u2014 processor.save_pretrained(...) missing files", - "right": "issue:45656 \u2014 Optimizer step being called 2 times when using deepspeed", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Artifact-saving bug vs optimizer-step duplication; unrelated." + "reason": "Missing processor save files and deepspeed optimizer double-step are unrelated." }, { - "left": "issue:43701 \u2014 resume_from_checkpoint key mismatch", - "right": "issue:44749 \u2014 Transformer \u4ece4.57.3 \u5347\u7ea7\u52305.3.0 \u540e\u8fc7\u6ee4\u6570\u636e\u65f6\u957f\u53d8\u6162\u5341\u500d\u4ee5\u4e0a", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch vs data filtering slowdown; different functionality." + "reason": "resume_from_checkpoint key mismatch is unrelated to the data-length slowdown regression." }, { - "left": "issue:44188 \u2014 Diverging attention kernels due to allow_is_bidirectional_skip branching on torch.compile", - "right": "issue:46202 \u2014 Roundtrip Failure for Gemma Pipeline on \"\u2581\"", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs Gemma tokenizer roundtrip failure." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip behavior." }, { - "left": "issue:42994 \u2014 quantized model saving failed", - "right": "issue:43482 \u2014 Qwen2.5-GGUF loading failed with transformers v5", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Saving quantized models vs loading GGUF models; different directions and causes." + "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and likely different serialization paths." }, { - "left": "issue:45230 \u2014 Bug report", - "right": "issue:45397 \u2014 [BUG] gemma-4 zero3 from_pretrained", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Generic, underspecified report vs a concrete Gemma-4 ZeRO3 loading bug; not duplicates." + "reason": "Generic bug report provides no evidence of the same Gemma-4 ZeRO3 loading issue." } ] }, @@ -11846,7 +11781,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 38, "review_unit_count": 51, "status": "reviewed", @@ -11854,7 +11789,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:28282", "issue:30990", @@ -11913,44 +11848,44 @@ "issue:43232|issue:43673", "issue:41628|issue:44933", "issue:43475|issue:44661", - "issue:45375|issue:45478", "issue:42994|issue:43525", + "issue:45375|issue:45478", "issue:46077|issue:46123", - "issue:45310|issue:45375", "issue:45081|issue:45103", + "issue:45310|issue:45375", "issue:45406|issue:46202", "issue:42673|issue:43704", "issue:41628|issue:44351", "issue:44964|issue:45137", "issue:42994|issue:43824", "issue:44222|issue:45310", - "issue:42831|issue:44222", "issue:36010|issue:41628", "issue:44038|issue:45310", + "issue:42831|issue:44222", "issue:42175|issue:45712", "issue:44496|issue:45561", "issue:43377|issue:44242", - "issue:45561|issue:45600", "issue:42898|issue:44568", + "issue:45561|issue:45600", "issue:43901|issue:45561", "issue:43232|issue:44792", "issue:30990|issue:35141", "issue:43278|issue:45137" ], - "prepared_review_unit_hash": "da59a3d9665acfbf7bd67ba6e7c73b421058517d2b56de57ed64541d32c26af4", + "prepared_review_unit_hash": "9ffc59c6223e8459e9c66a9cffa02763925d90aef37dee3cf460dcb8a86549a9", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36413, + "serialized_chars": 36414, "estimated_input_tokens": 9104, "estimated_eval_tokens": 18464 }, @@ -11959,207 +11894,207 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues; only two clear duplicate pairs stand out: 42673/43704 and 45310/45478. The rest are same-subsystem or same-model-family reports but not the same concrete bug.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue for the whole batch; the clearest duplicate group is 42673/43704, and 42673 is the better anchor because it is the original, more discussed report.", + "summary": "The cluster is heterogeneous overall, but it does contain two clear duplicate families: issue:42673 \u2194 issue:43704 (Qwen3ForCausalLM VRAM leak in multiple dataloader threads) and issue:45310 \u2194 issue:45478 (Qwen3.5 Moe from_pretrained error). The rest of the soft links look like conservative rejections.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it spans two separate duplicate families; if one representative must be chosen, issue:42673 is the stronger document for the VRAM-leak family, while issue:45310 is the counterpart for the Qwen3.5 Moe loading family.", "canonical_pr_reason": null, - "best_issue_reason": "42673 is the strongest representative issue here: it states a specific reproducible bug, and 43704 is an exact duplicate follow-up of the same VRAM leak report.", + "best_issue_reason": "issue:42673 is the best-documented and most active issue overall, but only for one duplicate family. The cluster also has a separate, equally clear duplicate family centered on issue:45310/issue:45478, so 42673 should not be treated as the sole representative of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Different failure modes: PyTorch missing import vs sentence-transformer loading hang." + "reason": "Different failure modes: a PyTorch import error versus Sentence Transformers getting stuck while loading." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Both involve remote-code/model loading, but they describe different bugs and different failing objects." + "reason": "Different model paths and bugs: missing SAM vision encoder attribute versus missing AutoConfig fields with trust_remote_code." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different models and different symptoms: missing attribute on Sam3 vision output vs wrong vision_position_ids in Qwen2.5-VL video input." + "reason": "Unrelated model-specific bugs: SAM 3 vision output attribute error versus Qwen2.5-VL video position-id issues." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading bug vs missing files from processor.save_pretrained; not the same code-path problem." + "reason": "Different surfaces: Qwen3-VL-Moe loading versus processor.save_pretrained missing files." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings issue and InternVL2 meta-init incompatibility are unrelated." + "reason": "Packaging/backend setup issue versus remote-code meta-initialization incompatibility; not the same bug." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but one is sync_gpus kwargs handling and the other is chunked_prefill cache availability." + "reason": "Both involve generation internals, but the concrete code paths differ: sync_gpus/_update_model_kwargs_for_generation versus chunked_prefill cache handling." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely different fixes." + "reason": "Both are import-related, but they concern different missing symbols and different modules." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "Different bugs: missing vision output attribute vs add-new-model-like failure in tokenizer mapping handling." + "reason": "Different problems: SAM 3 output attribute error versus add-new-model-like failing in TOKENIZER_MAPPING_NAMES." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Related model family, but one is a missing config field and the other is a from_pretrained error; not enough evidence they are the same bug." + "reason": "Different bug classes: quantized model saving failure versus Llama4Config missing pad_token_id." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Quantized model saving failure vs missing pad_token_id on Llama4Config are different issues." + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained loading error; too different to merge." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention-mask construction bug vs final-partial-batch bookkeeping bug; different behavior and code path." + "reason": "Different subsystems: Gemma4 attention-mask construction versus MaskGenerationPipeline final-batch bookkeeping." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Same model family, but one is a generic from_pretrained failure and the other is a specific config-field omission; not clearly the same underlying defect." + "reason": "Unrelated AttributeErrors in different areas: tokenizer regex patching versus auto-docstring kwargs processing." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Tokenizer regex patch crash and auto-docstring annotations crash are unrelated." + "reason": "Related family, but not the same concrete bug: Qwen3.5 Moe loading error versus a vision-config field being dropped by strict parsing." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4 processor attribute error vs Gemma pipeline token roundtrip failure; different concrete bugs." + "reason": "Different Gemma-related issues: processor missing _tokenizer versus pipeline roundtrip failure on the underscore token." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same reported Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads; 43704 is a duplicate." + "reason": "Exact duplicate title and same VRAM leak in Qwen3ForCausalLM when used in multiple dataloader threads." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but different missing names with no evidence of a shared root cause." + "reason": "Both are import errors, but they are for different exported objects and do not indicate the same underlying bug." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model-loading failure and DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Different failures: multimodal model loading versus a DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized saving failure vs missing Qwen2_5_VLForConditionalGeneration import are different issues." + "reason": "Saving quantized models is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained/moe issue and Qwen3.5-Moe from_pretrained error are different concrete problems." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is not the same as FP8 save_pretrained failing for moe models." + "reason": "Same broad model area, but one is FP8 save_pretrained behavior and the other is a from_pretrained loading error." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + "reason": "Both are import errors, but they concern different API symbols and likely different code paths." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different model variants and different failure types; not the same bug." + "reason": "Different models and symptoms: Qwen3-VL-Moe issue versus Qwen3.5 Moe loading error." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression with FineGrainedFP8 is not the same as FP8 save_pretrained failing." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "One is backend dependency packaging, the other is leftover dummy classes in pt stubs; same area but different defects." + "reason": "Both touch packaging/torch-related surfaces, but one is missing TensorFlow in the torch extra and the other is dummy PT objects leaking into the API." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config issue vs xdist file race; unrelated." + "reason": "Unrelated issues: unrecognized model/config loading versus a pytest-xdist file race." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask discrepancy and router-logits load-balancing loss omission are different model bugs." + "reason": "Different model bugs: missing padding-mask support in MIMI encoder versus omitted load-balancing loss when router logits are disabled." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Test-xdist file race and auto_mappings cleanup are unrelated." + "reason": "Both are tokenizer behavior changes in v5, but they affect different behaviors and likely require different fixes." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Both are tokenizer behavior changes in v5, but they concern different tokenization behaviors and likely different fixes." + "reason": "A concurrency race in testing utilities is unrelated to stale references in auto_mappings.py." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Docs mismatch for text-classification pipeline vs xdist race; unrelated." + "reason": "Docs/behavior mismatch in a pipeline is unrelated to a pytest-xdist race." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update bug and Janus image-generation test failure are not the same issue." + "reason": "Generation kwargs handling and a Janus image-generation test failure are different issues." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang vs embedding reinitialization after resize are different bugs." + "reason": "Loading hang versus embedding reinitialization after resizing token embeddings are different bugs." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in evaluate vs ZeRO3 deque error are unrelated." + "reason": "Different failures: dtype drift during evaluate versus a DeepSpeed ZeRO3 deque error." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The batch summary is grounded in the packet and stays conservative. The accepted duplicate pair 42673/43704 is clearly supported by the identical titles, and the additional 45310/45478 duplicate callout is also justified by the matching title and bug description. The false soft-edge verdicts mostly hedge appropriately with \u2018different bug\u2019 / \u2018not enough evidence\u2019 language, so I don\u2019t see evidence overstatement here." + "accept": false, + "feedback": "The packet supports two clear duplicate pairs, not just one: issue:42673 \u2194 issue:43704 and issue:45310 \u2194 issue:45478. Because of that, the claim that 42673 is the best representative of the only clearly duplicated bug overstates the evidence. The rest of the conservative rejections look reasonable, but the cluster summary/canonical framing should acknowledge both duplicate families." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -12167,7 +12102,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 39, "review_unit_count": 51, "status": "reviewed", @@ -12175,11 +12110,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ + "issue:28282", "issue:30333", "issue:33290", "issue:34689", + "issue:35141", "issue:36331", "issue:42175", "issue:42222", @@ -12198,7 +12135,6 @@ "issue:44075", "issue:44079", "issue:44188", - "issue:44190", "issue:44222", "issue:44295", "issue:44297", @@ -12208,7 +12144,6 @@ "issue:44623", "issue:44734", "issue:44779", - "issue:44869", "issue:44933", "issue:45092", "issue:45103", @@ -12221,7 +12156,6 @@ "issue:45656", "issue:45712", "issue:45812", - "issue:46082", "issue:46123", "issue:46132", "issue:46231" @@ -12229,9 +12163,9 @@ "soft_pairs": [ "issue:42222|issue:45200", "issue:44623|issue:45310", - "issue:44188|issue:44373", - "issue:43065|issue:46123", "issue:30333|issue:33290", + "issue:43065|issue:46123", + "issue:44188|issue:44373", "issue:43232|issue:44188", "issue:42898|issue:45812", "issue:43784|issue:43824", @@ -12242,8 +12176,8 @@ "issue:44734|issue:45103", "issue:44016|issue:46231", "issue:44075|issue:46231", - "issue:42898|issue:44448", "issue:44060|issue:45125", + "issue:42898|issue:44448", "issue:44295|issue:45656", "issue:45405|issue:45712", "issue:42175|issue:44933", @@ -12257,242 +12191,236 @@ "issue:44222|issue:44623", "issue:42831|issue:44623", "issue:45245|issue:46132", - "issue:44190|issue:46082", "issue:30333|issue:36331", - "issue:43479|issue:44869" + "issue:28282|issue:30333", + "issue:30333|issue:35141" ], - "prepared_review_unit_hash": "c6970323265acd870ff0c7fcd74f737b0fe9d52444b599ac0504e7f2a8ae3f69", + "prepared_review_unit_hash": "c8f893a020afb3e91166c5ec0f437c3b6eddc3d6e75423658dbfa620f2de7bc2", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37661, - "estimated_input_tokens": 9416, - "estimated_eval_tokens": 19088 + "serialized_chars": 37117, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a single duplicate cluster; the soft pairs are mostly unrelated Transformers bugs across different subsystems. I would not merge any of the proposed pairs.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of unrelated Transformers issues with superficial lexical overlap (many tokenizer/v5/regression topics). I do not see any true duplicate pair; the best representative issue is the broad v5 tokenizer regression around `clean_up_tokenization_spaces`.", + "confidence": 0.28, + "canonical_issue_reason": "No single canonical duplicate issue emerges: the items span unrelated bugs across model loading, training, tokenization, generation, packaging, and docs. If forced to anchor the cluster, issue 42898 is the broadest v5 tokenizer regression representative.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:42898 is the most central representative by similarity, but it is still not a duplicate of the other issues; it best fits the cluster\u2019s loose v5/tokenizer regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different models and failures: broken ViTPose model files vs Gemma 4 multimodal token-type defaults." + "reason": "Different subsystems: VitPose model import/breakage vs Gemma 4 multimodal token-type defaults." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Different code paths: processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained error." + "reason": "Both involve save/load flows, but one is processor.save_pretrained missing files and the other is a Qwen3.5 MoE from_pretrained failure; not the same bug." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring issue for position_ids." + "reason": "MLflow job-reporting failure vs DeepSpeed Adafactor OOM; unrelated training issues." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to MaskGenerationPipeline partial-batch handling." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline final-batch handling." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to a deepspeed Adafactor OOM." + "reason": "torch.compile attention-kernel divergence is unrelated to a docstring correction for position_ids." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwarg update after sync_gpus is a different bug from attention-kernel branching under compile." + "reason": "Generation kwargs update ordering vs attention-kernel branching under torch.compile; different code paths and symptoms." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs." + "reason": "Both are v5 tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Granite token ID mapping; not the same concrete bug." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import failure in sentence-transformers from missing nn is unrelated to missing Qwen2.5-VL export." + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL export; distinct import failures." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "General AutoTokenizer loading issues are not the same as mDeBERTa special-token insertion behavior." + "reason": "AutoTokenizer loading issue vs add_special_tokens not adding BOS/EOS for a specific tokenizer; different tokenizer bugs." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer/model regressions: clean_up_tokenization_spaces vs DeepSeek incorrect outputs." + "reason": "Both are tokenizer regressions in v5, but they target different models and failure modes." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions affecting different models and failure modes." + "reason": "Kimi-K2.5 codec handling/warning regression is separate from clean_up_tokenization_spaces behavior change." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch helper in GLM46V processor is unrelated to InternVL2 meta-init incompatibility." + "reason": "Missing image-patch method in a GLM image processor vs InternVL2 meta-initialization incompatibility; unrelated multimodal issues." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing crash is unrelated to auto_docstring crashing on future annotations." + "reason": "KV-cache continuation crash in serve vs auto-docstring crash with future annotations; different components." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and a docs parameter-name mismatch are different classes of issues." + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer SGD args not used is unrelated to a documentation typo in set_training()." + "reason": "Optimizer SGD arguments being ignored is unrelated to the set_training docs typo." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 is unrelated to Pegasus output differences between v4 and v5." + "reason": "Wrong tied-weights warning in Qwen3-Next is not the same as missing `_tp_plan` for Qwen3_5Moe." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Qwen3-Next tied-weights warning is unrelated to missing _tp_plan on Qwen3_5MoeForConditionalGeneration." + "reason": "Both involve v4\u2192v5 output changes, but Pegasus generation differences are not the same bug as tokenization cleanup behavior." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer read error is unrelated to DeepSpeed calling optimizer.step twice." + "reason": "Position_ids buffer read error is unrelated to optimizer step being called twice with DeepSpeed." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A version pin bump to unreleased PEFT is unrelated to leftover dummy PT classes." + "reason": "PEFT version pin issue is unrelated to leftover dummy classes in `dummy_pt_objects.py`." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend dependency selection is unrelated to a nonexistent import from image_utils." + "reason": "TensorFlow missing from a torch install extra is unrelated to a nonexistent import from image_utils." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus v4/v5 output regression is unrelated to AttentionInterface.register behavior changes." + "reason": "Pegasus output regression is unrelated to AttentionInterface.register changing function behavior." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is tokenizer_class metadata; not the same bug." + "reason": "FP8 save_pretrained issue for MoE is separate from tokenizer_class mismatch in tokenizer config." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing import from image_utils is unrelated to dummy classes leaking into dir(transformers)." + "reason": "image_utils import error and dummy PT class cleanup are different packaging/import problems." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config default initialization with None is a different problem than ModelOutput key assignment when prior values are None." + "reason": "Phi4Multimodal config initialization bug is unrelated to ModelOutput key assignment when values were previously None." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility is unrelated to an image_utils import issue." + "reason": "Python version compatibility issue is unrelated to the image_utils import problem." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to duplicate optimizer stepping under DeepSpeed." + "reason": "Tokenizer config class mismatch has nothing to do with DeepSpeed optimizer double-step behavior." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting on training failures is unrelated to Llama 3.2 vision model loading breakage." + "reason": "MLflow training-job reporting bug is unrelated to Llama 3.2 Vision model loading breakage." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different save paths and different artifacts." + "reason": "MoE FP8 save_pretrained bug is not the same as processor.save_pretrained missing files." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy degradation is unrelated to processor save_pretrained file omissions." + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor save_pretrained missing files." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-cardinality runtime error is unrelated to AttentionInterface.register behavior changes." - }, - { - "left": "issue:44190", - "right": "issue:46082", - "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Pegasus output regression is unrelated to AttentionInterface.register behavior changes." + "reason": "MLflow job reporting and CustomTrainer compute_loss signature mismatch are different training issues." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:28282", + "right": "issue:30333", "accept": false, - "reason": "Repeated pair: same conclusion, different save_pretrained surfaces and not one underlying bug." + "reason": "AutoModel import error without PyTorch vs MLflow reporting bug; unrelated environment/training issues." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Multimodal config default handling is unrelated to Whisper word timestamp decode crashing on trailing replacement characters." + "reason": "MLflow failure reporting and embedding reinitialization in post_init are unrelated bugs." } ] }, @@ -12506,7 +12434,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 40, "review_unit_count": 51, "status": "reviewed", @@ -12514,13 +12442,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:22355", "issue:28282", - "issue:30333", "issue:30990", - "issue:35141", "issue:38175", "issue:41628", "issue:42757", @@ -12534,6 +12460,7 @@ "issue:43761", "issue:43824", "issue:43873", + "issue:44190", "issue:44206", "issue:44222", "issue:44261", @@ -12548,6 +12475,7 @@ "issue:44514", "issue:44623", "issue:44829", + "issue:44869", "issue:44871", "issue:44913", "issue:44945", @@ -12565,8 +12493,8 @@ "issue:46209" ], "soft_pairs": [ - "issue:28282|issue:30333", - "issue:30333|issue:35141", + "issue:44190|issue:46082", + "issue:43479|issue:44869", "issue:45071|issue:46082", "issue:41628|issue:42757", "issue:44206|issue:45103", @@ -12576,234 +12504,234 @@ "issue:43122|issue:46209", "issue:43873|issue:44945", "issue:43232|issue:45834", - "issue:44373|issue:44485", "issue:44222|issue:44484", + "issue:44373|issue:44485", "issue:43479|issue:43644", "issue:44295|issue:44623", "issue:44483|issue:45406", "issue:43761|issue:46082", - "issue:45092|issue:45357", "issue:43723|issue:44871", - "issue:44263|issue:44360", + "issue:45092|issue:45357", "issue:30990|issue:38175", + "issue:44263|issue:44360", "issue:44261|issue:45092", "issue:42907|issue:46050", "issue:44514|issue:45103", "issue:44829|issue:46002", "issue:43479|issue:44913", "issue:42831|issue:45310", - "issue:44263|issue:44373", "issue:22355|issue:28282", - "issue:41628|issue:43824" + "issue:41628|issue:43824", + "issue:44263|issue:44373" ], - "prepared_review_unit_hash": "fd52023b3ffd15897a35501f368fba476bcfc664077c8512856c2fd23b7aff00", + "prepared_review_unit_hash": "62e68b6a5cf0af73761d5670e1d17fa973831321a5a7d75c2c307a5c324ddc87", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35842, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "serialized_chars": 35805, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: import errors, tokenizer/model save-load regressions, generation bugs, and unrelated infra/model-specific issues. I found no pair that clearly reflects the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43873 is the most active and broadly scoped issue in the set, but the cluster as a whole does not appear to center on a single duplicate bug.", + "summary": "This cluster is mostly a loose pile of unrelated Transformers issues that share only broad regression/import/config language; none of the soft pairs look like true duplicates. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45092 is the clearest representative of the cluster\u2019s broad v5 regression / initialization theme and has a concrete repro path; the rest are mostly separate bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest discussion/inbound-ref signal and is the best available anchor, though it is not a true thematic match for most of the cluster.", + "best_issue_reason": "issue:45092 is the most actionable standalone issue with a specific failure mode and modern v5 context, making it the best representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:30333", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "One is a missing PyTorch import, the other is MLflow reporting after failed training; unrelated failure modes." + "reason": "Local dataset loading in a training script vs LlamaConfig head_dim validation; different code paths and failures." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Training-job reporting and embedding resize initialization are different code paths and bugs." + "reason": "Multimodal config defaulting bug vs Whisper word-timestamp decode crash; unrelated models and subsystems." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking regressions and Llama head_dim validation are not the same issue." + "reason": "PretrainedConfig type-checking regression vs explicit head_dim validation in LlamaConfig; not the same bug." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and unrelated dependencies." + "reason": "Both are import errors, but for different symbols/packages and likely different missing exports or version mismatches." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature-extractor argument handling is unrelated to auto-docstring annotation parsing." + "reason": "Feature-extractor center-arg crash vs auto_docstring AttributeError under future annotations; unrelated failures." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer_class metadata mismatch and Qwen3.5 from_pretrained failure are not clearly the same defect." + "reason": "Tokenizer class mismatch on save vs Qwen3.5 MoE from_pretrained error; different save/load paths and symptoms." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failure are different problems." + "reason": "AutoTokenizer loading issue vs flash-attention generation bug; different functionality and code paths." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer split behavior and meta-init incompatibility for old InternVL2 checkpoints are unrelated." + "reason": "torch.split return-value issue in a DSA indexer vs remote-code meta-init incompatibility; unrelated." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization drift across versions is unrelated to FP8 inference failure on B200." + "reason": "Tokenization changes across versions vs FP8 inference on B200; different layers of the stack." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior is a different path from pipeline-parallelism output errors." + "reason": "Quantized offloading behavior vs pipeline-parallelism output correctness; same broad area, not the same bug." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs syncing and Kosmos2.5 OCR index errors do not match." + "reason": "Generation kwargs update problem vs OCR long-input index error; separate model behaviors." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "A docstring typo for position_ids is unrelated to GLM-5 RoPE implementation." + "reason": "FP8 save_pretrained bug vs max_shard_size default question; not the same underlying issue." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "FP8 save_pretrained and max_shard_size default discussion are not the same bug." + "reason": "Docstring mismatch for position_ids vs GLM-5 RoPE implementation discussion; unrelated." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Phi4Multimodal default-config initialization and non-persistent buffer junk are different initialization bugs." + "reason": "Config initialization defaults vs non-persistent buffer corruption; different bug classes." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "position_ids buffer reading and processor.save_pretrained missing files are separate save/load issues." + "reason": "position_ids buffer read error vs processor.save_pretrained missing files; different serialization problems." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are unrelated server/processor failures." + "reason": "Chat completions request rejection vs Gemma4Processor missing _tokenizer in serve; unrelated runtime failures." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained key mismatch are different checkpointing bugs." + "reason": "CLIP hidden_states regression vs LlamaConfig head_dim validation; different models and symptoms." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading failure and Gemma-3 eos_token_id inconsistency are not the same issue." + "reason": "Tokenizer loading issue vs eos_token_id config inconsistency; both config-related but distinct." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "The DSA indexer split values and missing ReLU concerns are distinct implementation questions." + "reason": "Meta-init incompatibility for old checkpoints vs incorrect visual encoder keys on save_pretrained; same model family but different code paths." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated model/runtime issues." + "reason": "Sentence Transformers loading hang vs unexpected zero probabilities in SigLIP2; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA rms_norm_eps precision issue and meta-init checkpoint incompatibility are different bugs." + "reason": "MLA layernorm epsilon precision issue vs checkpoint/meta-init incompatibility; different underlying problems." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized save failures for Ministrals/Devstrals and sinq save_pretrained/from_pretrained breakage are separate quantization paths." + "reason": "Dequantized save bug for specific models vs sinq quantized model save/load breakage; similar theme but not same defect." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched chat template crash and auto-docstring annotation crash are unrelated." + "reason": "Batched chat-template crash vs auto_docstring crash from future annotations; unrelated functionality." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention-3 training degeneration and NaNs after checkout/init are different numerical issues." + "reason": "flash_attention_3 training degeneration vs NaNs after checkout+init; different symptoms and likely different causes." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Phi4Multimodal default config initialization and GPTNeoX rotary_pct reload behavior are unrelated config bugs." + "reason": "Both touch config handling, but one is default initialization for multimodal configs and the other is rotary_pct not persisting on reload." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3.5 from_pretrained error are different symptoms and code paths." - }, - { - "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "DSA indexing behavior and a wrong docstring for position_ids are not the same defect." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; unrelated FP8/model-loading bugs." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency import error are unrelated import failures." + "reason": "transformers.onnx missing vs PyTorch-not-found import error; different dependency and module issues." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are missing imports from transformers, but they involve different classes and likely different registration issues." + "reason": "Different missing transformer imports for different classes/models; both import errors but not the same fix." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer runtime behavior vs docstring typo; not the same underlying issue." } ] }, @@ -12817,7 +12745,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 41, "review_unit_count": 51, "status": "reviewed", @@ -12825,7 +12753,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:30990", "issue:33357", @@ -12838,6 +12766,7 @@ "issue:42907", "issue:42994", "issue:43066", + "issue:43116", "issue:43122", "issue:43232", "issue:43408", @@ -12856,17 +12785,16 @@ "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44373", "issue:44442", "issue:44464", - "issue:44485", "issue:44514", "issue:44568", "issue:44704", "issue:44779", "issue:44945", "issue:44964", + "issue:45200", "issue:45278", "issue:45290", "issue:45593", @@ -12881,21 +12809,21 @@ "issue:42831|issue:44038", "issue:42886|issue:43066", "issue:42886|issue:42994", - "issue:44945|issue:45753", "issue:42757|issue:45278", + "issue:44945|issue:45753", "issue:44464|issue:46082", "issue:44117|issue:44704", "issue:43576|issue:43784", - "issue:42371|issue:44263", "issue:43646|issue:46002", + "issue:42371|issue:44263", "issue:43550|issue:46132", "issue:30990|issue:33357", "issue:43232|issue:45593", "issue:44295|issue:44297", "issue:44704|issue:45290", + "issue:43723|issue:44442", "issue:44261|issue:44373", "issue:42907|issue:44945", - "issue:43723|issue:44442", "issue:43723|issue:44779", "issue:43784|issue:45600", "issue:41628|issue:45278", @@ -12903,213 +12831,234 @@ "issue:43756|issue:44060", "issue:43408|issue:43475", "issue:43122|issue:44514", - "issue:42907|issue:44964", - "issue:44360|issue:44485" + "issue:43116|issue:45200", + "issue:42907|issue:44964" ], - "prepared_review_unit_hash": "363b99120b2c6bcafd05c492620d2f85c6dfb604074b48ff027ad4bdd6269b77", + "prepared_review_unit_hash": "339a79c2ab4dc4a11931622b68154ab4090eb89791b3adec89422e7174e922f6", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35547, - "estimated_input_tokens": 8887, - "estimated_eval_tokens": 18030 + "serialized_chars": 35648, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers v5 regression reports (tokenizer loading, import/export breakages, model-specific behavior changes) rather than true duplicates. The soft-similarity pairs are generally related by theme but not by the same concrete bug.", - "confidence": 0.29, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s dominant theme: import/export breakages after upgrading to v5. It is more umbrella-like than the model-specific reports.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regression reports. The only plausible duplicate here is the AutoTokenizer loading regression pair (43723/44442); the rest are different bugs in different subsystems or model families.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43723 is the broadest, most central issue in the only likely duplicate pair: a generic AutoTokenizer.from_pretrained loading regression in v5.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most triage-worthy and general issue in the set, and best captures the shared upgrade/regression pattern across several related reports.", + "best_issue_reason": "issue:43723 best represents the cluster\u2019s only true duplicate theme because it describes the underlying tokenizer-loading failure at the general code-path level.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior bugs, but on different models and different failure modes (offset mapping vs BOS/EOS insertion)." + "reason": "Both are tokenizer bugs, but one is offset_mapping for Qwen3 and the other is missing BOS/EOS insertion for mdeberta; different code paths and symptoms." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Unrelated model-specific issues: FP8 accuracy regression vs Qwen3-VL-Moe/v5 compatibility." + "reason": "Different model-specific failures: one is an FP8 accuracy issue, the other is a transformers 5.0/Qwen3-VL-Moe bug." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizers, but one is offline cache loading and the other is decoder type selection in v5." + "reason": "Offline cache loading failure vs wrong tokenizer decoder type; related area but not the same bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Different problem classes: offline tokenizer cache loading vs quantized model saving failure." + "reason": "Tokenizer cache loading failure and quantized model save failure are unrelated change paths." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Both are generation issues, but one is pipeline parallelism output mismatch and the other is an image-specific infinite loop." + "reason": "One is a specific missing huggingface_hub symbol, the other is a broad set of import errors after upgrade; not one concrete defect." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "The former is a specific huggingface_hub import error; the latter is a broad Transformers upgrade regression with many import errors." + "reason": "Pipeline-parallelism wrong output and an infinite loop on a specific image are different multimodal/runtime failures." }, { "left": "issue:44464", "right": "issue:46082", "accept": false, - "reason": "Completely different failures: compiled chunked generation vs LlamaConfig head_dim validation." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both affect loading flows, but one is TOKENIZER_MAPPING_NAMES handling and the other is AutoProcessor kwargs propagation." + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are different loader bugs." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "One is a broken CLI command, the other is an import-time NameError in sentence-transformers integration." + "reason": "Broken env command and sentence-transformers import NameError are distinct regressions." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "TF32 settings API change is unrelated to the torch.split return-value issue." + "reason": "Custom model initialization breakage and NaNs in classification heads are different failures with different triggers." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Custom model init breakage and NaNs in classification heads are different defects." + "reason": "TF32 settings guidance and a torch.split return-value bug are unrelated." }, { "left": "issue:43550", "right": "issue:46132", "accept": false, - "reason": "torch.compile/SDPA failure is not the same as AttentionInterface.register changing callable behavior." + "reason": "torch.compile/SDPA failure and AttentionInterface.register behavior change are different attention-related bugs." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different user reports and code paths: SentenceTransformers loading hang vs MacOS bus error on CLIP." + "reason": "Both mention loading, but one is Sentence Transformers hanging and the other is a MacOS bus error on a CLIP model." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Generation kwargs update after sync_gpus and missing auxiliary losses in D-FINE are unrelated." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "One is a position_ids buffer read error; the other is tokenizer_class metadata mismatch on save." + "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch on save_pretrained are different tokenizer/model serialization issues." }, { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "AutoProcessor cached_file kwargs and chat template crashes are different processor bugs." + "left": "issue:43723", + "right": "issue:44442", + "accept": true, + "reason": "Same underlying bug class: AutoTokenizer.from_pretrained loading fails in v5, with 44442 looking like a specific tokenizer instance of the broader regression." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "A numerical precision/config bug and a docstring issue are not the same underlying problem." + "reason": "A precision error from missing rms_norm_eps is not the same as a wrong docstring for position_ids." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model save failure is unrelated to pipeline-parallel generation output corruption." - }, - { - "left": "issue:43723", - "right": "issue:44442", - "accept": false, - "reason": "Both involve AutoTokenizer loading, but one is a general v5 issue and the other is a specific tokenizer class failure." + "reason": "Saving dequantized Ministrals/Devstrals and incorrect pipeline-parallel output are different code-path problems." }, { "left": "issue:43723", "right": "issue:44779", "accept": false, - "reason": "Tokenizer loading failure and tokenizer output divergence are different bugs." + "reason": "Tokenizer loading failure and changed tokenization output are related only broadly; they do not describe the same defect." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to auto_mappings referencing removed configs." + "reason": "Import NameError in sentence-transformers and stale auto_mappings references are separate import/CI issues." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import regressions after v5, but one is a specific missing symbol and the other is a broad multi-import report." + "reason": "Missing AutoImageProcessor export may be one example of broader import breakage, but the reports are not specific enough to treat as the same bug." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving quantized models and invalid GenerationConfig are unrelated." + "reason": "Quantized save failure and invalid GenerationConfig are unrelated." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer selection and Qwen3-Next tied-weights warning are different architecture bugs." + "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are different model-configuration issues." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing attribute at runtime." + "reason": "Model-type warning for sam3_video/sam3_tracker and missing fpn_position_embeddings are distinct SAM3 issues." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Different text-processing paths: tokenizer output changes vs batched apply_chat_template crash." + "reason": "Different-tokenization regression and apply_chat_template batching crash are separate tokenizer/processor bugs." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and mm_token_type_ids default handling are unrelated example/model issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and assistant-message chat-template crashes are different processor bugs." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and general import errors after upgrade are not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cache/offline loading and decoder-type mismatch are different failures." + }, + { + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "The DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + "reason": "Tokenizer cache/offline loading and quantized save failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it characterizes the cluster as mostly unrelated v5 regressions and only elevates the 43723/44442 tokenizer-loading pair, which is a reasonable conservative duplicate call from the titles alone. The soft-edge rejections are also cautious and do not overclaim sameness across clearly different bug classes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 42, "review_unit_count": 51, "status": "reviewed", @@ -13117,7 +13066,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:22355", "issue:28218", @@ -13151,6 +13100,7 @@ "issue:44297", "issue:44351", "issue:44355", + "issue:44360", "issue:44485", "issue:44488", "issue:44521", @@ -13159,7 +13109,6 @@ "issue:44779", "issue:44829", "issue:44936", - "issue:45200", "issue:45216", "issue:45245", "issue:45357", @@ -13169,23 +13118,23 @@ "issue:46231" ], "soft_pairs": [ - "issue:43116|issue:45200", - "issue:43122|issue:44521", "issue:44625|issue:44829", + "issue:44360|issue:44485", "issue:43232|issue:45245", + "issue:43122|issue:44521", "issue:44038|issue:44297", "issue:28218|issue:30990", "issue:43122|issue:44779", "issue:44038|issue:44295", "issue:42907|issue:43452", "issue:36296|issue:43116", - "issue:39401|issue:44488", "issue:44038|issue:44222", + "issue:39401|issue:44488", "issue:45216|issue:45478", "issue:43824|issue:44351", "issue:39401|issue:44521", - "issue:22355|issue:28218", "issue:43784|issue:45446", + "issue:22355|issue:28218", "issue:42757|issue:44351", "issue:22355|issue:29159", "issue:43122|issue:43906", @@ -13195,233 +13144,233 @@ "issue:43937|issue:44485", "issue:43611|issue:46002", "issue:42371|issue:43874", - "issue:43976|issue:45446", "issue:42222|issue:43441", + "issue:43976|issue:45446", "issue:44075|issue:44936", "issue:42831|issue:44297", "issue:45357|issue:45478", "issue:44038|issue:45478" ], - "prepared_review_unit_hash": "62cf4861bb53fd9b2983b9c5a2a44e500fdce3234861f5aa8f3d9650c79689f9", + "prepared_review_unit_hash": "19fd17166a948a63719b437709116577cb72f51606c2c2679581aa99d0299e8d", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36740, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs span unrelated tokenizer, model-loading, training, serialization, and docs bugs. I do not see any soft edge that is clearly the same concrete underlying defect, so all candidate duplicates should be rejected. If a single representative issue is needed, the broad tokenizer-regression report is the closest anchor.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 43122 is the broadest and most central-sounding report in the set (tokenization regression across versions), so it is the best loose anchor for this otherwise mixed cluster.", + "summary": "These items are mostly distinct bugs spanning tokenization regressions, model import/load failures, training issues, and documentation problems. I do not see any soft pair that clearly describes the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43122 is the most broadly phrased and representative tokenizer regression here, centered on version-to-version behavior changes rather than a model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "43122 best represents the only recurring theme that appears across multiple candidates: tokenizer behavior changes/regressions in v5. The rest of the cluster is too diffuse to justify a stronger canonical choice.", + "best_issue_reason": "issue:43122 is the best standalone issue candidate because it is concrete, reproducible, and general enough to represent the tokenizer-regression theme without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Different subsystems and failure modes: example-script multi-label output vs Gemma 4 multimodal token-type handling." + "reason": "Different models and different failure modes: config propagation for Qwen3.5 vs degenerate training with flash_attention_3." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Both involve token-related APIs, but one is a generic tokenizer regression and the other is multimodal assistant mask generation; not the same bug." + "reason": "Unrelated topics: DSA/ReLU discussion vs GLM-5 RoPE implementation." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "Unrelated: Qwen3.5 num_labels propagation vs flash-attention-3 training degeneration." + "reason": "Generation-state bug vs category cardinality RuntimeError; no shared code path." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to the 2^24 category-count error." + "reason": "Both involve token-related behavior, but one is a tokenizer regression and the other is multimodal assistant masks in chat templating." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Different problems: Qwen3-VL-Moe load failure vs tokenizer_class saved into tokenizer_config.json." + "reason": "Qwen3-VL-Moe loading issue vs tokenizer save_pretrained class metadata mismatch; different bugs." }, { "left": "issue:28218", "right": "issue:30990", "accept": false, - "reason": "Tokenizer spacing bug and SentenceTransformers loading hang are unrelated." + "reason": "Tokenizer spacing bug vs Sentence Transformers loading hang; clearly unrelated." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different tokenizer families and likely different code paths." + "reason": "Both are tokenizer regressions in v5, but they target different models and concrete symptoms; not enough to merge as one bug." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Model-family load issue vs buffer/position_ids read error; no concrete overlap." + "reason": "Model loading failure vs position_ids buffer access error; different code paths." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized Ministral/Devstral save failure is unrelated to gguf_file loading breakage." + "reason": "Dequantized Ministral/Devstral save failure vs gguf_file loading breakage; unrelated mechanisms." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to the classification example returning empty results." + "reason": "Tensor-parallel training bug vs example-script multi-label classification output bug; different subsystems." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 tokenizer is unrelated to failure to load cjvt/sleng-bert." + "reason": "Different issues around Qwen3-VL-Moe/FP8 save_pretrained; no evidence they are the same concrete defect." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Both mention Moe, but one is a load/import regression and the other is FP8 save_pretrained behavior." + "reason": "Qwen3 tokenizer offset mapping bug vs loading cjvt/sleng-bert failure; unrelated." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Related model family, but save_pretrained checkpoint corruption and from_pretrained error are not clearly the same concrete bug." + "reason": "Both touch Qwen3.5 and save/load flows, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error; too different to treat as one bug." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols from different packages: Qwen2_5_VLForConditionalGeneration vs HybridCache." + "reason": "Different missing symbols from different modules; import errors are not the same bug." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug is unrelated to multimodal assistant_masks being all zero." + "reason": "Tokenizer offset_mapping regression vs multimodal assistant mask failure; different concrete behavior." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "Module import failure for transformers.onnx is unrelated to tokenizer added-token spacing." + "reason": "Sentence-transformers import NameError vs flex_attention version check; unrelated." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to flex_attention version-check logic." + "reason": "onnx module import failure vs added-token spacing bug; unrelated." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and different dependency boundaries." + "reason": "Missing huggingface_hub symbol vs missing transformers symbol; different packages and causes." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." + "reason": "onnx import failure vs slow/fast tokenizer inconsistency; not the same bug." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "General tokenizer regression vs isolated reproduction of a different issue; no evidence they are the same defect." + "reason": "Version-dependent tokenization differences vs reproduction of another tracked issue; no clear shared defect." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to AutoProcessor kwargs forwarding." + "reason": "UMT5 weight loading vs AutoProcessor kwargs forwarding; different APIs and failures." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are different tokenizer problems." + "reason": "Both concern tokenizer behavior in v5, but one is decoder-type metadata and the other is incorrect Deepseek tokenization results; not the same fix." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file execution errors and a docs parameter-name mismatch are unrelated." + "reason": "Compiled Python file errors vs documentation parameter-name mismatch; unrelated." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig invalid vs GLM-5 RoPE implementation are different GLM-5 issues." + "reason": "GLM-5 generation config validity vs GLM-5 RoPE implementation; different concrete issues." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading regression is unrelated to NaNs in classification heads." + "reason": "base_model_prefix loading regression vs NaNs in classification heads; different failure modes." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API settings guidance is unrelated to the GLM46V image-patch counting AttributeError." + "reason": "TF32 settings guidance vs missing image-patch-count method; unrelated." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Python version compatibility issue is unrelated to the flex_attention PyTorch version check." + "reason": "VitPose model breakage vs Ministral flash-attention failure; different models and code paths." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "VitPose breakage and Ministral-3 FlashAttention failure are unrelated." + "reason": "Python version compatibility issue vs flex_attention import check; unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer SGD args misuse is unrelated to trainer.evaluate() failing after train()." + "reason": "Optimizer argument handling vs trainer.evaluate after train; different parts of training stack." }, { "left": "issue:42831", "right": "issue:44297", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is unrelated to tokenizer_class mismatch on save_pretrained." + "reason": "FP8 accuracy issue vs tokenizer class metadata mismatch; unrelated." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5, but visual-encoder key saving and from_pretrained error are not clearly the same code-path bug." + "reason": "Qwen3.5 save_pretrained regression vs Qwen3.5 from_pretrained error; related model family but not the same concrete bug." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Same family name is not enough; Qwen3-VL-Moe load failure and Qwen3.5 Moe from_pretrained error are distinct reports." + "reason": "Different Qwen model variants and different load failures; not enough overlap for one PR." } ] }, @@ -13435,7 +13384,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 43, "review_unit_count": 51, "status": "reviewed", @@ -13443,7 +13392,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:22355", "issue:29127", @@ -13456,13 +13405,12 @@ "issue:42673", "issue:43064", "issue:43116", + "issue:43122", "issue:43381", - "issue:43408", "issue:43421", "issue:43450", "issue:43493", "issue:43673", - "issue:43742", "issue:43825", "issue:43827", "issue:43937", @@ -13492,7 +13440,8 @@ "issue:45753", "issue:46002", "issue:46077", - "issue:46178" + "issue:46178", + "issue:46298" ], "soft_pairs": [ "issue:43116|issue:43825", @@ -13502,12 +13451,12 @@ "issue:43937|issue:45563", "issue:22355|issue:29127", "issue:33453|issue:39401", - "issue:44625|issue:46002", "issue:38617|issue:45278", + "issue:44625|issue:46002", "issue:39401|issue:44779", + "issue:44380|issue:46077", "issue:44117|issue:45588", "issue:42175|issue:44938", - "issue:44380|issue:46077", "issue:43064|issue:43673", "issue:43827|issue:45446", "issue:43381|issue:44945", @@ -13517,216 +13466,216 @@ "issue:45405|issue:45446", "issue:44117|issue:45081", "issue:42673|issue:45072", + "issue:43122|issue:46298", "issue:44410|issue:45310", "issue:44291|issue:45071", - "issue:42222|issue:46178", "issue:44829|issue:45216", "issue:39401|issue:43421", "issue:38617|issue:41628", - "issue:43408|issue:43742" + "issue:42222|issue:46178" ], - "prepared_review_unit_hash": "7050a1149aa2defe4ed149e45704b97f4734a6d60550e44d14353fcb7b8226f6", + "prepared_review_unit_hash": "8ee0893e48ef94795c331bdca796d83f73617c08ab58e5480f7ef9ecd2d226c4", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36416, - "estimated_input_tokens": 9104, - "estimated_eval_tokens": 18464 + "serialized_chars": 36360, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested soft edges look like false positives: the items span unrelated bugs across imports, tokenizers, generation, attention, and model-specific regressions. No duplicate cluster is evident, and there are no PRs in the set.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue emerges; the apparent similarities are broad topical overlap rather than the same underlying bug.", + "summary": "The soft pairs are mostly false positives: they refer to different models, subsystems, or bug classes despite superficial tokenizer/import/version overlap. No single issue stands out as a safe duplicate hub for the set.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue exists here; the issues span unrelated regressions and feature requests, so none should serve as a duplicate anchor for the whole set.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate is justified because these issues do not describe one shared defect or change.", + "best_issue_reason": "No issue is a strong global representative because the nearest-looking pairs still describe different concrete failures or different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Different problems: example script multi-label output vs a pipeline translation warning in v5." + "reason": "Different problems: multi-label classification behavior in an example script vs an invalid pipeline() error message for translation support." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and failure modes; no shared code path is evident." + "reason": "Different model failures: Qwen3 tokenizer offset mapping vs Qwen3.5 infinite loop on a specific image." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3 Omni helper behavior and a flex_attention version check are unrelated." + "reason": "Unrelated code paths: qwen3_omni_moe feature-length helper behavior vs a flex_attention import version check." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification script behavior and SigLIP2 implementation drift are distinct bugs." + "reason": "One is a classification example bug; the other is a tokenizer offset-mapping regression. Not the same bug." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Both are generation-related, but one is config validation and the other is a stale warning." + "reason": "GenerationConfig validation error vs a stale warning in paged generate(); different failures and fixes." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Missing module import and LayoutLMv3 error messaging are unrelated." + "reason": "Import failure for transformers.onnx vs a LayoutLMv3 error-message clarity issue. Not duplicate." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression vs Qwen3 offset mapping bug; different code paths." + "reason": "Both mention tokenizers, but one is a broad loading regression and the other is a specific Qwen3 offset_mapping bug." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Qwen3.5 label propagation and NaNs in classification heads are separate issues." + "reason": "Generic import error vs a broad upgrade-related import breakage; too wide and not clearly the same concrete defect." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "A specific import failure is not the same as a broad upgrade causing many import errors." + "reason": "Qwen3.5 num_labels propagation bug is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer bugs affecting different models and behaviors." + "reason": "Both tokenizer-related, but they affect different models and different symptoms (offset mapping vs incorrect tokenization results)." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention-mask/scaling bugs in different models and backends; not one shared code-path problem." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to a flash_attention s_aux=None crash." + "reason": "TOKENIZER_MAPPING_NAMES fallback bug is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend extra installation issue and Python 3.14 load failure are unrelated." - }, - { - "left": "issue:44380", - "right": "issue:46077", - "accept": false, - "reason": "Both involve attention, but they are different models and different concrete failures." + "reason": "Backend dependency packaging issue vs Python 3.14 load failure; no shared concrete bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." + "reason": "Distributed optimizer-state issue in Trainer/FSDP2/PEFT vs GenerationMixin cache missing during chunked prefill." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Documentation cleanup after v5 removals is unrelated to a PyTorch version check bug." + "reason": "Docs still referencing removed pipeline() vs a PyTorch version check bug in flex_attention. Different scope entirely." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and pipeline-parallel output errors are distinct." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to pipeline parallelism output corruption." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video shape handling and missing torchvision import crash are different problems." + "reason": "Batched video processor shape bug vs missing torchvision causing an AutoProcessor crash. Different issues." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig and flash-attention generation failure are not the same defect." + "reason": "Both involve Qwen3.5, but one is GenerationConfig invalidity and the other is flash-attention generation misbehavior." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights depends on device; NaNs in classification heads are unrelated." + "reason": "Serialization of tied weights depends on device; NaNs in classification heads are a separate initialization/checkpoint problem." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency version bump is not the same as a PyTorch version check bug." + "reason": "Released-version mismatch for PEFT dependency is unrelated to the flex_attention import/version check." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping assumptions and Mistral regex patch crashes are different code paths." + "reason": "Both tokenizer-loading related, but one is a mapping lookup assumption and the other is a Mistral regex patch crash." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded generation and CI dtype mismatches are unrelated." + "reason": "VRAM leak in multi-thread dataloader use is unrelated to CI dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression vs noisy logging; not the same underlying bug." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing Qwen3next projections and Qwen3.5 from_pretrained failure are separate model bugs." + "reason": "Different Qwen3.5/Qwen3next model-loading/configuration bugs with different symptoms." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights argument handling and PretrainedConfig type checking are unrelated." - }, - { - "left": "issue:42222", - "right": "issue:46178", - "accept": false, - "reason": "Broken vitpose model files and tensorflow_text backend mapping are unrelated." + "reason": "Init-empty-weights argument incompatibility is not the same as PretrainedConfig type-checking breakage, even if both involve v5." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention3 training degeneration and save_pretrained checkpoint regression are different issues." + "reason": "FlashAttention training degeneration vs incorrect checkpoint serialization; different code paths." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset mapping correctness and runtime post-processor updates are separate tokenizer concerns." + "reason": "Offset mapping regression and runtime post-processor update behavior are distinct tokenizer issues." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Importing a missing symbol is not the same as failing to import AutoImageProcessor." + "reason": "Different import failures affecting different symbols; not a single duplicate bug." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Model-type warning and MobileLLM load key error are unrelated." + "reason": "Vitpose breakage vs backend mapping error for tensorflow_text. Different subsystems and symptoms." } ] }, @@ -13740,7 +13689,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 44, "review_unit_count": 51, "status": "reviewed", @@ -13748,7 +13697,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:38617", "issue:41628", @@ -13766,6 +13715,7 @@ "issue:43441", "issue:43452", "issue:43577", + "issue:43742", "issue:43874", "issue:43906", "issue:43931", @@ -13785,7 +13735,6 @@ "issue:44496", "issue:44829", "issue:44877", - "issue:44933", "issue:44964", "issue:44977", "issue:44987", @@ -13800,259 +13749,252 @@ "issue:46231" ], "soft_pairs": [ + "issue:43408|issue:43742", "issue:44877|issue:46231", "issue:44484|issue:45310", "issue:43937|issue:44496", "issue:43066|issue:43122", - "issue:44483|issue:45464", "issue:44964|issue:45278", + "issue:44483|issue:45464", "issue:44075|issue:45656", - "issue:42222|issue:45542", "issue:42371|issue:44261", - "issue:44410|issue:45478", + "issue:42222|issue:45542", "issue:43012|issue:43577", + "issue:44410|issue:45478", "issue:42175|issue:42222", "issue:38617|issue:44220", - "issue:43874|issue:44261", "issue:43097|issue:44493", + "issue:43874|issue:44261", "issue:41628|issue:45071", "issue:44263|issue:44485", "issue:45071|issue:45542", - "issue:44263|issue:46172", - "issue:42673|issue:43906", "issue:42673|issue:44977", - "issue:44360|issue:46172", + "issue:42673|issue:43906", + "issue:44263|issue:46172", "issue:43012|issue:43408", + "issue:44360|issue:46172", "issue:44484|issue:45478", "issue:43441|issue:44829", "issue:42371|issue:42831", "issue:43931|issue:44038", "issue:43335|issue:45071", "issue:43097|issue:43452", - "issue:44933|issue:46231", - "issue:44117|issue:44987", - "issue:43874|issue:44263" + "issue:44117|issue:44987" ], - "prepared_review_unit_hash": "56f81f1c6eaee7a358dfe318fc68d1efe88532cd5d21a478d3ecd9ce5d1fdd74", + "prepared_review_unit_hash": "1e2c806f15b481354ffe1ab89caacc6c2ee8ef5233d9f9411c33f83670ef051d", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36935, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "soft_pair_count": 31, + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a bundle of distinct Transformers regression reports rather than true duplicates; the only plausible umbrella here is a broad post-upgrade import-regression issue, while the soft pairs are mostly related by subsystem or version but not by the same concrete bug.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set: a generic import-regression after upgrading to 5.5.0, which makes it the best anchor for nearby import-related failures.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes like imports, model loading, tokenization, or numeric precision, but not the same concrete bug or code path. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue truly fits this set; the items span distinct regressions. If forced to pick the broadest umbrella, issue 45278 is the closest because it covers many import failures after upgrading, but it still does not subsume the rest.", "canonical_pr_reason": null, - "best_issue_reason": "It is the most representative user-facing regression report in this group and the easiest place to consolidate nearby import-breakage complaints, even though the other issues are not exact duplicates.", + "best_issue_reason": "Issue 45278 is the best representative only in a very loose sense because its title is broad enough to describe a class of upgrade-related import breakages. It is not a true duplicate hub for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading problems: SAM3 type mismatch warning vs MobileLLM key error." + }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Completely different problems: config-loading strictness vs documentation naming mismatch." + "reason": "One is a config-loading strictness bug; the other is a docs parameter-name mismatch." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error." + "reason": "Unrelated: shard-size behavior in save_pretrained vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Both are model-loading failures, but one is invalid GenerationConfig and the other is an unrecognized-model/config issue." + "reason": "Different layers of failure: GenerationConfig validation vs unrecognized model/config loading." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenizer changes in v5, but one is a decoder-type bug and the other is a tokenization behavior regression; not the same concrete defect." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Same API family, but different failures: request acceptance/validation vs streaming inference on a specific Qwen3.5 model." + "reason": "Both tokenizer-related, but one is decoder-type metadata and the other is changed tokenization output; too weak to treat as the same bug." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "Both are latest-version load failures, but one is a specific multimodal model issue and the other is a broad import-error regression." + "reason": "Specific Phi-4 multimodal load failure vs a broad report of many import errors after upgrade." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Different optimizer bugs: SGD arguments ignored vs optimizer.step being called twice under deepspeed." + "reason": "Different API paths and symptoms: general chat/completions rejection vs streaming inference failure on Qwen3.5-0.8B." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Different backend/package issues: vitpose model breakage vs TensorFlow backend undefined when only tensorboard is installed." + "reason": "Separate optimizer bugs: SGD args ignored vs optimizer.step being called twice with deepspeed." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Unrelated: TF32 API guidance vs a LayerNorm epsilon precision/config bug." + "reason": "TF32 API warning and MLA RMS-ep precision issue are different numeric/config regressions." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Different Qwen-related failures: missing layer projections vs Qwen3.5 MoE from_pretrained error." + "reason": "VitPose model breakage is unrelated to the missing-TensorFlow backend error." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both mention dtype/precision, but one is a compile-time warning and the other is model submodule dtypes staying float32 after load." + "reason": "Both involve dtype/precision, but one is a compile warning and the other is incorrect dtype propagation when loading Blip2." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model bugs: missing projections in qwen3next vs a Qwen3.5 MoE load error." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Different topics: TensorFlow extra/backend packaging vs vitpose model breakage." + "reason": "TensorFlow extra-install issue and broken VitPose models are unrelated." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Different import/signal issues: missing configuration utility symbol vs a feature-extraction helper bug." + "reason": "ImportError for layer_type_validation is unrelated to the fbank feature-extraction issue." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Different multimodal API bug vs config precision issue." + "reason": "A removed config field and unexpected position-id keys are different migration regressions." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Both are v5 regressions, but one is removal of an embedding-tie API and the other is unexpected position-id keys." + "reason": "Missing image-processor method vs MLA layernorm epsilon precision error are different subsystems." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Different breakages: missing AutoImageProcessor import vs PreTrainedConfig type-checking regression." + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are separate API regressions." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Both GLM-related, but the failures concern different code paths: torch.split return handling vs RoPE implementation." + "reason": "GlmMoeDsaIndexer torch.split behavior and GLM-5 RoPE implementation are distinct internal bugs." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Unrelated config type-checking regression vs TensorFlow backend installation issue." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "Different math/code paths in different models; no shared underlying bug." + "reason": "PretrainedConfig type checking and undefined tf backend errors do not share a concrete code path." }, { "left": "issue:42673", - "right": "issue:43906", + "right": "issue:44977", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM usage is not the same as an isolated reproduction of another issue." + "reason": "VRAM leak in dataloader threads vs Qwen3.5 flash-attention generation failure are different runtime bugs." }, { "left": "issue:42673", - "right": "issue:44977", + "right": "issue:43906", "accept": false, - "reason": "Different Qwen issues: memory leak under dataloader threads vs flash-attention generation failure." + "reason": "43906 is a reproduction of another issue, but it is not the same as a Qwen3ForCausalLM VRAM leak." }, { - "left": "issue:44360", + "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different GLM/DeepSeek internals and failure modes; not mergeable as one fix." + "reason": "Different model internals: torch.split return handling vs a comb.to(dtype).transpose bug." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Different concerns: dtype warning vs model-type mismatch warning." + "reason": "A bfloat16 compile warning is unrelated to the sam3_video/sam3_tracker type warning." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU and deepseek-v4 dtype/transpose are unrelated changes." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Different bugs: shard-size setting question vs Qwen3.5 MoE loading failure." + "reason": "save_pretrained shard-size behavior and Qwen3.5 MoE loading error are not the same bug." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Different model/feature regressions: Ministral FlashAttention failure vs degenerate training with flash_attention_3." + "reason": "Both mention flash attention, but one is a Ministral-3 failure and the other is degenerate training in sequence classification; not the same code path." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API behavior is unrelated to FineGrainedFP8 accuracy." + "reason": "TF32 configuration warning and FineGrainedFP8 accuracy regression are different precision issues." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen/VL load problems, but one is a weight-shape mismatch and the other is a different transformers 5.0 compatibility issue." + "reason": "Different Qwen3-VL model failures with different symptoms and likely different root causes." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and PreTrainedConfig type-checking regression are separate issues." + "reason": "SwitchTransformers sparse-layer construction and PretrainedConfig type checking are unrelated." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Embedding-tie API removal is unrelated to gguf_file handling for tokenizer/model loading." - }, - { - "left": "issue:44933", - "right": "issue:46231", - "accept": false, - "reason": "Missing image_utils import and a docs parameter-name mismatch are unrelated." + "reason": "Removed tie_embeddings behavior and gguf_file loading breakage are separate regressions." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are loading-related, but the tokenizer-mapping None bug is not the same as the physical-intelligence/fast load failure." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Different model-helper bug vs GLM DSA indexing bug." + "reason": "Tokenizer mapping returning None and a model-loading failure for physical-intelligence/fast are different issues." } ] }, @@ -14066,7 +14008,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 45, "review_unit_count": 51, "status": "reviewed", @@ -14074,14 +14016,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:38617", "issue:42617", "issue:42673", "issue:42757", - "issue:42907", - "issue:43012", + "issue:42890", "issue:43064", "issue:43066", "issue:43097", @@ -14089,8 +14030,8 @@ "issue:43408", "issue:43502", "issue:43550", - "issue:43825", "issue:43873", + "issue:43874", "issue:43906", "issue:43931", "issue:43976", @@ -14099,16 +14040,16 @@ "issue:44038", "issue:44062", "issue:44117", - "issue:44162", "issue:44261", + "issue:44263", "issue:44315", "issue:44351", "issue:44368", "issue:44410", "issue:44484", "issue:44485", - "issue:44655", "issue:44704", + "issue:44933", "issue:44945", "issue:44964", "issue:45103", @@ -14120,12 +14061,15 @@ "issue:45440", "issue:45561", "issue:45588", - "issue:45753", "issue:45859", "issue:46050", - "issue:46172" + "issue:46172", + "issue:46231", + "issue:46298" ], "soft_pairs": [ + "issue:44933|issue:46231", + "issue:43874|issue:44263", "issue:43408|issue:44368", "issue:43976|issue:44945", "issue:43986|issue:44484", @@ -14137,276 +14081,253 @@ "issue:38617|issue:42757", "issue:44062|issue:44117", "issue:44410|issue:45375", + "issue:42890|issue:46298", "issue:44038|issue:44410", "issue:43931|issue:44410", "issue:43502|issue:43992", - "issue:45341|issue:45859", "issue:38617|issue:44351", + "issue:45341|issue:45859", "issue:43097|issue:43873", "issue:44261|issue:44485", "issue:44964|issue:45341", "issue:44704|issue:45103", "issue:43986|issue:44117", "issue:42617|issue:45341", - "issue:43986|issue:45372", "issue:43066|issue:43906", + "issue:43986|issue:45372", "issue:43986|issue:45290", "issue:45341|issue:45588", - "issue:45341|issue:45561", "issue:43208|issue:43550", + "issue:45341|issue:45561", "issue:43986|issue:45341", - "issue:43992|issue:44484", - "issue:43012|issue:43550", - "issue:43825|issue:44655", - "issue:43012|issue:44368", - "issue:42907|issue:44655", - "issue:42907|issue:45753", - "issue:44162|issue:46172" + "issue:43992|issue:44484" ], - "prepared_review_unit_hash": "4df6f0b17e47199d7c6ce580f65c3f093c65095a08ceebc51a790f21def13d27", + "prepared_review_unit_hash": "5a1474184f58c73dc2622cf93b3eae67d063fd99ead3475bc6c14662148258f0", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38315, - "estimated_input_tokens": 9579, - "estimated_eval_tokens": 19414 + "soft_pair_count": 33, + "serialized_chars": 37524, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items are mostly unrelated Transformers bugs, import errors, model-specific regressions, and utility issues. All soft edges look like false positives and should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this set; the cluster spans many unrelated failures across different models, loaders, training paths, and utilities.", + "summary": "No duplicate cluster is supported here: the soft pairs are mostly superficial similarities (imports, model-family names, test utilities) but point to different code paths and different failures. I would not merge any of the candidate edges.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a credible canonical representative because the items span unrelated bugs and regressions; the apparent similarities are too shallow to treat as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate: none of the issues broadly represents the others or subsumes the cluster\u2019s mixed topics.", + "best_issue_reason": "No issue here is a strong global best representative for a duplicate cluster; the set is too heterogeneous to center on one canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import/export failure in image_utils vs a documentation parameter-name mismatch; different bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both involve GLM code, but one is a missing image-patch method and the other is a torch.split shape/return-value issue in a different component." + }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Both are warning-related, but they concern different models and different config fields; not the same bug." + "reason": "Different symptoms: model-type warning for SAM vs tie_word_embeddings warning in Qwen fine-tuning." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallel output corruption are unrelated failures." + "reason": "Python version compatibility problem vs incorrect outputs under pipeline parallelism; unrelated failures." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor crash without torchvision is unrelated to a save_pretrained max_shard_size question." + "reason": "AutoProcessor/torchvision import crash vs save_pretrained shard-size behavior; not the same bug." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek model bugs in different code paths; not mergeable as one fix." + "reason": "Both are DeepSeek-related, but one is implementation divergence and the other is a specific tensor transpose expression issue." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Removed config API and quantized save/load breakage are separate issues." + "reason": "Removed config field warning vs quantized save/load corruption; different code paths." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed config option and a flash-attention crash are unrelated." + "reason": "Config/API removal warning vs flash-attention crash on sink-less models; unrelated." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2 optimizer-state corruption and Liger Kernel not being applied are distinct training issues." + "reason": "FSDP2/PEFT optimizer-state bug vs Liger Kernel not applied with model_init; different training integration issues." }, { "left": "issue:42673", "right": "issue:45200", "accept": false, - "reason": "VRAM leakage in multi-threaded loading is unrelated to Gemma 4 mm_token_type_ids handling." + "reason": "VRAM leak in multi-threaded dataloading vs Gemma 4 token-type-id defaulting; unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols in different packages and code paths." + "reason": "Both are import errors, but for different missing symbols from different dependencies." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES=None are different tokenizer bugs." + "reason": "AddedToken special-kwarg duplication vs TOKENIZER_MAPPING_NAMES returning None; distinct tokenizer-loading failures." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different model/config fields on different Qwen variants; not the same underlying defect." + "reason": "Both concern Qwen variants, but one is missing projections in layer 0 and the other is a missing config field silently dropped." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related flaky test failure vs noisy logging message; not duplicates." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family issues, but they affect different architectures and failure modes." + "reason": "Different Qwen model bugs: a general transformers/Qwen3-VL-Moe issue vs missing attention projections in qwen3next." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight-shape mismatch on Qwen3-VL-30B is unrelated to missing attention projections in qwen3next." + "reason": "Weight-shape mismatch when loading a model vs missing projection modules; different failure modes." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network leakage and missing embed_tokens.weight are unrelated loading problems." + "reason": "local_files_only still triggering API requests vs missing embed_tokens.weight in UMT5Encoder; unrelated loading bugs." }, { - "left": "issue:45341", - "right": "issue:45859", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "A testing_utils bug and a Qwen3_5MoE rotary embedding offload issue are unrelated." + "reason": "Both are import errors, but they reference different removed/missing symbols and different packages." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:45341", + "right": "issue:45859", "accept": false, - "reason": "Different missing imports from different modules; same broad symptom, but not the same bug." + "reason": "A testing-utils bug vs a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; unrelated." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removing a config attribute and quantization offloading behavior are not the same code-path problem." + "reason": "Removed embedding-tie config warning vs offloading failing with quantization; different areas." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Numerical precision warning in MLA q_a_layernorm and GLM-5 RoPE implementation are separate model bugs." + "reason": "RMS norm epsilon precision discrepancy vs GLM-5 RoPE implementation discussion; not the same bug." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to a small testing_utils bug." + "reason": "Model-loading regression for Phi-4 multimodal vs a testing-utils bug; unrelated." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs propagation and auto_docstring annotation handling are unrelated utility issues." + "reason": "Missing kwargs forwarded to cached_file vs auto-docstring crash with future annotations; different helpers." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "A video-model processor crash without torchvision and a tokenizer mapping None bug are different failure points." + "reason": "AutoProcessor/torchvision import failure vs tokenizer mapping None assumption; distinct loading paths." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to a testing_utils fix." + "reason": "3d_parallel.py execution failure vs a testing-utils bug; no overlap in root cause." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Processor loading without torchvision and mistral_common import failure are different root causes." + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of a different issue; not enough evidence of the same code-path bug." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Wrong tokenizer decoder type and a reproduction of another issue are not the same concrete bug." + "reason": "Missing torchvision dependency crash vs ReasoningEffort import error breaking Gemma 4 processor loading; different missing imports." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Processor loading crash and chat template tool-call crash are distinct code paths." + "reason": "Processor load crash without torchvision vs chat-template crash on tool-call messages; unrelated." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Testing_utils bug and flash_attention s_aux=None crash are unrelated." + "reason": "Testing utility bug vs flash-attention AttributeError on sink-less models; different subsystems." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Both mention testing utils, but one is vague and the other is a specific xdist race; not clearly the same defect." + "reason": "xLSTM training bugs vs Bamba-9B-v2 torch.compile/SDPA failure; different model-specific problems." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are unrelated model-specific bugs." + "reason": "Generic testing-utils bug vs a specific xdist race on captured_info.txt; related area but not the same underlying bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video processor loading and testing_utils are unrelated." + "reason": "Processor loading crash vs testing-utils issue; no shared root cause." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight and max_shard_size documentation/behavior are unrelated." - }, - { - "left": "issue:43012", - "right": "issue:43550", - "accept": false, - "reason": "A bfloat16 precision warning during compile is not the same as a concrete Bamba SDPA compile failure." - }, - { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "Bad pipeline error text and inability to save Pipeline objects are different issues." - }, - { - "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "A compile warning for bfloat16 models is unrelated to a tie_word_embeddings configuration warning." - }, - { - "left": "issue:42907", - "right": "issue:44655", - "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained problems." - }, - { - "left": "issue:42907", - "right": "issue:45753", - "accept": false, - "reason": "Model save/load failure is unrelated to an infinite-loop generation bug." - }, - { - "left": "issue:44162", - "right": "issue:46172", - "accept": false, - "reason": "ESM2 breakage and a DeepSeek-V4 tensor operation bug are unrelated." + "reason": "Missing model weight key vs save_pretrained shard-size question; unrelated. " } ] }, @@ -14420,7 +14341,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 46, "review_unit_count": 51, "status": "reviewed", @@ -14428,304 +14349,303 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ - "issue:36010", "issue:36683", "issue:38617", "issue:42490", "issue:42757", + "issue:42907", "issue:42994", "issue:43012", "issue:43064", "issue:43066", + "issue:43097", "issue:43208", "issue:43299", - "issue:43352", "issue:43475", "issue:43502", - "issue:43525", "issue:43526", - "issue:43611", + "issue:43550", "issue:43618", "issue:43673", "issue:43761", "issue:43792", "issue:43824", + "issue:43825", "issue:43867", "issue:43901", - "issue:43937", "issue:44038", + "issue:44162", "issue:44222", "issue:44230", - "issue:44242", + "issue:44368", "issue:44380", "issue:44483", - "issue:44485", "issue:44514", - "issue:44625", "issue:44655", "issue:44683", "issue:44938", - "issue:45216", "issue:45276", "issue:45290", "issue:45478", + "issue:45600", "issue:45698", + "issue:45712", + "issue:45753", "issue:46077", - "issue:46082", "issue:46123", "issue:46172", "issue:46178", - "issue:46209" + "issue:46209", + "issue:46298" ], "soft_pairs": [ + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:44162|issue:46172", "issue:43792|issue:46123", "issue:44938|issue:46178", "issue:44483|issue:44514", - "issue:44222|issue:45478", "issue:43208|issue:43526", + "issue:44222|issue:45478", "issue:43012|issue:44683", "issue:42490|issue:43012", "issue:42757|issue:43824", - "issue:45698|issue:46172", + "issue:45600|issue:46298", "issue:38617|issue:43502", - "issue:43673|issue:46123", + "issue:45698|issue:46172", "issue:44038|issue:44230", + "issue:43673|issue:46123", "issue:44483|issue:45290", "issue:43064|issue:44380", "issue:43618|issue:43761", "issue:43299|issue:43867", - "issue:36683|issue:43475", "issue:43066|issue:46209", - "issue:42994|issue:44655", + "issue:36683|issue:43475", "issue:45276|issue:46077", - "issue:43901|issue:44655", - "issue:36010|issue:42757", - "issue:43611|issue:44655", - "issue:43352|issue:43937", - "issue:44625|issue:46077", - "issue:43867|issue:45216", - "issue:43502|issue:44485", - "issue:46077|issue:46082", - "issue:36683|issue:43525", - "issue:43618|issue:45216", - "issue:36683|issue:44242" + "issue:42994|issue:44655", + "issue:43901|issue:44655" ], - "prepared_review_unit_hash": "1e87b5dc6d49774b9afdbf07263da29a426dbe293d7cdc8be1c458ec6c044c27", + "prepared_review_unit_hash": "9be15458d6ffb0ff2f624068789fc6985a36855d26b1c691de5508ecd62f24d1", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36564, - "estimated_input_tokens": 9141, - "estimated_eval_tokens": 18538 + "soft_pair_count": 30, + "serialized_chars": 36321, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model/config regressions, save/load bugs, API/template crashes, and backend-specific attention issues. None of the soft pairs look like the same underlying bug, so all are rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the items span multiple unrelated failure modes and model families rather than one duplicated defect.", + "summary": "The candidate pairs are mostly surface-level similarities (shared subsystem keywords or nearby release regressions) rather than the same concrete bug. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #45698 is the most active and substantively described bug report in the set, with the strongest discussion/inbound references and a concrete save/load failure path, so it is the best single issue anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No issue cleanly serves as an umbrella duplicate target for the cluster; issue 45698 is the broadest save/load report, but it does not subsume the other items.", + "best_issue_reason": "Issue #45698 is the most actionable and broadly impactful report here; among the listed issues it is the best representative of a real, reproducible defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43792", - "right": "issue:46123", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Different problems: Whisper inference failure vs. MaskGenerationPipeline dropping final partial-batch results." + "reason": "Both involve compile/runtime behavior, but one is a bfloat16 warning and the other is an SDPA crash for Bamba; different code paths and symptoms." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Unrelated: Python 3.14 load failure vs. backend-mapping error for tensorflow_text." + "reason": "One is about an incorrect pipeline error message, the other about saving Pipeline objects; unrelated bugs." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Different layers and symptoms: chat-completions request validation vs. chat template batching crash." + "reason": "One concerns PyTorch precision warnings, the other a tie_word_embeddings warning during LoRA fine-tuning; not the same defect." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Both concern Qwen3.5/MoE save/load paths, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same bug." + "reason": "Left is about leftover dummy classes leaking into exports, right is a noisy logging message; no shared underlying bug." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Completely different subsystems: xLSTM training bugs vs. BeitImageProcessorFast label reduction." + "reason": "Dequantized model saving and pipeline serialization are different save failures with different paths." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Both involve compilation/runtime warnings, but one is a bf16 precision warning and the other is a flex_attention failure on newer torch." + "reason": "Saving dequantized models is unrelated to a Qwen3_5 infinite-loop generation bug." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Different warning types and code paths: local path slash import warning vs. bf16 compilation warning." + "reason": "A removed config API and a noisy log message are not the same change or failure mode." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Both are import errors, but for different symbols, packages, and likely causes." + "reason": "ESM2 model breakage and a DeepSeek-v4 dtype/transpose issue are distinct model-specific bugs." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:43792", + "right": "issue:46123", "accept": false, - "reason": "Unrelated: custom-module from_pretrained mismatch after save_pretrained vs. DeepSeek tensor transpose/type bug." + "reason": "Whisper runtime failure and a mask-generation batching bug affect different pipelines and code paths." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "ImportError for layer_type_validation vs. unintended network requests despite local_files_only=True." + "reason": "Python 3.14 import/load failure and a backend-mapping ValueError are unrelated compatibility issues." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Different bug classes: generation cache regression in chunked_prefill vs. pipeline final-batch handling." + "reason": "One is an API endpoint request rejection, the other a processor crash on batched chat templates; different layers entirely." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Same family name (Qwen3/VL/MoE/fp8) but different issues: general Transformers version breakage vs. fp8 inference support." + "reason": "xLSTM training bugs and a BeitImageProcessorFast label-reduction bug do not share the same underlying defect." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Both mention chat/template usage, but one is request acceptance and the other is tokenize=True crashing on tool-call messages." + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other from_pretrained; different directions and likely different fixes." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Different code paths: distributed optimizer-state corruption vs. attention-scaling config ignored in SDPA/FlashAttention." + "reason": "A precision warning during compilation is not the same as a compiled flex_attention failure on newer PyTorch." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Both are CLIP regressions, but one is attentions missing and the other is hidden_states missing; not the same concrete defect." + "reason": "Import warning on local path parsing and a bfloat16 precision warning are unrelated." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Different loading failures: Qwen3VL MoE regression vs. state_dict-sorting load error." + "reason": "Both are import errors, but for different symbols/modules and different dependency layers." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:45600", + "right": "issue:46298", "accept": false, - "reason": "Both are missing-attribute errors, but they affect different configs/outputs and different models." + "reason": "Broken auto_mappings references and a noisy logging message are not the same issue." }, { - "left": "issue:43066", - "right": "issue:46209", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Unrelated: tokenizer decoder type regression vs. FP8 inference failure on B200." + "reason": "Missing import vs API calls despite local_files_only=True are distinct regressions." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "Both are save-related, but one is quantized model saving and the other is Pipeline serialization." + "reason": "Wrong custom module loading after save_pretrained and a DeepSeek dtype/transpose bug are unrelated." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Same model family (Gemma4) but different functionality: embedding resize propagation vs. bidirectional-attention mask construction." + "reason": "Both involve Qwen3-VL/MoE/FP8, but one is loading incompatibility and the other inference support; not the same concrete bug." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to saving Pipeline objects." + "reason": "Generation cache missing in chunked prefill and a partial-batch pipeline bug are different mechanisms." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Different import errors from different modules and symbols." + "reason": "A chat-completions API compatibility issue is unrelated to assistant tool-call template crashes." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Transformers v5 base_model_prefix loading regression vs. Pipeline save_pretrained failure." + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling being ignored are different bugs in different subsystems." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Different model-specific issues: Flash Attention 2 support not yet available vs. invalid GenerationConfig." + "reason": "CLIP attentions not assigned and CLIPVisionModel hidden_states missing are adjacent but distinct output-field regressions." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Different Gemma4/Qwen3.5 configuration bugs and different affected behaviors." + "reason": "Qwen3VL loading breakage and state_dict sorting load errors are different model-loading failures." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43066", + "right": "issue:46209", "accept": false, - "reason": "Different save/load regressions: state_dict ordering error vs. incorrect Qwen3.5 checkpoint saved since v5.4.0." + "reason": "Tokenizer decoder type mismatch and FP8 inference failure on B200 are unrelated issues." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "One is offline/local-files-only network leakage; the other is a GLM-5 RoPE implementation discussion/bug." + "reason": "Gemma3Config missing vocab_size and SAM3 Video missing fpn_position_embeddings are different attribute regressions." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Same broad Llama/Gemma config area? No: Gemma4 attention masking vs. LlamaConfig head_dim validation." + "reason": "Embedding resize not propagating and causal-vs-bidirectional attention masking are separate Gemma4 bugs." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Both are missing-attribute issues, but Gemma3Config vocab_size and Llama4Config pad_token_id are unrelated." + "reason": "Quantized model saving failure and pipeline save_pretrained failure are different save paths." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Different regressions in different CLIP/Gemma3.5 areas; no shared concrete code path." + "reason": "Docs drift about return_all_scores is not the same as an inability to save Pipeline objects." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:46178", + "right": "issue:46209", "accept": false, - "reason": "Gemma3Config attribute bug vs. MoE load-balancing loss omission; unrelated." + "reason": "Backend mapping validation and FP8 inference on B200 are unrelated runtime issues." } ] }, @@ -14739,7 +14659,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 47, "review_unit_count": 51, "status": "reviewed", @@ -14747,13 +14667,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:28282", "issue:33453", + "issue:36010", "issue:36296", "issue:36683", "issue:41669", + "issue:42757", "issue:42890", "issue:43064", "issue:43097", @@ -14761,44 +14683,52 @@ "issue:43352", "issue:43441", "issue:43502", + "issue:43525", "issue:43575", - "issue:43576", + "issue:43611", "issue:43618", "issue:43867", "issue:43881", "issue:43906", + "issue:43937", "issue:43976", "issue:43992", - "issue:44062", - "issue:44112", "issue:44117", - "issue:44222", + "issue:44242", "issue:44246", "issue:44355", - "issue:44360", "issue:44380", + "issue:44485", "issue:44492", + "issue:44625", "issue:44655", "issue:44855", - "issue:44857", "issue:44938", - "issue:44964", - "issue:44977", - "issue:45125", + "issue:45216", "issue:45310", "issue:45357", "issue:45375", - "issue:45440", "issue:45478", "issue:45479", "issue:45561", - "issue:45600", "issue:45753", + "issue:46077", + "issue:46082", "issue:46132", "issue:46202", "issue:46285" ], "soft_pairs": [ + "issue:36010|issue:42757", + "issue:44625|issue:46077", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43502|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", "issue:44380|issue:46132", "issue:36683|issue:43881", "issue:43906|issue:45753", @@ -14807,12 +14737,12 @@ "issue:43992|issue:45310", "issue:43441|issue:44380", "issue:43352|issue:45478", - "issue:43867|issue:46202", "issue:44355|issue:44855", - "issue:44380|issue:45479", + "issue:43867|issue:46202", "issue:43867|issue:45375", - "issue:36683|issue:44117", + "issue:44380|issue:45479", "issue:43352|issue:44380", + "issue:36683|issue:44117", "issue:41669|issue:44246", "issue:43618|issue:44380", "issue:43097|issue:43352", @@ -14824,262 +14754,198 @@ "issue:36296|issue:43575", "issue:43064|issue:44655", "issue:28282|issue:33453", - "issue:43618|issue:46285", - "issue:43618|issue:44857", - "issue:44655|issue:44938", - "issue:43618|issue:44977", - "issue:44360|issue:45440", - "issue:42890|issue:44964", - "issue:43502|issue:44062", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:44222|issue:45125", - "issue:43576|issue:46132" + "issue:43618|issue:46285" ], - "prepared_review_unit_hash": "812709ebbcfeb465905ed6adfc90db0a06efa44844d79c7d88de12fb31133085", + "prepared_review_unit_hash": "9d5dc177862e5aa74f80f82034720fc16981e459c6e07903259f58549f6714b7", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38081, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "serialized_chars": 38139, + "estimated_input_tokens": 9535, + "estimated_eval_tokens": 19326 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by subsystem or model family, not the same concrete bug. The only plausible duplicate is the import-time slowdown report pair (41669/44246).", - "confidence": 0.64, - "canonical_issue_reason": "issue:41669 is the clearest, most root-cause-oriented report for the import-time performance problem; issue:44246 is the vaguer symptom report.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only clear duplicate-like pair is the import-time slowdown reports (41669/44246); the rest differ by model, API, or failure mode.", + "confidence": 0.93, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report and directly matches the only accepted duplicate-like pair: slow `transformers` import due to `import *` usage in models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best standalone issue here because it is specific, actionable, and maps to the only strong duplicate candidate.", + "best_issue_reason": "issue:41669 is the best representative issue because it names the specific performance regression and likely fix target, whereas 44246 is the broader symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44380", - "right": "issue:46132", - "accept": false, - "reason": "Both mention attention behavior, but one is a GPT-2 backend-specific scaling bug and the other is an AttentionInterface API behavior change; different underlying problems." - }, - { - "left": "issue:36683", - "right": "issue:43881", - "accept": false, - "reason": "Different models and failures: Gemma3 missing config attr vs glm-4v-9b loading failure." - }, - { - "left": "issue:43906", - "right": "issue:45753", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "One is a reproduction of an older issue; the other is a Qwen3.5 multimodal infinite-loop bug. Not the same code path." + "reason": "Both are import errors, but they involve different missing symbols (`AutoModel`/PyTorch vs `is_offline_mode`/huggingface_hub) and different root causes." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Both involve Qwen models, but load-time MoE breakage and image-generation infinite looping are distinct bugs." + "reason": "Different models and bugs: Qwen3.5 label propagation vs Gemma4 attention-mask construction." }, { "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "Unrelated failures: FlashAttention support for a model vs Python version compatibility." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Different models and different from_pretrained failures; no clear shared root cause." - }, - { - "left": "issue:43441", - "right": "issue:44380", + "right": "issue:43937", "accept": false, - "reason": "Both touch FlashAttention, but on different models and different symptoms; too broad to merge." + "reason": "Both are model-loading/runtime errors, but one is FlashAttention support for Nemotron and the other is an invalid GenerationConfig for GLM-5." }, { - "left": "issue:43352", - "right": "issue:45478", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "The same title pattern appears elsewhere, but this pair is Nemotron FlashAttention support vs Qwen3.5 MoE loading; not the same bug." + "reason": "`base_model_prefix` loading regression and pipeline save_pretrained are unrelated code paths." }, { "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Model loading error when state_dict is sorted vs Gemma pipeline roundtrip on \u2581; different failures." - }, - { - "left": "issue:44355", - "right": "issue:44855", + "right": "issue:45216", "accept": false, - "reason": "Both are import-related, but one is compiled Python files and the other is a torch.jit/script parsing issue on Python 3.13." + "reason": "Both affect saving/loading, but one is state_dict ordering/model load failure and the other is an incorrect Qwen3.5 checkpoint save regression." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Different bugs: attention scaling ignored in some backends vs degenerate zero loss in sequence classification." + "reason": "Gemma4 attention-mask logic and LlamaConfig head_dim validation are different issues." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "State-dict loading issue vs missing Qwen3.5 vision config field; unrelated root causes." + "reason": "Local-files-only network leakage and GLM-5 RoPE discussion are unrelated." }, { "left": "issue:36683", - "right": "issue:44117", - "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to TOKENIZER_MAPPING_NAMES sometimes returning None." - }, - { - "left": "issue:43352", - "right": "issue:44380", + "right": "issue:43525", "accept": false, - "reason": "Both are attention/backend topics, but the model-specific FlashAttention support issue is not the GPT-2 scaling regression." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "44246\u2019s vague 'import transformers takes long' symptom matches the import-time slowdown caused by import * usage in models described in 41669." + "reason": "Similar shape of bug, but different models and missing config fields (`vocab_size` vs `pad_token_id`)." }, { "left": "issue:43618", - "right": "issue:44380", + "right": "issue:45216", "accept": false, - "reason": "CLIP attentions missing vs GPT-2 attention scaling ignored are unrelated model bugs." + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained checkpoint corruption are not the same bug." }, { - "left": "issue:43097", - "right": "issue:43352", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "A removed config attribute warning/change is not the same as FlashAttention support for Nemotron." + "reason": "Different failure modes: missing config attribute versus MoE load-balance loss omission." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Different test flakiness causes: missing set_seed in a model integration test vs xdist race on captured_info.txt." + "reason": "One is backend-specific attention scaling, the other is behavior change in AttentionInterface.register." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a typo in cache strategies." + "reason": "Different models and symptoms; Gemma3Config missing vocab_size is not the same as glm-4v-9b loading failure." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43906", + "right": "issue:45753", "accept": false, - "reason": "Different Python-version compatibility reports; not enough evidence of a single underlying failure." + "reason": "An isolated reproduction of an older issue and a Qwen3_5 image loop bug are different problems." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "State_dict loading failure vs Qwen3.5 save_pretrained visual-key regression are different paths." + "reason": "Qwen3VL MoE loading failure and Qwen3_5 infinite-loop generation are unrelated." }, { "left": "issue:43352", - "right": "issue:45478", - "accept": false, - "reason": "Despite similar wording, these are distinct issues: Nemotron FlashAttention support vs Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on loading a large model." - }, - { - "left": "issue:43064", - "right": "issue:44655", + "right": "issue:43976", "accept": false, - "reason": "Different features and failure modes: optimizer-state mismatch vs saving Pipeline objects." + "reason": "FlashAttention support for a model and Python-version compatibility are distinct issues." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "PyTorch-missing ImportError vs tokenizer-loading regression are unrelated." + "reason": "Different models and missing weights/config path; both loading problems but not the same concrete bug." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:43441", + "right": "issue:44380", "accept": false, - "reason": "Both involve CLIP, but attentions missing and text_model structure inconsistency are separate regressions." + "reason": "Both mention attention backends, but the model-specific FlashAttention failure and GPT2 attention scaling regression are different code paths." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:43352", + "right": "issue:45478", "accept": false, - "reason": "CLIP output field regression and LwDetr AMP crash are unrelated." + "reason": "Same broad topic (Qwen/FlashAttention complaints) but different model/version and failure details." }, { - "left": "issue:44655", - "right": "issue:44938", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Pipeline save_pretrained bug vs Python 3.14 load failure; no shared code path." + "reason": "Compiled-file import errors and Python 3.13 `torch.jit.script` parsing failure are unrelated." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "A DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + "reason": "State_dict-sorted load failure and Gemma pipeline roundtrip on `\u2581` are different bugs." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Model integration test flakiness is unrelated to Phi-4 multimodal loading failures." + "reason": "Load-order issue versus Qwen3.5 config field being dropped by `@strict`; different underlying causes." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "local_files_only still making requests is unrelated to AddedToken duplicate keyword handling." + "reason": "Attention backend scaling bug and single-label classification zero-loss bug are unrelated." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Both are test-related, but the CI device override issue has a different root cause than missing set_seed flakiness." + "reason": "Both touch attention code, but they target different models and distinct backend behaviors." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:36683", + "right": "issue:44117", "accept": false, - "reason": "CI breakage in auto_mappings and a flaky test are different problems." + "reason": "Missing config attr in one model and tokenizer mapping None-handling in another are not the same issue." }, { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different bugs." + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report slow `transformers` import; 41669 identifies the likely cause (`import *` in models) and 44246 reports the same slowdown symptom." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "A broken transformers env command is unrelated to an AttentionInterface registration behavior change." + "reason": "CLIP attentions regression and CLIP text-model structural inconsistency are related only by model family, not by the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment stays within the packet evidence and is conservative overall. The lone accepted pair (41669/44246) is well grounded by the titles, while the other soft-edge rejections avoid overstating similarity." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 41669/44246, is plausibly the same import-slowdown bug, and the remaining soft-edge rejections do not overclaim equivalence." }, "evaluator_used": true, "retried": false, @@ -15090,7 +14956,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 48, "review_unit_count": 51, "status": "reviewed", @@ -15098,7 +14964,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ "issue:30333", "issue:30990", @@ -15107,7 +14973,6 @@ "issue:34689", "issue:36296", "issue:38617", - "issue:41628", "issue:42548", "issue:42757", "issue:42831", @@ -15115,16 +14980,15 @@ "issue:43010", "issue:43299", "issue:43502", - "issue:43526", "issue:43576", + "issue:43618", "issue:43723", "issue:43824", "issue:43827", "issue:43874", - "issue:43901", - "issue:43976", + "issue:44062", + "issue:44112", "issue:44222", - "issue:44230", "issue:44315", "issue:44351", "issue:44355", @@ -15134,24 +14998,36 @@ "issue:44556", "issue:44655", "issue:44749", - "issue:44908", + "issue:44857", "issue:44938", "issue:44961", + "issue:44964", + "issue:44977", "issue:45071", "issue:45125", "issue:45278", - "issue:45341", "issue:45375", + "issue:45440", "issue:45468", "issue:45478", + "issue:45600", "issue:45656", "issue:45850", - "issue:46209" + "issue:46132" ], "soft_pairs": [ - "issue:42890|issue:45341", - "issue:44355|issue:44749", + "issue:43618|issue:44857", + "issue:44655|issue:44938", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125", + "issue:43576|issue:46132", "issue:42548|issue:44351", + "issue:44355|issue:44749", "issue:45125|issue:45478", "issue:30333|issue:33453", "issue:44387|issue:44556", @@ -15161,8 +15037,8 @@ "issue:43723|issue:44556", "issue:43502|issue:44222", "issue:42831|issue:43874", - "issue:43502|issue:44961", "issue:43010|issue:45850", + "issue:43502|issue:44961", "issue:43010|issue:44368", "issue:30333|issue:36296", "issue:44355|issue:45071", @@ -15176,267 +15052,247 @@ "issue:33453|issue:36296", "issue:43010|issue:45656", "issue:43576|issue:43824", - "issue:44222|issue:44230", - "issue:44961|issue:45468", "issue:31795|issue:38617", - "issue:43010|issue:43976", - "issue:43576|issue:44938", - "issue:44908|issue:44961", - "issue:41628|issue:42548", - "issue:44315|issue:46209", - "issue:36296|issue:43901", - "issue:36296|issue:43526" + "issue:44961|issue:45468" ], - "prepared_review_unit_hash": "27ff07bd2c5f24a758c98597115ab102921cd281bc5d9e431ebf2ca38092c099", + "prepared_review_unit_hash": "a2d24a2b7dd065fa1437c93c451225456e26c259edf958004a70dd5e1bc122c3", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 37, - "serialized_chars": 37709, - "estimated_input_tokens": 9428, - "estimated_eval_tokens": 19112 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38612, + "estimated_input_tokens": 9653, + "estimated_eval_tokens": 19562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of Transformers v5/v4 migration regressions, especially import/load failures, but it also contains many unrelated docs, FP8, tensor-parallel, testing, and app-specific bugs. None of the soft pairs look like the same concrete issue/change.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45278 is the broadest umbrella for the repeated import/error-after-upgrade reports and best represents the main v5 regression theme in this cluster.", + "summary": "The set is broadly heterogeneous: most items are unrelated v5 regressions, import errors, loading issues, or test/docs complaints. I don\u2019t see any soft pair that clearly shares the same concrete underlying bug or fix path.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering the general v5 upgrade/import-breakage theme better than the more specific symptom reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most useful anchor issue because it generalizes over several nearby import/load regressions, while the rest are narrower or unrelated.", + "best_issue_reason": "issue:45278 is the most triage-useful anchor because it is broad, upgrade-focused, and closest to a reusable umbrella for related regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: a missing CLIPOutput attentions assignment vs an AMP/CUDA loss crash in LwDetrImageLoss." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "One is Pipeline.save_pretrained, the other is Python 3.14 import/load failure; no shared code path." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model paths and symptoms: CLIP output fields vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE behavioral divergence." + }, { "left": "issue:42890", - "right": "issue:45341", + "right": "issue:44964", "accept": false, - "reason": "Different bugs: test flakiness from missing set_seed vs a bug in testing_utils.py." + "reason": "A flaky SamHQ integration test is unrelated to loading microsoft/Phi-4-multimodal-instruct." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and AddedToken argument duplication are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI issues: missing set_seed in SamHQ tests vs a stale GraniteSpeech device override test." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test seeding flakiness and auto_mappings.py references to removed configs are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained on MoE and missing _tp_plan for Qwen3_5MoE are different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Unrelated symptoms: compiled Python file errors vs slower data filtering after upgrade." + "reason": "Broken `transformers env` CLI and AttentionInterface.register behavior change are separate areas." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different import targets: PreTrainedModel vs HybridCache; separate export failures." + "reason": "Both are import errors, but for different symbols and likely different export breakages." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a Chinese report about slower filtering after upgrade are not the same bug." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Different code paths: tensor-parallel plan support vs Qwen3.5 Moe from_pretrained loading failure." + "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel planning and the other is from_pretrained loading; too different to merge." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting failure and tokenizer loading regression are not the same bug." + "reason": "MLflow job-status reporting and tokenizer-loading regression are unrelated subsystems." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Quantization memory/OOM regression vs checkpoint reload compatibility after version upgrade." + "reason": "CUDA reserved-memory/OOM under int4 quantization is not the same as checkpoint reload failure after upgrade." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor parallelism plan vs missing config field; related model family but different defects." + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are distinct Qwen3_5Moe issues." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache/layer update no_grad concern is unrelated to general import errors after upgrade." + "reason": "Cache/layer no_grad decoration is unrelated to broad import errors after upgrade." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang vs documentation confusion about model.forward arguments." + "reason": "Stuck Sentence Transformers loading is not the same as a documentation clarification issue." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload failure are different failures." + "reason": "Tokenizer AutoTokenizer.from_pretrained failure and checkpoint reload regression overlap on loading, but not the same concrete bug." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network leak and FP8 save_pretrained are unrelated." + "reason": "Unexpected network calls and FP8 MoE save_pretrained are different code paths." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy issue vs missing image-patch-count method; different models and failures." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "local_files_only network requests and an unrelated 'racoon' report do not match." + "reason": "FineGrainedFP8 accuracy and a missing image-processor method causing token-count errors are unrelated." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Cache update decoration and broad model breakage reports are not the same concrete bug." + "reason": "No-grad decoration for update methods and a generic report that v5 breaks many models are not the same issue." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Cache update/no_grad issue vs Qwen3.5 fine-tuning warning about tie_word_embeddings." + "reason": "Local_files_only network requests and an empty 'racoon' issue have no apparent connection." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "MLflow failure and tensor-parallel training bug are unrelated." + "reason": "Docs still referencing pipeline() after removals is unrelated to the 'racoon' placeholder issue." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled file loading errors and PretrainedConfig type-checking regression are different problems." - }, - { - "left": "issue:43827", - "right": "issue:44961", - "accept": false, - "reason": "Docs still referencing pipeline() vs an unrelated 'racoon' issue." + "reason": "Compiled-file errors and PreTrainedConfig type-checking regressions are different problems." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled file errors vs inability to save Pipeline objects are distinct." + "reason": "Compiled-file execution errors are unrelated to saving Pipeline objects." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel model_init application bug is unrelated to DSA indexer/ReLU discussion." + "reason": "Liger Kernel application with model_init and a DSA indexer/ReLU discussion are different topics." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs a specific Llama 3.2 vision model loading breakage." + "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are both loading-related but not the same bug." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL/Moe loading failure and checkpoint reload after upgrade are not the same code-path bug." + "reason": "Qwen3VL MoE loading and checkpoint reload failures after upgrade are distinct model-specific regressions." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "ImportError for is_offline_mode and a broken transformers env command are separate failures." + "reason": "Missing `is_offline_mode` import and broken `transformers env` CLI are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command regression vs config type-checking regression are unrelated." + "reason": "CLI breakage and PretrainedConfig type checking are different surfaces and code paths." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading and tensor-parallel training bugs are different." + "reason": "Tokenizer loading regression is unrelated to tensor-parallel training bugs." }, { "left": "issue:43010", - "right": "issue:45656", - "accept": false, - "reason": "Cache/layer update behavior is unrelated to optimizer.step being called twice under deepspeed." - }, - { - "left": "issue:43576", - "right": "issue:43824", - "accept": false, - "reason": "Broken env command vs Qwen2_5_VL import error are different APIs and symptoms." - }, - { - "left": "issue:44222", - "right": "issue:44230", - "accept": false, - "reason": "FP8 save_pretrained issue vs FP8 inference support issue; related theme but not the same bug." - }, - { - "left": "issue:44961", - "right": "issue:45468", + "right": "issue:44368", "accept": false, - "reason": "Unrelated 'racoon' issue vs Gemma-4 audio positional encoding bug." + "reason": "No-grad cache updates and a tie_word_embeddings warning in Qwen3.5 LoRA are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and missing layer_type_validation import are different classes of issue." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache update/no_grad discussion is unrelated to Python 3.9/3.10 compatibility." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "Broken env command vs Python 3.14 load failure are separate regressions." - }, - { - "left": "issue:44908", - "right": "issue:44961", - "accept": false, - "reason": "Scheduler kwargs bug and unrelated 'racoon' report do not match." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." - }, - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Liger Kernel/model_init bug is unrelated to FP8 inference on B200." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training bug and text-classification pipeline docs mismatch are unrelated." + "reason": "Documentation confusion about forward arguments and an ImportError for layer_type_validation are not the same underlying bug." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels behavior are separate issues." + "reason": "A placeholder/empty issue and a Gemma-4 audio positional-encoding bug are clearly unrelated." } ] }, @@ -15450,7 +15306,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 49, "review_unit_count": 51, "status": "reviewed", @@ -15458,23 +15314,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ - "issue:31795", - "issue:33453", + "issue:36296", + "issue:41628", "issue:41669", + "issue:42548", "issue:42890", + "issue:43010", "issue:43352", "issue:43408", "issue:43525", + "issue:43526", "issue:43572", "issue:43576", "issue:43673", - "issue:43827", - "issue:43874", + "issue:43901", "issue:43976", "issue:44038", - "issue:44077", + "issue:44222", "issue:44230", "issue:44246", "issue:44273", @@ -15488,9 +15346,8 @@ "issue:44556", "issue:44623", "issue:44704", - "issue:44829", - "issue:44861", "issue:44908", + "issue:44938", "issue:44961", "issue:45003", "issue:45071", @@ -15500,24 +15357,30 @@ "issue:45278", "issue:45341", "issue:45362", - "issue:45478", "issue:45542", "issue:45753", "issue:45850", "issue:46095", - "issue:46143", - "issue:46144", + "issue:46209", "issue:46218" ], "soft_pairs": [ + "issue:44222|issue:44230", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:41628|issue:42548", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:36296|issue:43526", "issue:44623|issue:45230", "issue:44273|issue:45542", "issue:44038|issue:45125", "issue:44273|issue:45003", "issue:44393|issue:45071", "issue:44230|issue:46095", - "issue:44373|issue:44961", "issue:43576|issue:44556", + "issue:44373|issue:44961", "issue:44393|issue:45753", "issue:43525|issue:45850", "issue:41669|issue:43673", @@ -15538,273 +15401,258 @@ "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:45278|issue:45850", - "issue:43673|issue:44492", - "issue:46143|issue:46144", - "issue:43874|issue:45850", - "issue:43976|issue:46218", - "issue:44393|issue:45478", - "issue:44077|issue:44861", - "issue:43827|issue:44908", - "issue:31795|issue:33453", - "issue:41669|issue:44492", - "issue:44315|issue:44829" + "issue:43673|issue:44492" ], - "prepared_review_unit_hash": "7225eeaefefd5ff20ec296e928e9bdd79c72b7b042249cb849f6ea3fd37ffec5", + "prepared_review_unit_hash": "fad3bec65d8fd622d60d8b2359c89700bde351daac2721063993745f70a678c7", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38481, - "estimated_input_tokens": 9621, - "estimated_eval_tokens": 19498 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37406, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy, heterogeneous cluster: most items are broad v5 regression or import/model-specific bugs, but they do not collapse to one underlying defect. I found no true duplicate pairs among the proposed soft edges.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is mostly about Transformers v5 import/lazy-loading regressions and related API compatibility issues. There are no PRs in the set. I would anchor the cluster on the broad lazy-loading/import symptom report, while treating the soft pairs as mostly similar-but-not-duplicate edge cases.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44273 is the broadest and most central report here: it describes lazy loading being broken, which plausibly underlies several of the import-related failures in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the broadest umbrella among the set for general v5 breakage reports, but it is still too vague and spans multiple unrelated failure modes.", + "best_issue_reason": "issue:44273 is the best issue to represent the cluster because it captures the shared failure mode at a high level, not just one specific symbol or model.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; different concrete failures." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad and Python version incompatibility are unrelated bugs." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Both are version/load problems, but one is the v5 env command and the other is Python 3.14 import/load failure; too different." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are top-level import errors, but they target different missing symbols and there is not enough evidence they are the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated generic issue title are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are separate code paths." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and pipeline docs are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "processor.save_pretrained missing files is a specific serialization bug; the other is an empty generic bug report." + "reason": "A specific processor.save_pretrained file bug and a generic bug report do not indicate the same underlying issue." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading/import behavior and missing TensorFlow backend handling are different bugs." + "reason": "Lazy loading regressions and missing TensorFlow backend handling are different problems." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Different model-specific issues: Qwen3-VL-Moe bug vs missing tensor-parallel plan for Qwen3_5Moe." + "reason": "Generic Qwen3-VL/MoE breakage and missing tensor-parallel plan are not the same concrete defect." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch loading/import internals, but one is lazy loading breakage and the other is unsafe sys.modules access; not the same concrete bug." + "reason": "Both touch import-time behavior, but unsafe sys.modules access is a different root cause than lazy loading not working properly." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output failure is unrelated to PretrainedConfig type checking." + "reason": "Qwen3-VL bbox output errors and PretrainedConfig type checking are unrelated." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeek weight conversion question." + "reason": "Both are FP8/MoE-adjacent, but inference support and a weight conversion question are not the same bug." }, { - "left": "issue:44373", - "right": "issue:44961", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Wrong position_ids docstring has nothing to do with the unrelated 'racoon' issue." + "reason": "Both involve version upgrades, but the env command breakage and checkpoint reload incompatibility are different issues." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44373", + "right": "issue:44961", "accept": false, - "reason": "Both mention v5 regressions, but one is the transformers env command and the other is checkpoint reload compatibility; different code paths." + "reason": "A docstring typo and an unrelated issue title are not duplicates." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Different Qwen3-VL failure modes: 2D bbox hallucination/error vs infinite loop on a specific image." + "reason": "2D bounding-box output errors and an infinite-loop image case are different failures in the same model family." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad multi-model v5 breakage report." + "reason": "Specific pad_token_id missing in Llama4Config vs a vague 'breaks too many models' report; not the same concrete bug." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star/lazy-loading performance is different from GenerationMixin cache missing during chunked prefill." + "reason": "Import-star cleanup/performance and missing GenerationMixin cache during chunked prefill are different problems." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 checkpoint-load regressions, but they affect different models and failure mechanisms." + "reason": "Both are v5 compatibility complaints, but one is general checkpoint reload failure and the other is remote-code/meta-init incompatibility." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx loss is a specific config regression, not the generic v5 breakage umbrella." + "reason": "A missing pad_token_idx regression is too specific to be the same as a broad 'many models break' report." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crash is a model-specific runtime issue, not the broad multi-model complaint." + "reason": "Qwen3.5 chat crash and a broad v5 breakage report are not the same underlying defect." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import latency from wildcard imports is not the same as failing to import a specific model module." + "reason": "Import performance cleanup and failure to import a specific model module are not the same bug." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both concern imports/lazy loading, but one reports slow imports and the other incorrect lazy loading behavior." + "reason": "Slow import timing and broken lazy loading may be related, but the evidence is not strong enough to treat them as duplicates." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Seed-related test flakiness and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Test flakiness from missing set_seed and scheduler kwargs handling are unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Sam3 model-type warning is unrelated to Liger Kernel not being applied with model_init." + "reason": "Model-type warning during sam3 instantiation and Liger Kernel application are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor.cached_file kwargs passthrough is unrelated to scheduler kwargs handling." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different APIs." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support for Nemotron and Qwen3-VL bounding-box errors are different bugs." + "reason": "Flash Attention 2 support error for Nemotron and Qwen3-VL bbox hallucination/error are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version incompatibility is unrelated to Qwen3-VL 2D output issues." + "reason": "Python version incompatibility and Qwen3-VL output errors are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." + "reason": "Tokenizer save_pretrained metadata mismatch and a generic bug report are not the same defect." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Transformers env command breakage and scheduler kwargs handling are unrelated." + "reason": "Env command breakage and scheduler kwargs handling are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to the generic bug report." + "reason": "Position_ids buffer access error and generic bug report are not the same issue." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs are unrelated to PretrainedConfig type checking." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star performance regressions and missing HybridCache export are different import issues." + "reason": "Import-star cleanup and HybridCache import failure are different symbol/export problems." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance issues are unrelated to the testing_utils bug." + "reason": "Import performance cleanup and a testing_utils bug are unrelated." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Many import errors after upgrade are broader than, but not the same as, a vague 'breaks too many models' report." + "reason": "Many import errors after upgrade and a vague 'breaks too many models' report overlap broadly, but not enough to prove the same underlying bug." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked prefill cache issue and cache-strategy typo are unrelated." - }, - { - "left": "issue:46143", - "right": "issue:46144", - "accept": false, - "reason": "Missing kwargs passthrough and attention-interface usage are related to RoFormer, but they are not the same concrete defect." - }, - { - "left": "issue:43874", - "right": "issue:45850", - "accept": false, - "reason": "GLM46V image-patch counting bug is a specific multimodal error, not the broad v5 regression umbrella." - }, - { - "left": "issue:43976", - "right": "issue:46218", - "accept": false, - "reason": "Python compatibility failure is unrelated to a missing Qwen3_5 module import." - }, - { - "left": "issue:44393", - "right": "issue:45478", - "accept": false, - "reason": "Different Qwen3-related failures: bbox output bug vs Qwen3.5 Moe from_pretrained error." - }, - { - "left": "issue:44077", - "right": "issue:44861", - "accept": false, - "reason": "PatchTSMixer post_init validation and tied-weight-key attribute errors are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44908", - "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to inverse_sqrt scheduler kwargs." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Doc confusion around input_ids/past_key_values is unrelated to tokenizer loading regression." - }, - { - "left": "issue:41669", - "right": "issue:44492", - "accept": false, - "reason": "Import-star slowdown and cache-strategy typo are unrelated." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Liger Kernel not applied with model_init is unrelated to flash_attention_3 training degeneration." + "reason": "Chunked prefill cache behavior and a typo in cache strategies are unrelated." } ] }, @@ -15818,7 +15666,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 50, "review_unit_count": 51, "status": "reviewed", @@ -15826,19 +15674,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ - "issue:30333", "issue:31515", "issue:31795", "issue:33453", "issue:34689", - "issue:36296", - "issue:38617", "issue:41669", "issue:42371", "issue:42913", - "issue:42936", "issue:43066", "issue:43298", "issue:43352", @@ -15848,21 +15692,23 @@ "issue:43572", "issue:43576", "issue:43606", - "issue:43668", "issue:43704", - "issue:43717", "issue:43827", - "issue:44031", - "issue:44230", + "issue:43874", + "issue:43976", + "issue:44077", "issue:44261", "issue:44263", "issue:44273", + "issue:44315", "issue:44351", "issue:44360", + "issue:44393", "issue:44485", "issue:44492", "issue:44623", "issue:44655", + "issue:44829", "issue:44861", "issue:44908", "issue:44998", @@ -15870,18 +15716,29 @@ "issue:45290", "issue:45310", "issue:45468", + "issue:45478", "issue:45850", "issue:46018", "issue:46095", + "issue:46143", "issue:46144", "issue:46172", "issue:46218" ], "soft_pairs": [ + "issue:46143|issue:46144", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", "issue:42371|issue:44492", "issue:43576|issue:44273", - "issue:44360|issue:45468", "issue:44655|issue:44861", + "issue:44360|issue:45468", "issue:45230|issue:45310", "issue:44273|issue:44908", "issue:43576|issue:46218", @@ -15911,318 +15768,277 @@ "issue:43525|issue:44861", "issue:43704|issue:44998", "issue:43572|issue:44861", - "issue:43066|issue:44998", "issue:41669|issue:44998", - "issue:31515|issue:38617", - "issue:44230|issue:44623", - "issue:44998|issue:46218", - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:44230|issue:45310", - "issue:31515|issue:33453", - "issue:43298|issue:44230", - "issue:43717|issue:46144", - "issue:42936|issue:46018", - "issue:43668|issue:44031" + "issue:43066|issue:44998" ], - "prepared_review_unit_hash": "7b48def0c22ec3dbc9c21b73a4536045e37fbeae5652d6e4145b969f17dfe939", + "prepared_review_unit_hash": "c116c538ccd78e8981ae4674ddde9cf9118b64f6ac882f44255f77de003f9490", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 46, - "serialized_chars": 40553, - "estimated_input_tokens": 10139, - "estimated_eval_tokens": 20534 + "soft_pair_count": 44, + "serialized_chars": 40118, + "estimated_input_tokens": 10030, + "estimated_eval_tokens": 20316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated bugs, with a few broad v5/tokenizer/loading similarities but no safe duplicate pairs. No PRs are present.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set; it captures the general 'v5 breaks many models' regression theme better than the narrow, model-specific reports.", + "summary": "The cluster is mostly a heterogeneous mix of unrelated Transformers issues; none of the soft pairs look like true duplicates. The strongest commonality is broad v5/model-loading regression chatter, but it is not coherent enough to merge into one canonical bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report about Transformers v5 breaking many models, so it is the closest thing to a cluster anchor, though the cluster is still too mixed for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best single issue to keep as the cluster representative because it spans the widest shared regression theme, even though it is vague.", + "best_issue_reason": "issue:45850 is the most representative high-level complaint in the set, but it is too vague to be a precise duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is missing kwargs passthrough and the other bypasses the attention interface; not the same concrete bug." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific GLM46V attribute error; the other is a broad meta-complaint about many v5 regressions." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5-VL problems: bounding-box output error vs from_pretrained failure." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility/versioning issue vs missing Qwen3_5 import; different failure modes and likely different fixes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy change vs tied-weights key crash; unrelated code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs referencing pipeline() vs scheduler kwargs ignored; no shared bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Confusing forward docs and tokenizer loading regression are both about usage/loading, but not the same underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star performance issue vs cache-strategy typo; clearly different." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel not applied with model_init vs Flash Attention 3 training degeneration; different mechanisms." + }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + "reason": "TF32 API settings guidance vs cache strategy typo; unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken `transformers env` CLI behavior is a different code path from lazy loading." + "reason": "Broken transformers env command vs lazy loading malfunction; different surfaces and causes." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "DSA indexer ReLU omission and Gemma4 audio positional encoding are unrelated model bugs." + "reason": "Pipeline save_pretrained issue vs tied weight key AttributeError; not the same bug." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Pipeline save_pretrained serialization and `_get_tied_weight_keys` list handling are different failures." + "reason": "Both mention MLA/DSA-ish internals, but one is a missing ReLU in the indexer and the other is Gemma-4 audio positional encoding." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report does not match the specific Qwen3.5 MoE from_pretrained regression." + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained error; no concrete overlap." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "Lazy loading behavior vs scheduler kwargs handling; separate features." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "CLI env breakage and Qwen3_5 import failure are different concrete bugs." + "reason": "Broken env CLI vs missing Qwen3_5 import; unrelated." }, { "left": "issue:43827", "right": "issue:44492", "accept": false, - "reason": "Docs still referencing `pipeline()` and a cache-strategy typo are not the same issue." + "reason": "Docs/pipeline references and a cache-strategy typo do not describe the same defect." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek shared-expert gating and a `comb.to(...).transpose(...)` bug are distinct." + "reason": "DeepSeek-V4 gating issue vs a tensor conversion/transpose bug; different model code paths." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are separate model-specific bugs." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct multimodal/model-internal bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "A processor timestamp bug is unrelated to scheduler keyword handling." + "reason": "Processor timestamp bug vs scheduler kwargs bug; unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf concerns do not match a VRAM leak in dataloader threads." + "reason": "Import-star slowdown and VRAM leak in dataloader threads are different issues." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward arguments is not the same as a model-loading regression." + "reason": "Docs confusion vs Llama 3.2 Vision model loading regression; not duplicates." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and forward doc confusion are different problems." + "reason": "Both are around loading/docs, but one is slow checkpoint loading and the other is forward-API documentation confusion." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are unrelated model implementations." + "reason": "Different model families and bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "A VRAM leak and a RoPE implementation bug are unrelated." + "reason": "VRAM leak in multithreaded dataloading vs RoPE implementation bug; no overlap." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous-batching support and a DeepSeek-v4 weight conversion question are different requests." + "reason": "Continuous batching audio-model support vs DeepSeek-V4 weight conversion/readability question; different topics." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Both mention broad v5 breakage/import issues, but they describe different concrete failures and fixes." + "reason": "Broad v5 breakage complaint vs a specific missing Qwen3_5 import error." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected network access with `local_files_only=True` is unrelated to Qwen3VL timestamp calculation." + "reason": "local_files_only network-leak issue vs Qwen3VL timestamp calculation bug; distinct." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration and VRAM leakage are unrelated." + "reason": "TF32 API settings guidance vs multithreaded VRAM leak; unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation and missing processor save files are different bugs." + "reason": "Processor timestamp math bug vs processor.save_pretrained missing files; different save/load areas." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp computation in a processor and VRAM leakage are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:45468", - "accept": false, - "reason": "CPU offload device mismatch and Gemma4 audio positional encoding do not match." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "GLM-MoE torch.split handling and Gemma4 audio encoding are different code paths." - }, - { - "left": "issue:44261", - "right": "issue:45468", - "accept": false, - "reason": "MLA layernorm epsilon precision and Gemma4 audio encoding are unrelated." - }, - { - "left": "issue:44351", - "right": "issue:46218", - "accept": false, - "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are different symbols/modules." + "reason": "Timestamp calculation in a processor vs VRAM leak under dataloader threads; no shared root cause." }, { - "left": "issue:43352", - "right": "issue:46218", + "left": "issue:41669", + "right": "issue:44998", "accept": false, - "reason": "Flash Attention 2.0 support and a module import error are different issues." + "reason": "Import-star performance issue vs unrelated placeholder issue title 'Unemployment'." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:43066", + "right": "issue:44998", "accept": false, - "reason": "Both are tokenizer-v5 complaints, but one is a generic behavior regression and the other is a decoder-type mismatch; not the same concrete bug." + "reason": "Wrong tokenizer decoder type vs unrelated placeholder issue title 'Unemployment'." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "A scheduler bug is unrelated to the nonsensical 'Unemployment' issue." + "reason": "Scheduler kwargs bug vs unrelated placeholder issue title 'Unemployment'." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and `apply_chat_template` tool-call crashes are different code paths." + "reason": "Tied-weight key AttributeError vs chat template crash on tool-call assistant messages; different code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing `pad_token_id` in Llama4Config is unrelated to tied-weight key attribute handling." + "reason": "Missing pad_token_id in config vs tied-weight key crash; not the same defect." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leakage and the unrelated 'Unemployment' issue have nothing in common." + "reason": "VRAM leak in threads vs unrelated placeholder issue title 'Unemployment'." }, { - "left": "issue:43066", - "right": "issue:44998", + "left": "issue:43572", + "right": "issue:44861", "accept": false, - "reason": "Tokenizer decoder-type mismatch and the unrelated 'Unemployment' issue are not related." + "reason": "Missing pad_token_idx in config vs tied-weight key crash; unrelated." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star cleanup and the unrelated 'Unemployment' issue are not duplicates." - }, - { - "left": "issue:31515", - "right": "issue:38617", - "accept": false, - "reason": "Checkpoint loading slowness and a missing `layer_type_validation` import error are different failures." - }, - { - "left": "issue:44230", - "right": "issue:44623", - "accept": false, - "reason": "FP8 support and missing `processor.save_pretrained` files are unrelated." - }, - { - "left": "issue:44998", - "right": "issue:46218", - "accept": false, - "reason": "The unrelated 'Unemployment' issue and a Qwen import failure are clearly not duplicates." - }, - { - "left": "issue:30333", - "right": "issue:31515", - "accept": false, - "reason": "MLflow job-reporting failure and slow checkpoint loading are unrelated." - }, - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different issues." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "FP8 support request and Qwen3.5 from_pretrained regression are not the same bug." - }, - { - "left": "issue:31515", - "right": "issue:33453", - "accept": false, - "reason": "Tokenizer-loading regression and slow checkpoint loading are only broadly related to loading, not the same defect." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Audio continuous batching and FP8 inference support are separate feature requests." - }, - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated model implementation issues." - }, - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Mask2Former ignore_value usage and DeepSeek shared-expert gating are different model bugs." + "reason": "Import-star performance issue vs unrelated placeholder issue title 'Unemployment'." }, { - "left": "issue:43668", - "right": "issue:44031", + "left": "issue:43066", + "right": "issue:44998", "accept": false, - "reason": "A ModernBERT type-hint issue and tokenizer regex warnings are unrelated." + "reason": "Tokenizer decoder type bug vs unrelated placeholder issue title 'Unemployment'." } ] }, @@ -16236,7 +16052,7 @@ { "label": "issue", "component_index": 1, - "component_count": 17, + "component_count": 18, "review_unit_index": 51, "review_unit_count": 51, "status": "reviewed", @@ -16244,17 +16060,41 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-436", + "cluster_id": "cluster-10000-437", "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", "issue:37934", + "issue:38617", "issue:42936", "issue:43240", + "issue:43298", "issue:43668", + "issue:43717", "issue:43813", "issue:44031", - "issue:46144" + "issue:44230", + "issue:44623", + "issue:44998", + "issue:45310", + "issue:46018", + "issue:46144", + "issue:46218" ], "soft_pairs": [ + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "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", @@ -16265,88 +16105,154 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "ac454a3f7ad6c911c8ea2d6566576d4f419dd2f7b95bd97f4a2749851bc80bb5", + "prepared_review_unit_hash": "2c20a396467164677e5f7dfd48e2f8706d75c3aee660c71077af405b90b41163", "component_budget": { - "node_count": 436, - "item_count": 436, - "soft_pair_count": 1607, - "serialized_chars": 832675, - "estimated_input_tokens": 208169, - "estimated_eval_tokens": 416594 + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 9, - "serialized_chars": 6637, - "estimated_input_tokens": 1660, - "estimated_eval_tokens": 3576 + "node_count": 20, + "item_count": 20, + "soft_pair_count": 20, + "serialized_chars": 17052, + "estimated_input_tokens": 4263, + "estimated_eval_tokens": 8782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues do not look like duplicates of one another; they span unrelated model bugs, config/type-hint fixes, tokenizer warnings, and an attention-interface change. No soft edges should be merged.", + "summary": "This cluster is heterogeneous: the soft-similarity pairs overlap only on broad model/loading/tokenizer language, not the same concrete bug or change. No pair is a safe duplicate match.", "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No clear canonical issue: the set is heterogeneous and the titles point to separate bug reports/fixes rather than one underlying problem.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "Mask2former model's ignore_value not used after definition", - "right": "kwargs are not passed to loss calculation function.", + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an ImportError in configuration_utils are unrelated code paths." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to missing files from processor.save_pretrained()." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "These titles describe unrelated problems; one is nonsensical/off-topic, the other is a Qwen import failure." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-status reporting after failure is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bugs do not describe the same failure." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 support for inference and the other is a from_pretrained regression." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer-loading regression are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to FP8 Qwen model support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint typo is not the same as tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", "accept": false, - "reason": "Different failure modes: one is about an unused Mask2Former ignore_value, the other is about missing kwargs propagation into a loss function." + "reason": "Ignoring a Mask2former value and kwargs not reaching loss calculation are different defects." }, { - "left": "kwargs are not passed to loss calculation function.", - "right": "RoFormer attention implementation does not use attention interface", + "left": "issue:43240", + "right": "issue:46144", "accept": false, - "reason": "Both mention wiring/propagation, but they target different code paths and subsystems: loss-call kwargs vs RoFormer attention API usage." + "reason": "Loss-function kwargs propagation has no overlap with RoFormer attention implementation." }, { - "left": "Mask2former model's ignore_value not used after definition", - "right": "All tokenizers raise incorrect regex pattern warning after version 4.57.3?", + "left": "issue:42936", + "right": "issue:44031", "accept": false, - "reason": "Unrelated areas: segmentation model loss handling versus tokenizer regex warnings." + "reason": "These are unrelated: Mask2former ignore_value handling versus tokenizer regex warnings." }, { - "left": "Mask2former model's ignore_value not used after definition", - "right": "RoFormer attention implementation does not use attention interface", + "left": "issue:42936", + "right": "issue:46144", "accept": false, - "reason": "Different models and different bugs; no evidence they are the same underlying change." + "reason": "Mask2former ignore_value and RoFormer attention-interface problems are different subsystems and bugs." }, { - "left": "Mask2former model's ignore_value not used after definition", - "right": "Typo - should be \"orig_conversion.quantization_operation\"", + "left": "issue:42936", + "right": "issue:43813", "accept": false, - "reason": "One is a model runtime issue, the other is a simple typo in a quantization-related string/path." + "reason": "A Mask2former loss-value issue is unrelated to a typo in quantization_operation." }, { - "left": "kwargs are not passed to loss calculation function.", - "right": "ModernBERTConfig `norm_eps` type hint is incorrect", + "left": "issue:43240", + "right": "issue:43668", "accept": false, - "reason": "Loss-function argument forwarding is unrelated to a config type-hint correction." + "reason": "Loss kwargs propagation and a ModernBERT type-hint issue are not the same change." }, { - "left": "ModernBERTConfig `norm_eps` type hint is incorrect", - "right": "Typo - should be \"orig_conversion.quantization_operation\"", + "left": "issue:43668", + "right": "issue:43813", "accept": false, - "reason": "Both are small correctness fixes, but they concern different files and different kinds of mistakes." + "reason": "Incorrect type annotation and a typo in another symbol name are distinct issues." }, { - "left": "Is Llama4TextL2Norm meant to be RMS norm?", - "right": "ModernBERTConfig `norm_eps` type hint is incorrect", + "left": "issue:37934", + "right": "issue:43668", "accept": false, - "reason": "One questions a normalization implementation choice; the other is purely a type annotation issue." + "reason": "RMSNorm semantics for Llama4TextL2Norm are unrelated to ModernBERT norm_eps typing." }, { - "left": "Mask2former model's ignore_value not used after definition", - "right": "ModernBERTConfig `norm_eps` type hint is incorrect", + "left": "issue:42936", + "right": "issue:43668", "accept": false, - "reason": "Different model families and different bug classes; no shared concrete code path." + "reason": "Mask2former ignore_value handling does not match a ModernBERT config type-hint bug." } ] }, @@ -16360,7 +16266,7 @@ { "label": "issue", "component_index": 2, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16379,52 +16285,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "699e8cb25e33c201923e2096ff48eb6e52b1bb2730c4855b50d47428de842e80", + "prepared_review_unit_hash": "cc6db42238218ac85a7ca0fa9d7062c8d3b4ccdbd63edc62ce2bf8dcc44c55d1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2873, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2873, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated: tokenizer truncation behavior, a ReduceLROnPlateau-like scheduler feature request, and Wav2Vec2 word boundary offsets. This is not a duplicate cluster.", + "summary": "These three issues are about unrelated feature requests in different parts of the library: token truncation behavior, scheduler functionality, and Wav2Vec2 word timing offsets. They do not describe the same underlying bug or change, so none should be merged as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items cover three different feature requests/bugs with no shared underlying problem.", + "canonical_issue_reason": "No canonical issue: the titles and descriptions point to three distinct requests with different code paths and goals.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for deduplication; none of these is a representative duplicate of the others.", + "best_issue_reason": "No single best issue candidate because there is no duplicate set here; each issue targets a different feature area.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requests: token truncation direction vs Wav2Vec2 word offset timing." + "reason": "Truncation option request and Wav2Vec2 timing offsets are unrelated feature requests in different components." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated functionality: tokenizer truncation behavior vs learning-rate scheduler behavior." + "reason": "Token truncation behavior and ReduceLROnPlateau-like scheduler functionality are separate problems with no shared code path." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different problems in different subsystems: scheduler logic vs speech model word offsets." + "reason": "Scheduler feature request and Wav2Vec2 word offset request concern different subsystems and do not look like the same change." } ] }, @@ -16438,7 +16344,7 @@ { "label": "issue", "component_index": 3, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16456,7 +16362,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "f7642506f1fcb36f2fbffc84f5a3305cb304fc4eb18d2c9b873609d92d6e800b", + "prepared_review_unit_hash": "838e9e84a34f8b21d4da7ea1d262d0adfc6047e50ef5e565f7fc4833d694b693", "component_budget": { "node_count": 3, "item_count": 3, @@ -16478,24 +16384,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like duplicates of the same underlying bug. They cover three different areas: Tapas tokenization, private-model auth/error messaging, and a generic model-loading failure.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "No clear duplicate cluster: 13244 is unrelated, and 15980 vs 16618 only overlap at a broad \"model loading/download\" level. The private-model auth/error-message report and the generic \"can't load bert-base-uncased\" report do not look like the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "No strong canonical duplicate stands out; if forced, 16618 is the broadest issue, but it does not clearly subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue #16618 is the broadest and most representative of the cluster, but only as a general model-loading topic; it still does not match the other two issues closely enough to serve as a true canonical duplicate.", + "best_issue_reason": "16618 is the most general and central of the three, but it still appears to describe a different failure mode than 15980 and is unrelated to 13244.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different code path than a failure to load bert-base-uncased; they are not the same bug." + "reason": "Different topics entirely: Tapas tokenization vs. model loading failure. Same broad library, not the same bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is about a bad unauthenticated-private-model download error message, the other is a generic model load failure; related at most by broad loading UX, not the same underlying issue." + "reason": "Both concern model download/load errors, but 15980 is specifically a private-model login/auth error while 16618 is a generic inability to load bert-base-uncased; not the same underlying issue." } ] }, @@ -16509,7 +16415,7 @@ { "label": "issue", "component_index": 4, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16525,12 +16431,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "fa40bf5723db2e246badb57601dc97dc97849135d0d30d4d449e5a513f616024", + "prepared_review_unit_hash": "7ab7a7b3204dfa2d2d0d2ea2b6df2c57fdb6e6eda22129df32fcc548feaa0adb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16538,7 +16444,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16547,7 +16453,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues request support for different features in different areas: Flash Attention 2 architecture support vs GGUF architecture support. They are not duplicates and should not be clustered as the same underlying task.", + "summary": "These are two separate community-contribution issues for different features: Flash Attention 2 support vs GGUF support. They share only a generic contribution framing, not the same underlying bug or change request.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -16558,7 +16464,7 @@ "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests with different code paths and deliverables; sharing the broad theme of architecture support is not enough to treat them as the same issue." + "reason": "Different requested capabilities and code paths: Flash Attention 2 architecture support is unrelated to GGUF support. Similar wording about community contributions is too broad to treat as a duplicate." } ] }, @@ -16572,7 +16478,7 @@ { "label": "issue", "component_index": 5, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16618,12 +16524,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "64bb178d61a321eb715688dd55b854d0fa082617b687232b99fcea55e377dd00", + "prepared_review_unit_hash": "940aaa18b4ee3a8962be8e8fc31f23c076d542695a415d37a3210c24adee3c04", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13688, + "serialized_chars": 13686, "estimated_input_tokens": 3422, "estimated_eval_tokens": 7100 }, @@ -16631,7 +16537,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13688, + "serialized_chars": 13686, "estimated_input_tokens": 3422, "estimated_eval_tokens": 7100 }, @@ -16640,162 +16546,162 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by repeated i18n documentation-translation requests, but the concrete language targets differ (Turkish, Spanish, Romanian, and a Thai-text issue), so they should not be deduplicated as the same underlying issue. The generic placeholder-titled issues also look like separate template instances rather than one duplicate report.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43834 is the cleanest representative of the repeated generic i18n template-style issues, but only as a cluster exemplar\u2014not as a true duplicate of the language-specific requests.", + "summary": "The cluster is dominated by i18n translation-request issues. The explicit language-specific issues are clearly separate requests, and the templated placeholder issues are too ambiguous to safely merge without a concrete language target.", + "confidence": 0.68, + "canonical_issue_reason": "issue:46222 is the newest open issue and the best representative of the repeated i18n translation-request template in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 best represents the recurring template pattern in this cluster; it is the most canonical-looking instance of the generic placeholder issues.", + "best_issue_reason": "issue:46222 is the most current open issue among the near-identical templated entries, so it is the best single representative if one issue must anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-targeted translation requests; same broad docs theme is not enough to dedupe." + "reason": "Different language-request issue versus a templated placeholder entry; no explicit target or shared artifact evidence that they are the same request." }, { "left": "issue:27088", "right": "issue:46222", "accept": false, - "reason": "Different language request; no evidence they are the same underlying translation task." + "reason": "Turkish translation request does not match the ambiguous templated entry as a concrete duplicate." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language-targeted issue; only the template wording overlaps." + "reason": "Different language target; similarity is only at the generic i18n translation-template level." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs generic placeholder title; similar template, not the same issue." + "reason": "Distinct translation request; the shared wording is too broad to treat as the same issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish and Romanian translation requests are distinct." + "reason": "Turkish and Romanian translation requests are separate issues, not the same underlying change." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are separate language tasks." + "reason": "Turkish and Spanish are different language targets, so this is not a duplicate." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request vs generic placeholder; shared template text only." + "reason": "Spanish request versus an ambiguous templated entry; no concrete evidence of the same underlying issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language-targeted translation request; not the same bug/change." + "reason": "Different language target; the overlap is only the generic i18n docs template." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are distinct." + "reason": "Spanish and Romanian translation requests are separate issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language requests; no concrete same-target evidence." + "reason": "Spanish request does not match the templated entry as a clear duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian-specific issue vs generic placeholder wording; not a duplicate." + "reason": "Romanian request versus a generic template entry; too little concrete evidence to merge." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian request and generic placeholder issue are not clearly the same task." + "reason": "Romanian translation request is a separate language-specific issue, not the same underlying request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian-specific request vs generic template issue; only superficial similarity." + "reason": "Different language target; the similarity is only template-level." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request vs generic placeholder; same family, different issue." + "reason": "Romanian request and the placeholder-titled issue are not demonstrably the same bug/change." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "The Thai-text issue is unrelated to docs translation to Romanian." + "reason": "Romanian and Thai translation requests are distinct issues." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are generic placeholder titles, but there is no evidence they refer to the same underlying request." + "reason": "Both look like template-matched translation requests, but there is no concrete language target or issue linkage proving they are the same request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Template-like titles match broadly, but the underlying issue is not demonstrated to be the same." + "reason": "Near-identical template text is not enough here; this could still be a separate language request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Same generic template pattern, but not enough to call them duplicates." + "reason": "Ambiguous placeholder issues with no explicit target language; reject as potential distinct requests." }, { "left": "issue:43834", - "right": "issue:46226", + "right": "issue:38435", "accept": false, - "reason": "Generic template issue vs unrelated Thai-text issue." + "reason": "The explicit Romanian request is not proven to be the same as the placeholder-titled issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Both are generic placeholder issues, but they still look like separate instances rather than one concrete bug." + "reason": "Extremely similar template text, but lacking a concrete target language or issue linkage, so do not merge." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Shared template wording only; no same underlying translation target shown." + "reason": "Template similarity alone is insufficient to treat these as the same underlying issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Unrelated Thai-text issue; not the same translation request." + "reason": "Placeholder template issue and Thai-language request are not clearly the same request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder titles do not establish a single duplicate issue." + "reason": "These are only similar at the generic template level; no concrete evidence they are duplicates." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic translation-template issue vs unrelated Thai-text issue." + "reason": "Generic template issue versus Thai translation request; not a safe duplicate match." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "The generic i18n template issue and the Thai-text issue are not the same underlying change request." + "reason": "Placeholder-titled translation issue and Thai-language request are distinct enough that a duplicate merge would be unsafe." } ] }, @@ -16809,7 +16715,7 @@ { "label": "issue", "component_index": 6, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16863,8 +16769,8 @@ "issue:43671|issue:45027", "issue:43671|issue:45177", "issue:43671|issue:44121", - "issue:43837|issue:45322", "issue:43837|issue:43909", + "issue:43837|issue:45322", "issue:43909|issue:44205", "issue:43671|issue:43909", "issue:44121|issue:45322", @@ -16874,250 +16780,250 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "a7f1f544b243e402bd7bfa9c8a1ba153501d7c1f40add9e20be9f66b04526acf", + "prepared_review_unit_hash": "67f4eb186b5a24dbb5e67d21309d24e4bfc19b207194024888954b222bf5b0d6", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21655, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21655, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly templated model-support requests across different architectures, tasks, and model families. The soft similarities are topical, not true duplicates, so none of the pairs should be merged.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43671 is the best cluster representative only because it is active and centrally linked among the model-request issues, but it is still a distinct Qwen3-TTS request rather than a duplicate of the others.", + "summary": "This cluster is mostly a loose set of model-request issues across different modalities (text, vision, audio, ASR/TTS, detection). The titles are thematically similar, but none look like true duplicates of the same concrete request.", + "confidence": 0.31, + "canonical_issue_reason": "issue:42738 is the most generic, cross-cutting model-architecture request in the set and is the best broad anchor for the BERT-family subset, though the overall cluster is only loosely related.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the strongest issue representative by activity and connectivity, but the cluster does not contain a true duplicate set.", + "best_issue_reason": "issue:42738 best represents the broad 'add support for a model/config variant' theme that loosely ties the cluster together.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Both are add-model requests, but EuroBert and DEIMv2 are unrelated architectures." + "reason": "Different models and tasks: EuroBert config vs DEIMv2 object detection." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Different model families and tasks; BERT encoder vs Qwen3 TTS." + "reason": "Text model config request vs Qwen3 TTS support; same library area, different change." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config support vs RF-DETR model addition; unrelated models." + "reason": "EuroBert config vs RF-DETR model; unrelated model families." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR detection model vs DEIMv2; different architectures." + "reason": "Both are detection-related, but RF-DETR and DEIMv2 are distinct architectures and requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object detection model vs LFM2.5 audio model." + "reason": "Object detection model vs audio model request; not the same underlying change." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Detection model vs weight-sparse transformer request." + "reason": "RF-DETR addition is unrelated to OpenAI weight-sparse transformer support." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Detection model vs Qwen3-ASR speech model." + "reason": "Detection model request vs Qwen3 ASR support; different modality and code paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Detection model vs Qwen3-TTS speech model." + "reason": "Detection model request vs Qwen3 TTS support; only broad topical overlap." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT request vs Qwen3-ASR; different model and modality." + "reason": "NeoBERT text-model request vs Qwen3 ASR support; different model family and modality." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer; unrelated." + "reason": "NeoBERT addition and sparse-transformer support are unrelated model requests." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; different families and modalities." + "reason": "NeoBERT text model vs audio model; no shared concrete change." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR vs NeoBERT; separate model additions." + "reason": "RF-DETR detection request and NeoBERT request are different model families." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT; both BERT-like, but not the same model." + "reason": "NeoBERT vs ModernVBERT; both text-model-ish but distinct requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture vs Qwen3-ASR; distinct requests." + "reason": "MiniCPM3 architecture request vs Qwen3 ASR support; different model and modality." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs weight-sparse transformer; unrelated." + "reason": "MiniCPM3 support and sparse-transformer support do not target the same code path." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT; different model families." + "reason": "MiniCPM3 vs ModernVBERT; both are model additions, not duplicates." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS; different tasks and models." + "reason": "MiniCPM3 request vs Voxtral TTS support; different model families and functionality." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vision model vs Qwen3-TTS speech model." + "reason": "DEIMv2 detection request vs Qwen3 TTS support; different underlying change." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR; only broad language support in common." + "reason": "ModernVBERT model addition vs Qwen3 ASR support; unrelated model targets." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS; unrelated." + "reason": "ModernVBERT vs Qwen3 TTS; same general area, not the same request." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT vs generic BERT-like RoPE discussion; not the same request." + "reason": "ModernVBERT addition and BERT-like models with RoPE are not the same concrete model request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Generic BERT-like RoPE issue vs Voxtral TTS support; different scope." + "reason": "BERT-like RoPE support request vs Voxtral TTS support; unrelated modalities." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests but separate speech modalities." + "reason": "Qwen3 TTS and Qwen3 ASR share a family but request different capabilities and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs Voxtral TTS; different models, not the same support change." + "reason": "Both are TTS-related, but Qwen3 TTS and Voxtral TTS are different models and changes." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2; speech vs OCR." + "reason": "TTS support request vs DeepSeek-OCR2; different model class and use case." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS vs weight-sparse transformer; unrelated." + "reason": "TTS support request vs sparse-transformer request; no same underlying bug/change." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs EUPE; different modality and architecture." + "reason": "ASR support request vs audio model addition; related area but different model and implementation." }, { "left": "issue:43837", - "right": "issue:43909", + "right": "issue:45322", "accept": false, - "reason": "ASR model vs LFM2.5 Audio; separate model requests." + "reason": "ASR support request vs vision-language encoder request; different modality and code path." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio vs SAM3-LiteText; audio model vs multimodal segmentation/text." + "reason": "Audio model request vs SAM3-LiteText; distinct model families." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS vs LFM2.5 Audio; both audio-related but distinct models." + "reason": "TTS model request vs audio model request; not a duplicate." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer vs EUPE; unrelated architectures." + "reason": "Sparse-transformer model request vs EUPE perception encoder request; unrelated models." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR model vs weight-sparse transformer; different code paths." + "reason": "Qwen3 ASR support and weight-sparse transformer support are different changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "ASR support vs Voxtral TTS; different speech models." + "reason": "ASR support request vs Voxtral TTS support; same audio umbrella, different concrete request." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral TTS; unrelated." + "reason": "NeoBERT text-model request vs Voxtral TTS support; unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR model vs DeepSeek-OCR2; different task and model." + "reason": "ASR support request vs OCR model addition; different modality and code path." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language architectures from different orgs." + "reason": "Both are vision-language encoder/pretraining requests, but EUPE and TIPSv2 are distinct models and not the same change." } ] }, @@ -17131,7 +17037,7 @@ { "label": "issue", "component_index": 7, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17147,7 +17053,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "860e51c3c2f062b5cbdb466b02fd21e6c1fec278f71d3e3fd238b40b6f889195", + "prepared_review_unit_hash": "9b1b684bae0bfde421bb2e6658719c5fc885d026d41eb5478a35213bbc9049fd", "component_budget": { "node_count": 2, "item_count": 2, @@ -17169,8 +17075,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one asks for block decoding behavior, the other requests DeepSeek v3.2 support. They do not describe the same bug or change.", - "confidence": 0.97, + "summary": "These two issues are not duplicates: one is about Set Block Decoding, the other about DeepSeek v3.2 support. They mention different product areas and different requested changes.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -17180,7 +17086,7 @@ "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different feature areas and problem statements; no shared code-path, explicit target, or concrete change overlap indicating the same underlying issue." + "reason": "Different underlying requests: decoding behavior vs model support; no indication they describe the same bug or change." } ] }, @@ -17194,7 +17100,7 @@ { "label": "issue", "component_index": 8, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17210,12 +17116,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "cd4532245f96a9f1fb13198b7a9bf06f861a08e6c7780a688478b06a3f6d51b0", + "prepared_review_unit_hash": "77bd21d27fdc318e321cc64bb1bf59dd8057cca98476f77e414092cbeff7ab08", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1582, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17223,7 +17129,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1582, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17232,18 +17138,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Trainer customizability requests, but they target different behaviors: unused-column handling versus FLOPS estimation for custom trainers. They should not be treated as duplicates.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43598 is the broader and more concrete Trainer customization request, so it is the better representative issue for this small cluster.", + "summary": "The two issues are only loosely related by Trainer customization, but they describe different problems: unused-column handling vs FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43598 is the more concrete Trainer customization request; 43600 is a separate metrics/accounting concern.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43598 is the best single issue to keep as the cluster representative because it describes a clearer, more actionable Trainer behavior change.", + "best_issue_reason": "43598 is the better cluster representative because it is a specific, actionable Trainer behavior change rather than a broader estimation question.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both concern Trainer customization, but one is about `remove_unused_column` and the other about FLOPS estimation for custom trainers; they are different code-path problems." + "reason": "Different underlying changes: one asks to revisit `remove_unused_column`, the other asks to account for custom trainers in FLOPS estimation. Shared Trainer context is too broad to treat as the same bug." } ] }, @@ -17257,7 +17163,7 @@ { "label": "issue", "component_index": 9, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17273,12 +17179,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "f4704ec21a60b1d41b436b284cc44ef1c14690376c2d99a62f1108c45ccd45e2", + "prepared_review_unit_hash": "e02adba0bf8c1b93f20813215517dcb4e3d9e4d9b30e24d1674b2e5896965e9b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -17286,7 +17192,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -17295,18 +17201,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate feature requests for different model families and different auto-class heads, so they should not be deduplicated.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Two closed issues request different Qwen-related enhancements: one for Qwen3-Omni auto-registration, the other for Qwen3.5 sequence classification support. They are related by model family but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader request and the better representative if a single issue must be chosen, but it does not duplicate issue 44405.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43684 is the more general auto-model registration request; issue 44405 is a separate, narrower head-support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. Different model/config and task head, so not the same bug/change." + "reason": "Different model variants and different capabilities requested: auto-registration for Qwen3-Omni vs sequence classification support for Qwen3.5." } ] }, @@ -17320,7 +17226,7 @@ { "label": "issue", "component_index": 10, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17343,76 +17249,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "09a78a47498bba7e066fd97c69e2aba636d78da99c0769a4c4db4d97d7c837dd", + "prepared_review_unit_hash": "7ec0fbd37750b201c40434c948a24af5ff4887e14431d59bfbbcfcefec1770cc", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a repeated \"huggingface\" issue set, with one outlier titled \"Fett\". The identical/near-identical huggingface issues are the likely duplicate group; the \"Fett\" issue does not look related.", - "confidence": 0.67, - "canonical_issue_reason": "43845 is the best representative of the repeated huggingface-title group: it is the earliest of the near-identical reports and has the same topic as 43846/43859.", + "summary": "One outlier issue (\u201cFett\u201d) appears unrelated; the three \u201chuggingface\u201d issues are highly likely duplicates of the same sparse report and should cluster together.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43859 is the best representative among the duplicate-looking \u201chuggingface\u201d reports because it has the same title as the others and the only discussion activity in the set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest cluster anchor because it matches the repeated title pattern and appears to be the earliest of the duplicate-looking issues; 43835 is title-wise unrelated.", + "best_issue_reason": "43859 is the strongest cluster anchor: same title as 43845/43846, similar minimal content, and slightly more activity than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body/details tying \"Fett\" to the huggingface reports." + "reason": "Different title and no evidence of the same underlying problem; this does not look like the same report." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles with no evidence they describe the same underlying issue." + "reason": "Different title and no shared concrete problem details; likely unrelated." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete shared bug/change signal." + "reason": "Different title and no concrete overlap beyond both being short issues." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title, same general content footprint, and created within seconds; these look like duplicate reports of the same issue." + "reason": "Same title (\u201chuggingface \u201d) and near-identical sparse issue shape, so they likely describe the same underlying report." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Exact same title and no distinguishing metadata suggesting a different issue." + "reason": "Same title and very similar minimal metadata/body pattern; likely duplicate reports." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Exact same title and no evidence they are about different bugs." + "reason": "Same title and near-identical sparse report structure; likely the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: three issues share the same title ('huggingface '), while 'Fett' is clearly different. The duplicate-group characterization is conservative enough given the available evidence, and the soft-edge decisions do not overstate certainty. One minor caveat is that the reasoning mentions content footprint without body text, but it does not materially overclaim beyond the packet." + "feedback": "The cluster summary is grounded in the packet: 43835 has a different title, while 43845/43846/43859 all share the same title and similarly sparse metadata. The soft-edge acceptances for the three hugggingface issues are conservative enough given the identical titles and close similarity scores, and the choice of 43859 as canonical is supported by its extra discussion activity." }, "evaluator_used": true, "retried": false, @@ -17423,7 +17329,7 @@ { "label": "issue", "component_index": 11, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17450,105 +17356,102 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "5ad80909a4f6d03e50f91e43ac32849ac847afa3cee7c8a407f572f22c99ffae", + "prepared_review_unit_hash": "9863e338842f69b97a7fd336923b6fc8153e1ae8dc27a4b2075d6e3453ad8125", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5782, - "estimated_input_tokens": 1446, - "estimated_eval_tokens": 3148 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5782, - "estimated_input_tokens": 1446, - "estimated_eval_tokens": 3148 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly noisy, low-information issues with only a small exact-duplicate spam subgroup. The documentation request and the \"Check out \\\"Google LLC\\\"\" item do not look like the same underlying issue as the spam placeholders.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44371 is the earliest generic \"\" report and is the broadest anchor for the exact spam-placeholder subgroup.", + "summary": "These issues do not appear to describe the same underlying bug or change; they are mostly spam/generic noise with no concrete shared problem statement.", + "confidence": 0.96, + "canonical_issue_reason": "No issue is a credible canonical: the titles are either spam, a generic documentation suggestion, or an unrelated promotional phrase, with no concrete bug description to anchor deduplication.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the best overall representative among these issues because it is the earliest and most generic spam placeholder; the others are either similar spam placeholders or clearly unrelated.", + "best_issue_reason": "No strong best issue candidate exists for deduping this cluster; issue 44937 is slightly more substantive-looking by title, but it still does not indicate the same problem as the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": true, - "reason": "Exact same placeholder title \"\" with the same minimal body length; likely the same spam report template." + "accept": false, + "reason": "Both are spam-like titles; no evidence they refer to the same real issue." }, { "left": "issue:44371", "right": "issue:44573", - "accept": true, - "reason": "Exact same placeholder title \"\" with the same minimal body length; likely the same spam report template." + "accept": false, + "reason": "Both are spam-like titles; no shared concrete bug or change." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "\"\" and \"Documentation Enhancement Suggestion\" are different request types and do not indicate the same underlying issue." + "reason": "One is spam, the other is a generic documentation suggestion; not the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Both may be low-quality reports, but the titles are different and there is no concrete evidence they describe the same issue." + "reason": "Spam title vs unrelated promotional/title phrase; no duplicate signal." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request is not the same as a generic spam placeholder." + "reason": "Generic documentation suggestion and spam are not the same issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A documentation enhancement request is not the same as a generic spam placeholder." + "reason": "Generic documentation suggestion and spam are not the same issue." }, { "left": "issue:44572", "right": "issue:44573", - "accept": true, - "reason": "Exact same placeholder title \"\" with the same minimal body length; likely duplicate spam submissions." + "accept": false, + "reason": "Both are spam-like, but there is no evidence of the same underlying bug or change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "The titles differ materially and there is no evidence they are the same underlying report." + "reason": "Spam title vs unrelated promotional/title phrase; no concrete overlap." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The titles differ materially and there is no evidence they are the same underlying report." + "reason": "Spam title vs unrelated promotional/title phrase; no concrete overlap." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the unrelated items. Choosing issue:44371 as the representative/canonical node is reasonable because it is the earliest exact-title spam placeholder, and the accepted spam-placeholder pairings are supported by the identical title and matching minimal body length. No PR-related issues are present." - }, - "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 }, { "label": "issue", "component_index": 12, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17564,12 +17467,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "c87e2ea3e88ed856f23eae5ccb7d2eba0695f78f5ae4f292ef4cc00a67d7907d", + "prepared_review_unit_hash": "bdb45e14b5ba358573eba1a8493b7435f7e562cdfc696a63b26dad55bbd55e4c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17577,7 +17480,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17586,35 +17489,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are near-identical duplicates with the exact same title and very similar body length, so they appear to describe the same underlying request; issue #45145 is the better canonical since it was created first and already has inbound references.", - "confidence": 0.99, - "canonical_issue_reason": "#45145 is earlier and has inbound references, making it the better canonical representative for this duplicate issue pair.", + "summary": "The two closed issues have identical titles and strong body similarity, but there is not enough linking evidence to confidently treat them as a duplicate pair; #45145 is the best canonical representative.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created slightly earlier and has an inbound reference, while matching the same title and highly similar content as #45151.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue to keep as the primary record because it predates #45151 and appears to be the same report.", + "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it is the earliest matching report and already has a bit more discussion linkage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same title, same apparent topic, and no distinguishing details suggesting separate issues; these look like duplicate reports of the same request." + "accept": false, + "reason": "The evidence only shows the same title and a soft text-similarity signal; there are no shared files, explicit targets, or direct links to ground a confident true-duplicate claim." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the issues share the exact same title, have very similar body lengths, and #45145 is earlier with one inbound reference. The duplicate/canonical choice is stated conservatively enough given the available evidence." + "accept": false, + "feedback": "Rejecting because the soft-edge verdict overstates the evidence. The packet supports only same title, similar size, and a soft_similarity signal (Jaccard ~0.63) with no shared files/targets or explicit links; it does not ground a confident \u2018true duplicate\u2019 or \u2018near-identical bodies\u2019 claim. The canonical issue choice is fine, but the duplicate verdict should be more conservative." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 13, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17668,7 +17571,7 @@ { "label": "issue", "component_index": 14, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17684,7 +17587,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "739979f9bf9991fc0485f8bccea1d0d138eb44a122213daa8466287b934f07a3", + "prepared_review_unit_hash": "66b7c7713c06921f91b625ff9e9e3f40ceb804acb03b06d9886d9d81aa28b4c1", "component_budget": { "node_count": 2, "item_count": 2, @@ -17706,18 +17609,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (4-bit inference), but they describe different failure modes in different code paths: Gemma4 audio modules hit a torch.finfo() TypeError on uint8 weights, while BitsAndBytesConfig.llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the reports describe distinct bugs with different triggers and fixes.", + "summary": "These two issues are related to 4-bit inference and quantization behavior, but they describe different failures and different code paths: one is a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a `BitsAndBytesConfig` skip-module regression that drops the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #45674 is the better representative because it is open, more directly framed as a configuration regression, and appears easier to track as an actionable bug report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the better tracker if one must be chosen because it is open, explicit about the regression mechanism, and likely easier to act on; however, it does not subsume issue 45672.", + "best_issue_reason": "#45674 is the best issue for the cluster since it names the specific 4-bit inference regression and likely reflects the active bug being investigated; #45672 is a separate, narrower Gemma4/audio failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Reject: both concern 4-bit inference, but the underlying bugs differ\u2014one is a Gemma4 audio-module torch.finfo() type error on uint8 weights, the other is a BitsAndBytesConfig exclusion-list regression causing an AssertionError." + "reason": "Both are 4-bit inference bugs, but the failures are different: `torch.finfo()` on `uint8` audio weights versus `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an AssertionError. Shared subsystem alone is not enough to treat them as the same underlying issue." } ] }, @@ -17731,7 +17634,7 @@ { "label": "issue", "component_index": 15, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17747,40 +17650,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "e8e186518237bc678b55bf0b9af5a6f6cee21544c4b9770389bf879426cbc9c7", + "prepared_review_unit_hash": "afc1660cb246fe71680915d2acda69eab5ff7f51b4b6ba92e69994a4d302e209", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are not duplicates; they are unrelated personal-name/date entries and look like spam or test noise rather than the same bug report.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates; they are separate name/date entries with no shared technical content or linking evidence.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: both are unrelated, contentless personal-name entries with different names and dates.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good duplicate anchor because there is no demonstrated underlying bug, feature request, or shared subject.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Only weak textual similarity in the names/date pattern; the issues do not describe the same problem or request." + "reason": "The titles only share a similar personal-name/date pattern; there is no evidence they describe the same underlying issue or change." } ] }, @@ -17794,7 +17697,7 @@ { "label": "issue", "component_index": 16, - "component_count": 17, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17810,7 +17713,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "e7767a6df006d979a18ec239ccf50bbaaad295a7608ea883474515644b6d8d3a", + "prepared_review_unit_hash": "612a302576ebc80880c99e59aef076a38a83682ba4bbb2267d45dd7e522b57bd", "component_budget": { "node_count": 2, "item_count": 2, @@ -17832,7 +17735,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only personal-name/date titles and no body or metadata indicating a shared bug or request. They do not appear to be duplicates or part of the same underlying change.", + "summary": "The two closed issues have only superficial similarity in title structure and appear to be unrelated personal-name entries, not duplicates of the same bug or task.", "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -17843,7 +17746,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different named subjects and dates, with no discussion, links, or shared technical context; not the same underlying issue." + "reason": "Reject: the titles are different named entities with different dates and no shared problem description, targets, or repository context; this does not look like the same underlying issue." } ] }, @@ -17857,7 +17760,70 @@ { "label": "issue", "component_index": 17, - "component_count": 17, + "component_count": 18, + "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": "ee191d2f679a0c04688dec32200905a8e2c96cc943e3536b96f26465c81883c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are unrelated: one requests a new Qwen3_5 token classification/value-model class, while the other asks for FP8 training support. No duplicate or same-change signal is present.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more specific, concrete feature request; 46295 is a separate training-capability request.", + "canonical_pr_reason": null, + "best_issue_reason": "45810 is the best representative issue because it names a specific missing model class and use case, making it more actionable than the broader FP8 training request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests in different areas: model-class support vs FP8 training support. They do not appear to 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": 18, + "component_count": 18, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17883,91 +17849,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "033f3a258fc46d852d44f6faac590f57038056800e4dcf0dab89c7ddac0af40d", + "prepared_review_unit_hash": "f09cd8f24015a8968014e1026d60e3fc907f8605274600ed68c149415ab35cfb", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, - "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": 5725, - "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": "This cluster appears to contain two likely duplicate issue pairs based on identical titles and matching body lengths: 45870/45871 and 45872/45873. 45869 looks like a separate dataset promotion, so the cluster is mixed rather than a single unified thread.", - "confidence": 0.83, - "canonical_issue_reason": "45870 is the best canonical issue for the financial-time-series example pair because it is the earliest of the two near-identical reports; the match is based on metadata only, so this should be treated as a likely duplicate rather than a proven exact duplicate.", + "summary": "This cluster contains three separate issue topics: a dataset sales/sample post, an 'Example: Financial time series prediction with DataForge' pair, and a 'DataForge: Financial time series + scraping service' pair. Only the exact-title duplicates within the latter two topic pairs look like true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it mixes unrelated topics. If forced to pick one anchor, issue 45870 is the best representative of the exact duplicate 'Example: Financial time series prediction with DataForge' pair because it is the earlier, more active copy.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best single issue representative for the cluster because it is the earliest of the likely duplicate financial-example pair, while 45869 is a separate dataset post and 45872/45873 form a different scraping-service-related pair.", + "best_issue_reason": "Issue 45870 is the best global issue anchor only in the narrow sense that it is one of the exact duplicates; however, the cluster overall is too heterogeneous for a strong single canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Finance-related wording overlaps, but one is a dataset promotion and the other is an example request; not the same underlying issue." + "reason": "Different topics: dataset bundle/sample post versus an example walkthrough about financial time series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869/45870: topical similarity only, not a duplicate." + "reason": "Different topics: dataset bundle/sample post versus an example walkthrough about financial time series prediction." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Very likely duplicate: identical title and matching body length, and both appear to be the same DataForge financial example thread." + "reason": "Exact same title and essentially the same issue content; these are duplicate reports of the same example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge/financial time series, but 45872 adds a scraping-service component, so this looks like a different request." + "reason": "Related financial domain, but one is an example prediction writeup and the other is a scraping-service integration request; not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45872: related theme, but not the same concrete issue." + "reason": "Related financial domain, but one is an example prediction writeup and the other is a scraping-service integration request; not the same underlying issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Broad topic overlap only; one thread is the financial example, the other includes a scraping-service request." + "reason": "Different concrete requests: example prediction walkthrough versus scraping-service integration." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Broad topic overlap only; not enough evidence that these are the same issue." + "reason": "Different concrete requests: example prediction walkthrough versus scraping-service integration." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Very likely duplicate: identical title and matching body length, indicating the same scraping-service/DataForge request." + "reason": "Exact same title and likely the same body; these are duplicate reports of the scraping-service request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is mostly reasonable, but it overstates the evidence in the packet. We only have titles and body lengths, not body text, so calling 45870/45871 and 45872/45873 \"exact duplicates\" is stronger than the packet supports. Likewise, saying the cluster \"centers on\" the 45870/45871 thread is too assertive given that the cluster also includes a separate financial dataset post and a separate DataForge/scraping-service thread. The soft-pair rejections are appropriately conservative, but the duplicate/cluster-summary language should be hedged." + "accept": true, + "feedback": "Summary is grounded in the packet, and the duplicate/ non-duplicate pair judgments are conservative. The two exact-title pairs (45870/45871 and 45872/45873) are supported by identical titles and body lengths, while the cross-topic pairs are reasonably rejected based on the titles. The cluster-level summary correctly notes the heterogeneous mix of topics." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18023,160 +17989,154 @@ "pull_request:46048|pull_request:46268", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "c93ccec4f49c1f0931b6fce6e441cc76a007f899af9d300216a770b610d67665", + "prepared_review_unit_hash": "92977153126cbf9ae96f27aa477a8b7c0072454fa0ae75748eb63801a80b0f2c", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40308, - "estimated_input_tokens": 10077, - "estimated_eval_tokens": 20410 + "serialized_chars": 40311, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40308, - "estimated_input_tokens": 10077, - "estimated_eval_tokens": 20410 + "serialized_chars": 40311, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: model additions, unrelated fixes, docs, and kernel-routing changes. The only clear duplicate pair is the two `fixed_cross_entropy` PRs for issue 43240; everything else should stay separate.", - "confidence": 0.94, + "summary": "Mostly unrelated PRs across model additions, docs, tests, and refactors. The only true duplicate pair here is the two fixed_cross_entropy changes in loss_utils.py; the rest are not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the better canonical representative for the duplicate loss-utils fix because it has the explicit issue link, a clearer intent statement, and a slightly more complete implementation path.", + "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate loss-utils fix: it explicitly targets issue 43240, touches the exact bug path in fixed_cross_entropy, and is the more clearly scoped patch of the two.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest standalone PR in the cluster: concrete bug fix, explicit tracking issue, and focused scope. The other PRs are unrelated to this code path.", + "best_pr_reason": "PR 43251 is the strongest PR to keep as representative because it has the explicit issue linkage and directly fixes the cross_entropy kwargs propagation bug with minimal ambiguity.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are unrelated feature/test PRs; they do not fix the same code-path problem." + "reason": "VideoPrism model integration and executorch dynamic-shape export tests are unrelated changes; same broad ML/infra repo area is not enough." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions vs executorch dynamic-shape testing are different changes." + "reason": "Mistral tokenizer methods and executorch export tests address different subsystems and different bugs." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer methods and a new MobileLLM model are unrelated." + "reason": "Tokenizer API additions for MistralCommon are unrelated to adding the MobileLLM model." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness work and a new model addition are not the same underlying bug/change." + "reason": "Processor auto-loading robustness and a new model implementation are distinct changes, not the same fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patches fix the same concrete bug in fixed_cross_entropy by passing supported kwargs through to nn.functional.cross_entropy; they are mergeable into one PR." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function keyword passthrough and model creation are unrelated." + "reason": "Loss-function kwarg forwarding and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs fix and Mistral4 test fixes do not address the same issue." + "reason": "A loss utility bug fix is unrelated to Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests are unrelated to Mistral4 test/compatibility fixes." + "reason": "Executorch dynamic-shape export tests and Mistral4 test fixes do not target the same code path." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch testing and MobileLLM implementation are different areas and problems." + "reason": "Executorch export coverage and adding MobileLLM are separate PRs." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model implementation and config-resolution order fix are not the same change." + "reason": "New MobileLLM model code and config-class resolution order are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM and refactoring Falcon output collection are unrelated." + "reason": "Model addition and Falcon output-interface refactoring are different code paths." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill docs do not target the same code path." + "reason": "Falcon model refactor and the new model-creation skill are not the same underlying change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 tests are unrelated." + "reason": "Falcon standardized output refactor and Mistral4 test fixes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are different bugs/changes." + "reason": "Mistral4 test fixes and a layrnorm-to-layernorm rename across CLIP-like models are different bug fixes." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests and serve chat parsing updates are unrelated subsystems." + "reason": "Mistral4 tests and chat parsing serving updates are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration are different changes." + "reason": "Test fixes for Mistral4 are unrelated to adding a TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests and `cls.config` resolution ordering do not overlap." + "reason": "Mistral4 tests do not overlap with config resolution ordering changes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and the model-creation skill are unrelated." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "A new model implementation and a model-creation skill doc are not the same bug/change." + "reason": "Model tests and the model-creation skill draft are not the same change." }, { "left": "pull_request:46048", "right": "pull_request:46268", "accept": false, - "reason": "Both touch hub-kernel plumbing, but they fix different kernels and different behaviors; too broad to merge as duplicates." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Both PRs fix the same concrete `fixed_cross_entropy` bug in `loss_utils.py` by adding support for forwarding kwargs like `weight` and `label_smoothing`." + "reason": "Both touch hub_kernels.py, but one adds a TDT loss kernel and the other adds ROCm AITER rope routing; they solve different problems and would not merge as one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly mergeable duplicate pair in the cluster is the fixed_cross_entropy/loss_utils pair (43251, 43254) with the shared issue target 43240. The other pairwise rejections are supported by the filenames and diffs, and no soft-edge verdict overstates duplication." + "feedback": "The clustering is grounded in the packet and stays conservative. The only clearly mergeable duplicate is 43251/43254: both target issue 43240 and patch the same fixed_cross_entropy kwarg-forwarding bug. The rest of the pairwise rejections are appropriately cautious and do not overclaim mergeability from broad file or subsystem overlap." }, "evaluator_used": true, "retried": false, @@ -18203,40 +18163,40 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "66813090cd679c98a7b23d298050fe9229613945d93b53dd102bb6d118999f44", + "prepared_review_unit_hash": "6a58f9c9c18cc4c98a7b13027da51dc9cb6168697c7efda227d8f69e356a3ef3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, - "estimated_input_tokens": 1807, - "estimated_eval_tokens": 3870 + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, - "estimated_input_tokens": 1807, - "estimated_eval_tokens": 3870 + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs for the VibeVoice family: one for the base implementation and one for a realtime extension. They overlap in scaffolding but are not the same concrete change, so they should not be deduplicated.", - "confidence": 0.83, + "summary": "Both PRs are about VibeVoice support, but they are not the same change: #40546 adds the core VibeVoice implementation, while #42781 is a later, draft follow-up for VibeVoice Realtime plus the acoustic tokenizer and generation changes. They overlap on shared model scaffolding, but the concrete change sets are different.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the broader, earlier core VibeVoice implementation and is the more natural representative for this cluster; PR 42781 is a later draft focused on realtime additions.", + "canonical_pr_reason": "#40546 is the more foundational PR: it introduces the main VibeVoice model/package/docs and is the broader base implementation. #42781 looks like an incremental extension for realtime and related tokenizer/generation pieces rather than the same PR.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 best captures the main underlying VibeVoice integration effort, with more maturity and broader scope than the realtime follow-up.", + "best_pr_reason": "#40546 is the better representative PR for the cluster because it covers the core VibeVoice integration and is the more central change. #42781 is narrower and appears to build on that work with realtime-specific additions.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: 42781 is a realtime-specific extension that adds an acoustic tokenizer and generation changes, not the same concrete bug or change as the base VibeVoice implementation in 40546. Shared files reflect common model scaffolding, not one mergeable duplicate PR." + "reason": "Shared VibeVoice files alone are not enough: #40546 implements the base model, while #42781 adds realtime support and acoustic-tokenizer-related changes. They are related, but not the same concrete fix/change and would not plausibly collapse into one duplicate PR." } ] }, @@ -18266,7 +18226,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "8a6f53de67a96709971b88c1dce7072ee76f004a174af619c6c3a57fa77d016e", + "prepared_review_unit_hash": "a864ae47f4d53edbbff410e056d51fcb09500efbe7c9aaeee038d78f197d10bd", "component_budget": { "node_count": 2, "item_count": 2, @@ -18288,18 +18248,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification. They should not be clustered as duplicates.", + "summary": "The two PRs are unrelated feature additions in different model families, so this looks like a false soft match rather than a duplicate cluster.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these changes target different code paths and different models, so neither is a duplicate of the other.", + "canonical_pr_reason": "No canonical PR: PR #40755 adds TimesFM covariate forecasting, while PR #41224 adds DINOv3 image classification support; they do not describe the same change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is suitable as a cluster representative because there is no underlying shared bug or merged change to canonicalize.", + "best_pr_reason": "No single best PR for duplication purposes because the two PRs address different code paths and feature areas.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and functionality; the diffs touch unrelated subsystems (TimesFM forecasting with covariates vs. DINOv3 classification docs/code)." + "reason": "Different models, different functionality, and different touched files/code paths; not the same underlying bug or change." } ] }, @@ -18394,7 +18354,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "7711041444542101ffe4b1fac558295a3bac4e0252019929f9f27131a18a9f0f", + "prepared_review_unit_hash": "76b9b4f47ba6312ecfd4739758130d721071263ee7b4b37bbef005172ef5185f", "component_budget": { "node_count": 3, "item_count": 3, @@ -18416,24 +18376,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are distinct new-model addition pull requests, not duplicates. They share boilerplate Transformers integration files, but each targets a different model family and code path (DeepSeek OCR, Isaac, Kimi2-6).", - "confidence": 0.96, + "summary": "Three independent model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) with similar scaffolding but different targets and codepaths; they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45630 is the broadest and most complete representative of its own model addition, with a substantial model-specific implementation plus auto-registration/docs/tests; however, it is not a duplicate of the other PRs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the strongest standalone PR in the set because it has the largest and most cohesive model-specific surface area. That said, it should not be merged with the others as a duplicate.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeek OCR vs Isaac are different model families with different configs, modeling, and processing code; shared doc/auto-registration boilerplate is not enough to indicate the same change." + "reason": "Different models and implementations; overlap is only generic new-model integration boilerplate, not the same bug or change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 target different concrete model implementations and code paths; overlap is limited to generic Transformers plumbing, so they are not the same underlying PR." + "reason": "Both are model additions, but they introduce distinct architectures and files; they should not be merged as one PR." } ] }, @@ -18463,7 +18423,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "15a6868eb484ab45f7ab1d6fdb24620ed08dfd2fcefc30f2b51952441d81a4e0", + "prepared_review_unit_hash": "3fbe526b15479afe9c75285bd82cfcdc6cfaebc1a6175eab3d66367157f942ef", "component_budget": { "node_count": 2, "item_count": 2, @@ -18485,18 +18445,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate GitHub Actions upgrade PRs with overlapping workflow files, but they target different dependency bumps and maintenance goals, so they should not be merged as duplicates.", - "confidence": 0.93, + "summary": "Two unrelated maintenance PRs: one upgrades workflow actions for Node 24 compatibility across many jobs, the other bumps docker/build-push-action and a few other action versions. They overlap in workflows but not in the underlying change or fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative because it has a clearer umbrella goal (Node 24 compatibility) and updates a wider set of Actions versions across many workflows.", + "canonical_pr_reason": "PR 42975 is the broader, more representative Actions-upgrade change and touches the largest set of workflows, so it best serves as the canonical PR if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest standalone PR in this cluster due to its explicit compatibility purpose and broader workflow coverage; PR 42976 is a narrower action-version refresh centered on docker/build-push-action.", + "best_pr_reason": "PR 42975 is the better cluster representative because it addresses the wider compatibility upgrade theme; PR 42976 is a narrower version-bump focused on Docker/build actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They both update GitHub Actions versions, but the concrete changes differ: 42975 is a Node 24 compatibility upgrade across workflow actions, while 42976 is a separate latest-version bump focused on docker/build-push-action and a few related workflows." + "reason": "Do not merge: these are both dependency/version bumps in GitHub workflows, but they target different action families and different goals (Node 24 compatibility vs latest action versions). Shared files alone are not enough to indicate the same underlying change." } ] }, @@ -18533,12 +18493,12 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "74865a6502d77557e2cb17ee4ecd170fda04e32926f284b30926e9bc2f36253f", + "prepared_review_unit_hash": "a332ff08dabdefa0a186217f6fc2bd37acd4628fb38006b9d6a80f5d2506d208", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14183, + "serialized_chars": 14184, "estimated_input_tokens": 3546, "estimated_eval_tokens": 7348 }, @@ -18546,7 +18506,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14183, + "serialized_chars": 14184, "estimated_input_tokens": 3546, "estimated_eval_tokens": 7348 }, @@ -18555,48 +18515,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs for different architectures (ViT NEPA, Molmo, Molmo2, CTSM). They share generic docs/auto-registry boilerplate, but not the same underlying code-path or change request, so no duplicate cluster emerges.", + "summary": "All four pull requests are separate model-addition efforts with different model families and different code paths; the overlap is only in shared Transformers scaffolding (docs, auto mappings, tests).", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43451 is the most substantial and well-developed representative of this cluster: it adds a full model integration with multiple supporting modules, tests, and the highest review activity, while the others are also independent model additions.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43451 is the best single representative because it is the most complete model introduction and most heavily reviewed, making it the clearest exemplar of this cluster\u2019s general pattern.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and implementations; overlap is only in shared docs/auto-registration files, not the same bug or feature." + "reason": "Different models and different implementations: ViT NEPA vs Molmo. Shared files are generic auto/docs boilerplate, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA vs Molmo2 are unrelated model additions with distinct code paths and tests." + "reason": "ViT NEPA and Molmo2 are distinct model additions with separate configs, processors, and model code; no shared bug or code-path fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are different model integrations; shared repo plumbing is not enough to treat them as duplicates." + "reason": "ViT NEPA and CTSM target unrelated model families; overlap is only in standard registration/docs updates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related in naming but are separate model implementations, configs, processors, and tests." + "reason": "Molmo and Molmo2 are related by naming but they are different model releases with different modules and features, so they are not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM touch different model families and do not fix the same concrete issue." + "reason": "Molmo and CTSM are unrelated additions; they touch different model stacks and do not fix the same code-path problem." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct additions with different model code, so they are not mergeable as one PR." + "reason": "Molmo2 and CTSM are distinct model integrations with different architectures and support files; similarity is only superficial framework plumbing." } ] }, @@ -18629,52 +18589,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "7fc61023397b75407c0337a0b96ab42b483ae14e959a406c94f9142218406156", + "prepared_review_unit_hash": "3f08edce6f04fa50e34c228e0f1c54c8490bbbc06f1cbb947243d093ea97b1fe", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7092, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7092, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are unrelated test/code fixes with only superficial title similarity; none appear to be the same underlying change.", - "confidence": 0.93, + "summary": "No duplicate PR cluster here: the three pull requests touch unrelated code paths (Whisper decoding, CLIP/ViT tests, and FP8 dequant/model loading).", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44815 is the most substantive and specific fix in the set, with a concrete dequantization/loading change across several files; the others are narrower and unrelated.", + "canonical_pr_reason": "PR #43291 is the most concrete standalone fix, but it does not duplicate the others; it directly changes Whisper tokenization/decoding logic and associated tests.", "best_issue_reason": null, - "best_pr_reason": "PR #44815 is the best representative because it addresses a real code-path bug with the broadest, clearest implementation context.", + "best_pr_reason": "PR #43291 is the best representative of a real bug fix in the set because it addresses a specific code-path change rather than being test-only or a broad unrelated refactor/fix.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests and have generic fix-like titles, but they target different models and different problems; no evidence of the same underlying bug or mergeable change." + "reason": "Different subsystems and different problem types: Whisper decode/tokenization logic vs. CLIP/ViT test edits with no shared underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to the FP8/dequant/model-loading work in #44815; these are different code paths and bugs." + "reason": "Unrelated code paths: Whisper tokenizer decode fix vs. FP8 dequantization/model-loading changes for Mistral/FP8." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "#43665 is just test edits for CLIP/ViT, while #44815 is a substantive FP8/dequant fix across loading and quantization code; not the same change." + "reason": "No shared bug or mergeable common fix; one is test-only CLIP/ViT edits, the other is a dequantization fix across FP8/Mistral code." } ] }, @@ -18711,64 +18671,64 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "570d6199da48e2539ed3283bb0b3509f79dad1a7b1eb9f3fd3994635961019a8", + "prepared_review_unit_hash": "2c128b2a2d91bd8b30ab361f4fef4a563a5e1e62a568d3bc533e4d3efef4019a", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12260, - "estimated_input_tokens": 3065, - "estimated_eval_tokens": 6386 + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12260, - "estimated_input_tokens": 3065, - "estimated_eval_tokens": 6386 + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated synthetic/test PRs. The only plausible similarity is between 45932 and 46100, but they still change different code paths and should not be merged as duplicates.", - "confidence": 0.78, + "summary": "No duplicate cluster here: these are heterogeneous synthetic/test PRs touching different workflows, models, or deliberate test failures. The only high-similarity pair still changes unrelated code paths, so all soft edges should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out; if a single representative is needed, 46114 is the broadest test-migration/CI-infra PR, but it is not a duplicate of the others.", + "canonical_pr_reason": "No single canonical PR: the PRs are unrelated test/fake-change submissions rather than the same underlying fix or change.", "best_issue_reason": null, - "best_pr_reason": "46114 is the best overall representative of the cluster theme because it touches CI/test infrastructure and several test files, but it still does not match the other PRs as the same concrete change.", + "best_pr_reason": "No suitable best PR for deduping; each PR targets a different synthetic scenario or subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Both are synthetic '[don't merge]' PRs, but the changes are different: 43488 is a setup/version/dependency tweak plus a ViT test edit, while 46114 is CI/test-migration plumbing across unrelated files." + "reason": "Shared ViT test filename is superficial; one updates setup/version/deps, the other adds OTEL/CircleCI and model/test plumbing. Not the same change." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared ViT test filename is not enough; 43488 is a setup.py/dependency/version change, while 43532 is a workflow/debugging PR affecting CI scripts and utilities." + "reason": "Both are repo-bot/test oriented, but they edit different areas: dependency/setup versioning vs workflow/comment CI and helper utilities. Different underlying changes." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Both touch test infrastructure, but they are not the same bug/change: 43532 rewrites self-comment CI and related helpers, whereas 46114 is a different OTEL/test-migration change set." + "reason": "Both touch CI/testing infra, but the actual edits are distinct (self-comment CI and testing utils vs OTEL/migration plus separate test/model files). Not mergeable as one fix." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "This is the closest-looking pair, but still not the same concrete change: 45932 adds OTEL secrets and broad model/config edits, while 46100 only injects failing assertions into ViT tests." + "reason": "This is the only stronger similarity signal, but the changes are unrelated: broad model/config/workflow edits vs intentionally failing ViT tests. Different code paths and purposes." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "Both are test-oriented PRs, but 46100 is a tiny ViT test-migration edit and 46114 is CI/test-infra plus multiple test files; they do not fix the same underlying issue." + "reason": "Shared test-file context only; one deliberately breaks ViT tests, the other changes CI/OTEL plumbing and unrelated helper code. Not the same bug or change." } ] }, @@ -18798,7 +18758,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "0aad0882ac43d9256166189b09e788376d641dda424a5e70d91924f16e1997a7", + "prepared_review_unit_hash": "4fc7b275d9eeab019bef3f5124f4d2f6b86506aea3837f0498979c9db3ef96c3", "component_budget": { "node_count": 2, "item_count": 2, @@ -18820,18 +18780,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related segmentation-pipeline additions, but they implement different features and target different model families, so they should not be deduplicated.", + "summary": "These PRs are related feature additions, but they implement different pipelines for different tasks and model integrations, so they are not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; shared docs/pipeline wiring is generic scaffolding, not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader representative of the cluster: it adds promptable visual segmentation across multiple model families, with a larger pipeline/docs/tests surface.", + "best_pr_reason": "No single best PR for a duplicate cluster here; the two PRs target different user-facing pipelines and distinct underlying code paths.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete changes: 43612 adds a Promptable Concept Segmentation pipeline focused on SAM3, while 43613 adds a Promptable Visual Segmentation pipeline spanning SAM/SAM2/EdgeTam/SAM3 tracker. They share scaffolding but not the same underlying code-path problem and would not be merged as one PR." + "reason": "They share framework-level plumbing, but the actual features differ: concept segmentation vs visual segmentation, with different model coverage and task docs. Not the same concrete bug/change." } ] }, @@ -18861,7 +18821,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "4c824bcac1dce9d4fdd82be926fd973fd364e6abeb8d6397ca286c6f6f45d067", + "prepared_review_unit_hash": "ace2351c91fe2e4ceaf3edbb3d369bf14f59472f84551ae56610c69e30c68b4a", "component_budget": { "node_count": 2, "item_count": 2, @@ -18883,18 +18843,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both edit `trainer.py` and mention custom trainers, but they fix different trainer extension points: one changes loss scaling during gradient accumulation, the other refactors signature-column filtering. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.95, + "summary": "Both PRs touch `trainer.py` but implement unrelated trainer behaviors: one changes gradient-accumulation loss scaling, the other exposes signature-column filtering for custom trainers.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR; the patches address different code paths and separate extension points.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a strong cluster representative because they are not the same underlying change and would not plausibly be merged into one PR.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 adds an overridable signature-column helper for dataset filtering. Shared file/subsystem alone is not enough to treat them as the same PR." + "reason": "Different fixes in the same file: 43651 adds `_loss_is_scaled_for_ga` for GA loss normalization, while 43663 adds `_get_signature_columns` for column filtering. They do not share the same bug or change." } ] }, @@ -18924,7 +18884,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "86d7d9a003df96b231614d050689de99de65a912acd5f46f9b2d9a68afa584da", + "prepared_review_unit_hash": "35f747dd09667b79a9d5ebf7cc4bd35ea961859f6ff79f13cecd4748af8fafb4", "component_budget": { "node_count": 2, "item_count": 2, @@ -18946,18 +18906,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs both touch `src/transformers/cli/serve.py`, but they fix different runtime typing/name-resolution problems. One is a broader `__future__.annotations`/typing cleanup, while the other specifically fixes `TypeAdapter` handling when `pydantic` is absent.", + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about `TypeAdapter` typing/import handling, but they fix different runtime problems with different code changes, so they should not be merged as duplicates.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more focused, concrete fix for the `TypeAdapter` NameError and has a clear explicit issue target; PR 43656 is a broader typing/annotation change in the same file.", + "canonical_pr_reason": "No single canonical PR: one fixes annotation/runtime typing issues via `from __future__ import annotations`, while the other fixes a missing `pydantic` import by moving `TypeAdapter` under `TYPE_CHECKING`.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 best represents the cluster because it targets the specific `TypeAdapter` import/annotation failure path, whereas PR 43656 addresses a different annotation-evaluation issue.", + "best_pr_reason": "PR #43842 is the clearest representative of a concrete user-facing `TypeAdapter` NameError in the CLI, with an explicit issue target and a narrowly scoped fix.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar symptom class, but different code paths: 43656 adds `from __future__ import annotations` and typing cleanup, while 43842 imports `TypeAdapter` under `TYPE_CHECKING` and quotes the annotation to avoid a pydantic-related NameError. They are not the same underlying bug." + "reason": "Same file and similar symptom, but different root causes and fixes: #43656 changes annotation handling and typing imports, while #43842 addresses `TypeAdapter` being unavailable at runtime when `pydantic` is not installed. They are not the same underlying bug and would not be merged into one PR." } ] }, @@ -19116,9 +19076,9 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44018|pull_request:44059", - "pull_request:44059|pull_request:44068", "pull_request:44073|pull_request:44161", "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", "pull_request:44101|pull_request:44161", "pull_request:44017|pull_request:44018", "pull_request:43997|pull_request:44056", @@ -19149,7 +19109,7 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "00dfa088a6e1788058884c815d68b5797c2b87de0ecdbd54122a0b5f1cb9491f", + "prepared_review_unit_hash": "ab5cd3c619ba84b238e1ac2fa74a067013f40534ca9810350a98b731d99ff381", "component_budget": { "node_count": 28, "item_count": 28, @@ -19162,411 +19122,417 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75091, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75093, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of independent, model-specific output-tracing refactors. The only clear duplicate/near-duplicate lines are the GPT-J family and the GPT-Neo family; the rest are different models and should stay separate.", - "confidence": 0.72, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the broadest and latest representative of the GPT-J/CodeGen output-tracing refactor line, and it best captures the shared change around that code path.", - "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest cluster representative because it covers the same GPT-J refactor as the smaller related PRs while also including the adjacent CodeGen update.", + "summary": "This cluster is mostly a set of model-specific PRs refactoring output tracing/capture behavior, but only a few are true duplicates of the same concrete code change within the same model family.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43979 is the umbrella tracking the standardized output-tracing refactor that many of these PRs explicitly target.", + "canonical_pr_reason": "PR #44722 is the strongest representative for the GPT-J/CodeGen refactor: it targets the same issue, covers the same concrete path, and appears to be the most complete/latest version of that change.", + "best_issue_reason": "#43979 best represents the shared upstream work item across the cluster.", + "best_pr_reason": "#44722 is the best overall PR representative because it is the most complete GPT-J/CodeGen output-tracing refactor and aligns directly with the tracked issue.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and different code paths; both are output-tracing cleanup, but not the same underlying change." + "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella issue is not enough to merge these." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet refactor vs DeBERTa refactor; unrelated model implementations." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "Different model families and separate refactors, despite both touching standardized output tracing." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "reason": "Different architectures and code paths; both are output-tracing refactors but not the same change." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", - "accept": false, - "reason": "Different architectures; no evidence they are the same bug or change." + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same code path; these are plausibly the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet work vs EfficientNet work; same theme, but not the same concrete change." + "reason": "Both are output-tracing cleanups, but they target different backbones and are not the same underlying bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet refactor is unrelated to the GPT-J/CodeGen output-tracing change." + "reason": "EfficientNet vs GPT-J/CodeGen; broad tracing standardization alone does not make them duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different model code paths." + "reason": "Different model families and implementation details; not the same concrete fix." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated models; not the same fix." + "reason": "MobileNetV2 vs DeBERTa; shared issue target does not imply duplicate PRs here." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; same broad refactor pattern, but different model implementations." + "reason": "GPT-J/CodeGen vs MGP-STR; these are distinct model-specific refactors." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen output tracing and MPT output tracing are separate model changes." + "reason": "GPT-J/CodeGen and MPT have different output paths and are not mergeable as one PR." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/file, and they target the same standardized-decorator migration." + "reason": "Same GPT-Neo output-tracing refactor in the same file family; effectively the same change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; different code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model implementations, so not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different models, so these are not the same change." + "reason": "GPT-J/CodeGen and GPT-Neo are separate model paths and separate refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output-tracing refactor is unrelated to the GPT-J/CodeGen refactor." + "reason": "ResNet-style vision refactor vs GPT-J/CodeGen language-model refactor; not duplicates." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are separate model code paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model paths despite similar decorator usage." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated implementations." + "reason": "Different model families and concrete code changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet refactors are different model changes." + "reason": "GPT-Neo vs ResNet; same pattern, different underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; same output-tracing theme, but unrelated code paths." + "reason": "ResNet and MPT are separate code paths and not the same fix." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo refactor vs Flaubert/XLM refactor; different models." + "reason": "GPT-Neo vs Flaubert/XLM are distinct refactors." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different implementations." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo refactor is unrelated to GPT-J/CodeGen." + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific PRs." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT refactor vs GPT-J/CodeGen refactor; different code paths." + "reason": "MPT vs GPT-J/CodeGen: similar infrastructure work, but not the same code-path problem." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are separate model refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same underlying change." + "reason": "GPT-Neo and MGP-STR are unrelated fixes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model code paths." + "reason": "GPT-Neo and MGP-STR are not the same underlying bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen are different code paths, not duplicates." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 refactor vs MGP-STR refactor; different models." + "reason": "GPT-2 and MGP-STR are different concrete implementations." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; not the same fix." + "reason": "GPT-J and MGP-STR are unrelated model-specific changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." + "reason": "ViLT vs Flaubert/XLM: same general theme, but different model-specific output handling." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 output tracing and GPT-J/CodeGen output tracing are separate changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT refactors are different model implementations." + "reason": "GPT-2 and GPT-J/CodeGen are separate model refactors." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer refactor is unrelated to GPT-J/CodeGen." + "reason": "Segformer vs GPT-J/CodeGen; not the same concrete bug/change." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different code paths." + "reason": "Segformer and LongT5 are distinct model-specific output-tracing changes." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert are unrelated model changes." + "reason": "Segformer vs VisualBert; same pattern, different fix." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different models." + "reason": "GPT-Neo and MPT are different model implementations." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44076", "accept": false, - "reason": "MPT vs MGP-STR; same general refactor style, not the same concrete change." + "reason": "MPT vs ImageGPT are separate code paths and not mergeable as one PR." }, { - "left": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert: both are tracing refactors, but not the same underlying change." + }, + { + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model refactors." + "reason": "VisualBert and Flaubert/XLM are different model-specific output-handling refactors." }, { - "left": "pull_request:43997", + "left": "pull_request:44017", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "reason": "Segformer and GPT-Neo are unrelated model paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different concrete code changes." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different code paths." + "reason": "MPNet vs Flaubert/XLM are separate model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo are different model families." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated models." + "reason": "Flaubert/XLM and LongT5 are not the same code-path problem." }, { "left": "pull_request:44017", - "right": "pull_request:44018", + "right": "pull_request:44019", "accept": false, - "reason": "Segformer and GPT-Neo are not the same underlying change." + "reason": "Segformer vs ResNet: related pattern, but distinct changes." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are different model implementations." + "reason": "RegNet vs MPNet are unrelated model-specific refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "MPT and ImageGPT are unrelated code paths." + "reason": "Different model families and different output-tracing implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and LongT5 are different models." + "reason": "SqueezeBert vs MPT are different concrete code-path changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and LongT5 are unrelated changes." + "reason": "SqueezeBert and VisualBert are unrelated model-specific fixes." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different model families." + "reason": "RegNet and LongT5 are separate refactors with different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert and MPT are unrelated." + "reason": "TextNet vs Flaubert/XLM; same broad theme, not the same change." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model code paths." + "reason": "RegNet and GPT-Neo are different model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and VisualBert are separate model refactors." + "reason": "MPNet vs LongT5 are unrelated model-specific output tracing changes." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and TextNet are different implementations." + "reason": "RegNet and MPT are different code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and SpeechT5 are unrelated changes." + "reason": "TextNet and LongT5 are distinct refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different models." + "reason": "GPT-Neo and LongT5 are different model-specific changes." }, { "left": "pull_request:43997", - "right": "pull_request:44129", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated." + "reason": "RegNet and TextNet are separate output-tracing refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet and LongT5 are different model code paths." + "reason": "SqueezeBert and GPT-Neo are unrelated model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet refactor vs Segformer refactor; different models." + "reason": "GPT-Neo and SpeechT5 are different code paths, not duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated model changes." + "reason": "SqueezeBert and DeBERTa are separate model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different model implementations." + "reason": "DeBERTa and TextNet are distinct concrete changes." }, { "left": "pull_request:44066", - "right": "pull_request:44085", + "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same file and same issue line; one appears to be a narrower version of the same change." + "reason": "Same GPT-J/CodeGen output-tracing refactor targeting the same concrete path; 44722 is effectively the same change in more complete form." }, { - "left": "pull_request:44066", + "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family, with overlapping GPT-J code paths and compatible into one PR." + "reason": "Both are GPT-J output-tracing refactors on the same code path; they could plausibly be merged into one PR." }, { "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both target the GPT-J output-tracing migration; 44722 is a broader version that includes the same concrete fix." + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families; not the same underlying bug or change." + "reason": "Different architectures and refactor targets; not the same underlying bug/change." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated refactors." + "reason": "CVT/FNet vs SpeechT5 are different model-specific implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different code paths." + "reason": "DeBERTa and SpeechT5 are unrelated concrete fixes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are unrelated model changes." + "reason": "DeBERTa and VITS are different model paths; same tracing theme is insufficient." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the accepted soft edges are the clear GPT-J/GPT-Neo near-duplicates that look mergeable into one bugfix PR, while the rest are correctly treated as model-specific refactors. The choice of 44722 as the representative is supported by its overlap with the GPT-J line plus the adjacent CodeGen update." + "feedback": "The summary is grounded in the packet: #43979 is the shared umbrella issue, and #44722 is a reasonable canonical PR representative because it explicitly targets that issue and is the later, broader GPT-J/CodeGen variant. The soft-edge verdicts stay conservative overall, with accepted pairs limited to same-family, same-path refactors that plausibly merge into one PR." }, "evaluator_used": true, "retried": false, @@ -19604,7 +19570,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "89f53451a7931e882ebe7e33f2cad588f54d75105a1ae61bb1156375043a9452", + "prepared_review_unit_hash": "99e1687742dc5b87622f836a8af8890a78ef05031c8c34e61cc118359e4d9986", "component_budget": { "node_count": 28, "item_count": 28, @@ -19617,57 +19583,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific PRs that all modernize output tracing/capture patterns, but they target different architectures and code paths. They are thematically similar, not duplicates of the same change.", - "confidence": 0.93, + "summary": "These are all separate model-specific PRs for the same broad standardized output-tracing refactor, but they target different code paths and should not be deduplicated together.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target and a concrete output-tracing refactor, while the others are separate per-model migrations.", + "canonical_pr_reason": "PR 44129 is the best representative because it has an explicit issue target and a concrete, well-scoped SpeechT5 output-tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "44129 is the best single PR to represent the cluster theme because it is the most complete and issue-linked refactor, though it is still not a duplicate of the others.", + "best_pr_reason": "PR 44129 is the strongest standalone PR in this cluster: it is narrowly scoped, explicitly linked to an issue, and clearly describes the underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-capture refactors, but they modify different models (FocalNet vs ImageGPT) and different forward/capture paths, so they are not the same underlying change." + "reason": "Both are standardized-output refactors, but they modify different models (FocalNet vs ImageGPT) and different execution paths, so they are not the same PR." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations; these are similar decorator migrations, not one mergeable code-path fix." + "reason": "VisualBert and TextNet are distinct model implementations; similar decorator/output-capture refactoring is not enough to treat them as one change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert touch different architectures and different output-tracing mechanics, so they are not duplicates." + "reason": "Both touch output tracing, but one is MPNet and the other is VisualBert, with separate model-specific logic and no shared bug fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These PRs share a refactor theme only; the affected models and concrete code paths differ, so they should stay separate." + "reason": "These are separate model refactors in MPNet and TextNet; they share a theme but not the same concrete code-path problem." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model-specific output changes, not the same bug or change." + "reason": "RegNet and SqueezeBert are unrelated model code paths; the diffs indicate similar migration work, not a duplicate change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both touch output handling, but they alter different model internals and are not plausibly one merged PR." + "reason": "SqueezeBert and SpeechT5 are different models and the diffs address different implementations of output capture, so they should not be merged as duplicates." } ] }, @@ -19746,268 +19712,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "29a7f80cdd0d2c0ef2f5cb4d5c25959ae8f7b10b08d7d90b4ad46d5237564878", + "prepared_review_unit_hash": "82bfe93c766a90333091afc972c672331adaf75ff25d49c8e1487134c450cd71", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39780, - "estimated_input_tokens": 9945, - "estimated_eval_tokens": 20146 + "serialized_chars": 39783, + "estimated_input_tokens": 9946, + "estimated_eval_tokens": 20148 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39780, - "estimated_input_tokens": 9945, - "estimated_eval_tokens": 20146 + "serialized_chars": 39783, + "estimated_input_tokens": 9946, + "estimated_eval_tokens": 20148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of model-specific output-tracing refactors across unrelated architectures. They share a theme and some helper APIs, but they do not look like duplicate fixes for the same concrete bug or change.", - "confidence": 0.91, + "summary": "These are mostly parallel, model-specific refactors of output tracing/can_return_tuple across different architectures, not duplicates of the same bug or change. The shared theme is too broad to merge any pair into one PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative: it is one of the broader, more infrastructure-like output-tracing refactors and clearly shows the shared pattern of introducing the new tracing helpers across model code.", + "canonical_pr_reason": "PR 44003 is the broadest representative of the cluster: it spans two related Mamba-family files and includes the most substantial tracing/output-capture refactor among the set.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest cluster representative because it spans multiple related model implementations and reflects the core tracing refactor more directly than the narrower single-model cleanups.", + "best_pr_reason": "PR 44003 is the best global representative of this cluster because it most clearly captures the shared output-tracing refactor pattern while still being a concrete, self-contained code change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and code paths; same refactor theme, but not the same concrete change." + "reason": "Same refactor theme, but different model implementations and code paths (`timm_backbone` vs `upernet`)." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Timm backbone vs Vision-Text dual encoder are unrelated implementations; only the output-tracing pattern overlaps." + "reason": "Both are tracing refactors, but they target unrelated model wrappers (`timm_backbone` vs `vision_text_dual_encoder`)." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families with separate forward paths; too broad to treat as duplicates." + "reason": "Different architectures and files; not the same underlying fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone and Mamba/Falcon-Mamba are unrelated code paths; similar helper usage is not enough." + "reason": "Shared helper usage, but separate Mamba-family models and distinct forward paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and forward logic; both are tracing refactors but not one bug or change." + "reason": "Unrelated model families; same broad tracing refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; same refactor style, not the same fix." + "reason": "MobileNetV1 and UnivNet are different code paths; this is only a similar cleanup." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model implementations with different output paths; not mergeable as one duplicate PR." + "reason": "Different model families and outputs; not one mergeable fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 cleanup and Depth Anything cleanup are distinct model-specific changes." + "reason": "Both refactor output handling, but across unrelated models (`mobilenet_v1` vs `depth_anything`)." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and files; only the tracing refactor motif is shared." + "reason": "MobileNetV1 and VisionEncoderDecoder are separate implementations, not the same bug." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and Speech-Encoder-Decoder are unrelated code paths; not the same underlying change." + "reason": "Same theme, but SpeechEncoderDecoder is a different wrapper/code path." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-Text dual encoder and UnivNet are different architectures; same helper refactor pattern only." + "reason": "Different model families (`vision_text_dual_encoder` vs `univnet`); not the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models with distinct forward behavior; not a single concrete bug fix." + "reason": "Vision-text dual encoder and UperNet are unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-Text dual encoder and Mamba/Falcon-Mamba are unrelated implementations; too broad to deduplicate." + "reason": "Shared tracing refactor motif, but different model internals and no common code path." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model code paths; both touch output tracing, but not the same change." + "reason": "These touch different model stacks; similar decorator cleanup only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model families; the overlap is only in refactor style." + "reason": "UnivNet vs UperNet are unrelated models, so this is not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and output paths; similar tracing cleanup, not duplicate work." + "reason": "Different architectures and modules; only superficially similar output-tracing work." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything are distinct model-specific refactors." + "reason": "Same refactor style, but not the same model or bug." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV touch different forward paths and output shapes; not the same underlying fix." + "reason": "UperNet and RWKV are different code paths; not mergeable as one fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and Mamba/Falcon-Mamba are unrelated models; cannot plausibly be one PR." + "reason": "Mamba-family refactor vs semantic segmentation refactor; distinct changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba and CodeGen are different code paths and problems; shared tracing refactor theme is too broad." + "reason": "Both are Mamba/decoder-related cleanup, but the changed forward logic is different and not one concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are separate models; same broad refactor pattern only." + "reason": "Timm backbone tracing refactor and CodeGen forward signature refactor are unrelated." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are unrelated implementations with different output semantics." + "reason": "UnivNet and CodeGen have different forward semantics; not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are distinct model paths; not the same bug/change." + "reason": "Different model families and code paths; only a shared refactor theme." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-Text dual encoder and CodeGen are unrelated model code paths; only the tracing refactor style overlaps." + "reason": "Vision-text dual encoder vs CodeGen are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision-Encoder-Decoder are different model families; these are separate refactors." + "reason": "DepthAnything and VisionEncoderDecoder are separate models; this is broad tracing cleanup, not one bug." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech-Encoder-Decoder are unrelated code paths." + "reason": "Different encoder-decoder stacks; not the same code-path problem." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are different models; not one concrete change." + "reason": "DepthAnything and SuperPoint do not share the same implementation path." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated implementations with different tracing paths." + "reason": "Different model families; similar output-tracing refactor only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are distinct model-specific changes." + "reason": "DepthAnything and DPR are unrelated changes." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Vision-Encoder-Decoder and Speech-Encoder-Decoder are parallel but separate wrappers; not a single duplicate PR." + "reason": "VisionEncoderDecoder and RWKV are unrelated model code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Vision-Encoder-Decoder and SuperPoint are different model code paths." + "reason": "Two different seq2seq wrappers; same theme, not the same change." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different architectures and output handling; similar refactor theme only." + "reason": "VisionEncoderDecoder and SuperPoint are separate implementations." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision-Encoder-Decoder and DPR are unrelated model paths." + "reason": "Different models and forward paths; not a duplicate fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated implementations; no shared concrete bug." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and output flows; not mergeable as one PR." + "reason": "Different model families; only the refactor pattern overlaps." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech-Encoder-Decoder and DPR are different code paths and changes." + "reason": "SpeechEncoderDecoder and DPR do not share the same bug or change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model families; only the generic refactor pattern matches." + "reason": "SuperPoint and RWKV are unrelated implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are distinct model-specific tracing cleanups." + "reason": "Different model families and code paths; not mergeable as one PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different architectures with separate forward/output logic; not the same change." + "reason": "RWKV and DPR are separate model-specific refactors, not the same underlying change." } ] }, @@ -20040,12 +20006,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "6d984d89522c7e5ad9f0d57bb87528090ad83057c8b715f2fcf2ec7f03b5903a", + "prepared_review_unit_hash": "58b79c4450d9f0800d0d742d26682d7ec3fb55204a8dfc82ec471f680873edf4", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10914, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -20053,7 +20019,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10914, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -20062,30 +20028,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three independent model-addition PRs for different architectures; they share Transformers boilerplate and auto-registry/docs changes, but do not address the same bug or feature change.", + "summary": "All three items are separate model-addition pull requests for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share broad HF integration boilerplate, but not the same underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR adds a different model family (PenguinVL, DeepSeek-OCR-2, Voxtral-TTS) with distinct implementation files and tests; the overlap is generic framework wiring.", + "canonical_pr_reason": "PR 45075 is the best representative of the cluster only in the sense that it is the most complete-looking standalone model addition; the others are distinct model drops, and 45401 is still draft.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative because these are separate feature additions, not duplicates of one underlying change.", + "best_pr_reason": "PR 45075 is the strongest general exemplar of this cluster\u2019s pattern because it has a full implementation surface (modeling, processing, tests, docs, conversion support) and is more mature than the draft Voxtral PR.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Shared auto/docs files are boilerplate, not the same fix or feature." + "reason": "Different model implementations for different architectures/models (PenguinVL vs Voxtral TTS). Shared auto/docs plumbing is generic and not enough to indicate the same concrete change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both are model implementation PRs, but for different models (PenguinVL vs DeepSeek-OCR-2) with separate configs/modeling/tests; not mergeable as one change." + "reason": "These add different models (PenguinVL vs DeepSeek-OCR-2). Overlap is only in common Transformers integration files, not the same underlying code-path fix or feature." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions; similarity is limited to shared registration/documentation updates." + "reason": "Different model additions for different targets (DeepSeek-OCR-2 vs Voxtral TTS). Similar files are standard model-registration boilerplate, so they should not be merged together." } ] }, @@ -20115,12 +20081,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "807d58da29a78a17130e56db1ee3840460b3bdeecf3fed341eb202d950721e09", + "prepared_review_unit_hash": "53934aaca4ed22d1e5cafdb0b210e8c6cf0c65af1b555e5aae02d49e6ed18ef9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -20128,7 +20094,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -20137,18 +20103,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs in the fusion/kernels area, but they are not the same change: #44979 adds a generic module-fusion API, while #45363 implements n-to-1 kernel fusion through KernelConfig and touches different integration points. I would not collapse them as duplicates.", - "confidence": 0.92, + "summary": "The two PRs are thematically related around module/kernel fusion, but they implement different layers of the stack: one adds a general Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading. They do not look like duplicates of the same concrete change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the foundational module-fusion API change; #45363 is a separate follow-on feature built around KernelConfig rather than the same concrete PR.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45363 is the more concrete, user-facing kernel-fusion implementation and is the better representative if one PR must stand in for the cluster\u2019s feature direction.", + "best_pr_reason": "PR #45363 is the broader, more concrete implementation: it touches the runtime integration points, KernelConfig plumbing, and includes a usage example. PR #44979 is a separate foundational API addition, so #45363 is the better representative if one PR must be chosen for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Same broad fusion theme, but different concrete changes: one introduces a generic module-fusion API, the other wires n-to-1 kernel fusion through KernelConfig and integration code. They are related, not duplicates." + "reason": "Related area, but different change scope and code paths: #44979 adds a standalone Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig across model loading/integrations. They could coexist and are not the same mergeable fix." } ] }, @@ -20178,7 +20144,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "ea729bf86250b7912593650fb444c1502de761d1d748bf89328f3f7a42632c09", + "prepared_review_unit_hash": "28c043a39bda6b39637fe0fb125a4291346e28fdf06d2873cd4b64c3313cffdd", "component_budget": { "node_count": 2, "item_count": 2, @@ -20200,18 +20166,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds test coverage.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the cleaner canonical PR: it implements the same fix as 45086 and adds a test, making it the more complete representative of this bugfix.", - "best_issue_reason": null, - "best_pr_reason": "45317 best captures the underlying change because it fixes the same code path and includes validation via tests.", + "summary": "The two PRs are effectively duplicate fixes for the same AttributeError in `_patch_mistral_regex` / Mistral regex patching, with the same core code change in the same file. PR 45317 is the better canonical PR because it includes the fix plus tests.", + "confidence": 0.96, + "canonical_issue_reason": "Both PRs explicitly target issue #45081, which appears to be the shared underlying bug report for the Mistral pre-tokenizer AttributeError.", + "canonical_pr_reason": "PR 45317 is the strongest representative: it implements the same fix as 45086 and also adds test coverage, making it the more complete change.", + "best_issue_reason": "Issue #45081 is the shared upstream problem both PRs are trying to resolve.", + "best_pr_reason": "PR 45317 is the best overall PR for the cluster because it covers the same bug fix and includes tests, while 45086 is a smaller subset of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug in `_patch_mistral_regex`, same file and line-level change, and both target the same issue; 45317 is effectively a superseding, test-backed version of 45086." + "reason": "Same underlying AttributeError fix in `_patch_mistral_regex`, same touched code path/file, and 45317 is just the more complete version with tests." } ] }, @@ -20241,7 +20207,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "af94764de944b075fde189c12f985e0c43e73abeda71ca4a8de46ebdf77beb4c", + "prepared_review_unit_hash": "2e1db07bab4446e00bd6f59681ac047db79c8fddf112b5666db260e2602d3691", "component_budget": { "node_count": 2, "item_count": 2, @@ -20263,18 +20229,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH model-family changes, but they are not the same PR: one is a refactor toward GraniteMoeHybrid-compatible conversion/mapping, while the other splits NemotronH into dedicated dense and sparse model implementations with docs and tests. They should not be deduplicated.", - "confidence": 0.92, + "summary": "These PRs overlap on NemotronH internals, but they are not the same change: #45115 is a focused refactor/conversion-mapping update toward GraniteMoeHybrid compatibility, while #45569 is a broader model-splitting and documentation/test update for NemotronH dense/sparse variants.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more concrete model change: it introduces the dense/sparse NemotronH variants, updates auto-mapping/docs, and includes model code plus tests. It is the better representative of the cluster.", + "canonical_pr_reason": "No single canonical PR: #45115 and #45569 address related but distinct code paths and scopes, so they should not be collapsed as duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best overall representative because it covers the full architectural split and user-facing model support, whereas 45115 is a narrower refactor focused on conversion/key renaming.", + "best_pr_reason": "#45569 is the best representative PR for the NemotronH work because it is the broader, more complete implementation covering new model variants, auto-mapping, docs, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different underlying changes: 45115 is a refactor/conversion-mapping and inheritance cleanup for NemotronH, while 45569 adds distinct NemotronH dense/sparse model families, docs, and tests. Same subsystem, but not the same code-path fix or mergeable duplicate PR." + "reason": "Shared NemotronH files are not enough: #45115 is a narrow inheritance/conversion-mapping refactor, while #45569 introduces dense/sparse model splits plus docs/tests. They do not appear to fix the same concrete bug or be mergeable as one PR." } ] }, @@ -20304,7 +20270,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "374ee13ca78b95e82bf0c75f91b3f62e0ff1ff646bc05c4a237c90fc19c40280", + "prepared_review_unit_hash": "a9fa4008cbc9079bb3dfa1a6fc618239651be37d9173535f3c98805c1c2fe742", "component_budget": { "node_count": 2, "item_count": 2, @@ -20326,18 +20292,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: one PR adds heterogeneous config plumbing, while the other adds broader heterogeneous model/runtime support on top of that. They share config-side files, but the change scopes and concrete code paths differ.", - "confidence": 0.89, + "summary": "These are related heterogeneous-transformer workstreams, but they are not duplicates: one adds heterogeneous config/per-layer config support, the other adds broader heterogeneous modeling/runtime support built on top of it.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change and is the better representative of the overall heterogeneous feature work, but PR #45333 is a distinct foundational config-only PR rather than a duplicate.", + "canonical_pr_reason": "PR 45332 is the broader, more central change set: it implements heterogeneous per-layer config plus modeling/runtime integration, while 45333 is the narrower config foundation.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative for the cluster because it covers the larger end-to-end feature area (config plus modeling/cache/masking integration).", + "best_pr_reason": "PR 45332 is the best representative of the cluster because it spans the main end-to-end heterogeneous model support rather than only the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: 45333 is focused on per-layer configuration plumbing, while 45332 extends heterogeneous behavior into modeling/cache/masking paths. They are adjacent feature work, not the same concrete bug or change, and would not plausibly be merged as one duplicate PR." + "reason": "Related but distinct scope: 45333 adds heterogeneous config/per-layer config infrastructure, while 45332 adds heterogeneous model/runtime support and only depends on that foundation. They are not the same concrete change and would not plausibly be merged as one duplicate PR." } ] }, @@ -20367,12 +20333,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "f81d57aecd248ab4d08eb88fdfb0fa87e1139d36ee789b6c4ca26ec475a83685", + "prepared_review_unit_hash": "730da11bd650f3df06f342e0282f69539a531c5f17f6c5c99d45fe70581383ba", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20380,7 +20346,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20389,18 +20355,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they address different changes: #45415 is a broad repo-wide type-checking sweep and config tweak, while #45425 adds specific typing helpers/protocols around model_utils/PEFT integration. They are related work, not the same underlying change.", - "confidence": 0.82, + "summary": "These are related by type-checking work, but they are not duplicates: PR 45415 is a broad repository-wide typing sweep, while PR 45425 is a narrower typing cleanup centered on modeling_utils/PEFT-related protocols and helpers.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the broader umbrella change, touching many files and adding the type-checking policy update; it is the better canonical representative for this cluster.", + "canonical_pr_reason": "PR 45415 is the broader umbrella change and the more representative PR for the cluster, since it touches many files and sets typing-ignore policy across the tree.", "best_issue_reason": null, - "best_pr_reason": "#45415 is the most representative PR in the set because it covers the wider type-checking enablement effort, whereas #45425 is a narrower typing refinement.", + "best_pr_reason": "PR 45415 is the better representative artifact overall because it is the larger, more general type-checking pass; PR 45425 looks like a targeted follow-up rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: one is a broad type-checking rollout across many transformers files plus pyproject policy changes, the other is a targeted typing cleanup for model_utils/PEFT-related protocols. They are not the same concrete bug or fix and would not plausibly be one PR." + "reason": "Shared files are incidental. 45415 is a broad type-checking sweep across src/transformers/*, while 45425 adds specific typing protocols and support for modeling_utils/PEFT-related code paths. They address different underlying changes and would not plausibly be merged into one PR as the same fix." } ] }, @@ -20430,7 +20396,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "ecb604bdc3ffb9dc8e4342521b67278f0c6bef963deb93f09597658b4d72fa85", + "prepared_review_unit_hash": "b326de6ee5e36c07ff97fc8e9327e6e8c743313e968c9df6d6252b5dd9c7fc27", "component_budget": { "node_count": 2, "item_count": 2, @@ -20452,18 +20418,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests fixing different cache/seq_len bugs in different model families: one for Qwen/OLMo hybrid linear attention, the other for Mamba2 use_cache behavior. They are not duplicate fixes and should stay separate.", - "confidence": 0.95, + "summary": "The two PRs are not duplicates: one fixes multi-token cached forward for Qwen3.5/GDN linear attention, while the other fixes Mamba2 use_cache behavior when seq_len > 1. They touch different model families and different code paths.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the cleaner standalone candidate: it has an explicit tracking issue, a narrowly scoped fix for `use_cache` when `seq_len > 1`, and a focused test update. PR #45513 is broader and spans multiple model files, but it addresses a different bug.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and different failure modes: Qwen/OLMo hybrid cached multi-token forward vs Mamba2 `use_cache` with `seq_len > 1`. They do not look like the same underlying change and would not plausibly merge into one PR." + "reason": "Different underlying bugs in different architectures (Qwen3.5 linear attention vs Mamba2 cache handling); they are not the same concrete fix and would not plausibly merge into one PR." } ] }, @@ -20493,7 +20459,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "3cf6f1c53ebf90ec013edeb9274e417ada6436105398aff6824d344f2536eb48", + "prepared_review_unit_hash": "995641cddffb6d502fe0e100e292fa102acc58718980a94f748bcd32fccce19b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20515,18 +20481,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs share the EP/loading theme, but they target different failure modes and code paths: one is about accelerate/ZeRO-3 loading and config serialization, the other about FSDP2 expert parameters being overwritten after rank-0 broadcast.", - "confidence": 0.94, + "summary": "Two open PRs are related thematically around expert parallelism, but they fix different loading/broadcast failure modes in different code paths, so they should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster: it fixes a concrete expert-parallel loading corruption in the core parameter-loading path, with a focused code change around post-shard wrapping.", + "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster because it addresses a concrete EP loading corruption bug with a focused fix in model loading and associated EP integration code, whereas #45548 is a separate accelerate/DeepSpeed ZeRO-3 configuration/loading issue.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best fit as the cluster representative because it addresses a specific runtime bug in model loading rather than a broader EP-related setup/serialization concern.", + "best_pr_reason": "PR #45662 is the best overall PR candidate because it targets a specific, user-visible correctness problem and has the broader set of code changes tied to that bug; #45548 is narrower and solves a different EP-related configuration serialization/loading path.", "soft_edge_verdicts": [ { - "left": "pull_request:45548 (Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch)", - "right": "pull_request:45662 (Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast)", + "left": "pull_request:45548", + "right": "pull_request:45662", "accept": false, - "reason": "Not the same underlying bug: #45548 handles accelerate/ZeRO-3 loading and config serialization (including distributed_config/has_ep), while #45662 fixes FSDP2 expert params being overwritten in the parameter-loading path via post_shard_wrap." + "reason": "Both mention expert parallelism, but #45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while #45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. Different concrete bugs and code paths, so not the same change." } ] }, @@ -20556,7 +20522,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "9cebc2bb33415f00e8e9e0e249a14b2264076694fe9f66dbabf63f621461215b", + "prepared_review_unit_hash": "10b3ecdbe7010fe0729a0b0c3426a19b295c734511709c9ef76564f66ceb97a0", "component_budget": { "node_count": 2, "item_count": 2, @@ -20578,18 +20544,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same underlying xdist collision in captured_info/debug logging. PR #45645 is the broader, more complete change, adding the CI/workflow handling needed to consume multiple captured_info files, so it is the better canonical PR.", - "confidence": 0.91, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the more comprehensive implementation of the xdist-safe captured_info fix, covering both the code-path change and the CI artifact handling needed for it.", - "best_issue_reason": null, - "best_pr_reason": "PR #45645 best represents the full fix because it handles the artifact collision in testing_utils and updates the workflow to read the new per-worker logs.", + "summary": "Both PRs target the same xdist-related captured_info collision problem, but PR #45645 is the more complete fix because it updates both the writer and the CI consumer of those artifacts.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45561 is the shared explicit target for both PRs and appears to be the originating bug report.", + "canonical_pr_reason": "PR #45645 is the stronger canonical PR because it covers the xdist-safe artifact write path plus the workflow changes needed to read multiple captured_info files in CI.", + "best_issue_reason": "Issue 45561 is the best issue because both PRs directly link to it and the change scope matches the reported problem.", + "best_pr_reason": "PR #45645 is the best PR because it is the most complete implementation of the fix and includes the downstream CI/log handling that PR #45639 lacks.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "They target the same xdist/captured_info collision and share the same issue target. #45645 extends the same code-path fix with CI log aggregation, so these look like one underlying change rather than separate PRs." + "reason": "Both PRs address the same underlying xdist collision in captured_info artifacts; #45645 extends the same fix with workflow support, so they are close enough to treat as duplicates/overlapping fixes." } ] }, @@ -20621,7 +20587,7 @@ "pull_request:45720|pull_request:46259", "pull_request:46023|pull_request:46259" ], - "prepared_review_unit_hash": "cbaa824399f93778facdbcba11cdbf4f4eb2781994d76cf35d6ccb6fbf44b81b", + "prepared_review_unit_hash": "891ee12d0a65200cf73077e2742e0f15aaf4a209d5885059c5acf92f32028491", "component_budget": { "node_count": 3, "item_count": 3, @@ -20643,24 +20609,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all linter/rule work in transformers, but they address different rules and different concrete code paths. I do not see a true duplicate pair here.", - "confidence": 0.92, + "summary": "All three PRs are separate linter/modeling-rule changes. The apparent overlap is mostly shared docs/rule infrastructure and some shared model files, not the same concrete bug or fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No exact duplicate PR is present; #46023 is the best cluster representative because it is a concrete, narrowly scoped rule-16 fix with clearer implementation detail than the more documentation-heavy rule additions.", + "canonical_pr_reason": "PR #46023 is the clearest standalone change in the cluster: it implements fixes for TRF016 across concrete model files, with a focused scope and direct code-path changes.", "best_issue_reason": null, - "best_pr_reason": "#46023 is the best standalone PR in this set to surface as the representative linter change, since it has a specific code-path fix and broader review signal.", + "best_pr_reason": "PR #46023 is the strongest representative artifact here because it has the most concrete implementation fix and a narrower, more actionable scope than the others.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: #45720 implements TRF003 for tuple-return behavior in model forward methods, while #46259 adds TRF018 for image/video processor flag consumption. Shared linter/docs files are incidental." + "reason": "Different underlying rules and code paths: TRF003 changes return-tuple behavior in model forwards, while TRF018 adds a modeling rule for do_* flag consumption in image/video processors. Shared files are only broad framework overlap." }, { "left": "pull_request:46023", "right": "pull_request:46259", "accept": false, - "reason": "Both are modeling-rule work, but they target different rules and different bugs: rule 16 about dead do_* flags in preprocess overrides versus rule 18. This is not the same fix and would not plausibly merge into one PR." + "reason": "Both are linter-rule PRs, but they target different rule numbers and different concrete problems. Overlap in docs and some model files is too broad to treat as the same fix." } ] }, @@ -20759,12 +20725,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "f7eb27ed6fe85eda899e026fba127176a98de33f8ec6a8ee9bd2e1649ac05df1", + "prepared_review_unit_hash": "ae37ee62401b612b8ee218e320094f8cf8a0cedaa3b8b5e37f57e4c55f0c072b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8082, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -20772,7 +20738,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8082, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -20781,30 +20747,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are about adding `attn_implementation=\"sdpa\"` support, but they target different model families and code paths, so they are related work rather than duplicates.", - "confidence": 0.92, + "summary": "All three pull requests are related by the same high-level goal (SDPA dispatch support), but they target different model families and distinct code paths, so they are not duplicates of one another. The broadest and most representative PR is the wav2vec2_conformer/bert + SeamlessM4T/v2 one.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster: it covers multiple model families and has the largest implementation surface, making it the best anchor if one PR must represent the theme.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the broadest of the set, covering multiple speech/sequence models and associated tests, so it is the most representative single PR for the shared SDPA-dispatch theme.", + "best_pr_reason": "PR 46196 is the strongest overall representative because it spans several architectures and includes the most comprehensive SDPA dispatch work in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Different model implementations (CTRL vs T5) with separate SDPA dispatch paths; same feature theme but not the same concrete fix." + "reason": "Same general SDPA feature, but different model implementations (CTRL vs T5) and different concrete forward paths. They are not the same underlying bug/change and would not be merged into one PR." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "These touch unrelated model families (CTRL vs wav2vec2/SeamlessM4T) and distinct attention code paths, so they are not mergeable as one duplicate PR." + "reason": "These target different model families and separate code paths (CTRL vs wav2vec2/seamless M4T variants). Shared SDPA theme is too broad to treat as a duplicate." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Both add SDPA support, but for different architectures and files; this is a shared initiative, not the same underlying bug/change." + "reason": "Both add SDPA dispatch support, but for unrelated architectures (T5 vs wav2vec2/seamless M4T variants). Different implementations and tests, so not a duplicate pair." } ] }, @@ -20834,12 +20800,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "2d51c14fd13be327413e579de1f445fc4e68d8347b1fca46b8f1c1472aaf1bc8", + "prepared_review_unit_hash": "28099c6c5b7b5abe309f9c758b51380a6f80d950edc9842416ebab834535afb2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20847,7 +20813,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20856,18 +20822,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are distributed-training PRs, but they are not the same change: #46126 is a focused EP/router + Trainer integration PR, while #46269 is a broad distributed base branch touching many unrelated distributed/FSDP/MoE files. The shared filenames are too generic to treat them as duplicates.", - "confidence": 0.86, + "summary": "These are related only by distributed/transformers overlap, but they do not look like the same change. PR 46126 is a focused EP + Trainer integration feature, while PR 46269 is a much broader distributed branch base touching many subsystems.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more focused, concrete change set centered on expert-parallel/router behavior and Trainer integration; it reads like a single fix/feature rather than a broad branch base.", + "canonical_pr_reason": "PR 46126 is the more specific, self-contained change; PR 46269 is a broad umbrella branch and not a duplicate of it.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best PR candidate because it targets a specific code path and is narrowly scoped, whereas #46269 is a wide integration branch with many unrelated distributed changes and is not a clean duplicate representative.", + "best_pr_reason": "PR 46126 is the best representative of the cluster\u2019s concrete change because it has a narrower, clearer code-path focus than the wide-ranging base PR 46269.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they overlap in distributed/tensor-parallel files, but #46126 is a specific EP/router integration PR and #46269 is a broad distributed base branch spanning many subsystems. They do not appear to fix the same concrete bug/change and would not plausibly merge as one PR." + "reason": "Shared distributed filenames are not enough here: 46126 implements EP/trainer integration, while 46269 is a large base PR spanning many unrelated distributed components. They are not the same underlying fix." } ] }, @@ -20897,7 +20863,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "c33ce98b3b4f356199de4d832cdb4f7c0e15b3b05f7cc5c1a06469f62784064c", + "prepared_review_unit_hash": "2328e5910cc125a2cd246a837b10461c8a58eda90420ae6de568b622fb1691cb", "component_budget": { "node_count": 2, "item_count": 2, @@ -20919,18 +20885,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about replacing direct source-file opening with safer source introspection, but they touch different modules and different behaviors: one is in `import_utils` around package traversal, the other is in `modeling_utils` for attention-implementation detection. They are thematically related, but not the same fix.", - "confidence": 0.91, + "summary": "Both PRs aim to remove direct source-file opening, but they fix different code paths in different modules: one hardens import-time resource resolution, the other changes a modeling_utils source-inspection heuristic. They are related in theme, not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the clearer standalone change: it targets one concrete code path (`_can_set_attn_implementation`), has tests, and the title matches the implementation change directly.", + "canonical_pr_reason": "PR 46152 is the broader infrastructure-style change around avoiding raw file opens when resolving package resources, so it is the more central theme representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the best representative of this cluster because it has the most specific bug fix and the strongest evidence of correctness via tests; PR 46152 is a separate refactor in a different subsystem.", + "best_pr_reason": "PR 46207 is the cleaner standalone bugfix: it targets a specific modeling_utils code path and includes tests, making it the strongest merge candidate among the two.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Same broad theme (avoid `open()` on source), but different files, different helper logic, and different runtime behavior; they would not plausibly be merged as one PR." + "reason": "Different concrete fixes in different modules; they share a general \"avoid open() for source reading\" theme but do not appear to solve the same bug or belong in one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index f105f632b86691f0f364cc8f2daac45594e64483..4fa87a982f14315864a8e3c4fae024eefdd90ed1 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260530t060026z", + "analysis_id": "hybrid-model-20260530t120027z", "archived_artifacts": { - "hybrid": "snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-30T06:08:10Z", + "published_at": "2026-05-30T12:07:40Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260530T060026Z", + "snapshot_id": "20260530T120027Z", "variant": "hybrid" } diff --git a/snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.json b/snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.json new file mode 100644 index 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"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." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 13 discussion comments plus 8 inbound references.", + "score": 164.0 + }, + "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/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..949160f903c204fe7f4a39cca2a5ada9f2048470 --- /dev/null +++ b/snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20911 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260530T120027Z", + "generated_at": "2026-05-30T12:07:39Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920", + "issue:46015", + "issue:46165", + "issue:46294" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + 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"node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 48479, + "estimated_input_tokens": 12120, + "estimated_eval_tokens": 24496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with a few true duplicate clusters: ZeRO-3 index-out-of-bounds on model load, a v5 AutoTokenizer token-ID regression, and Qwen3_5Moe rotary-embedding/offload materialization. Most other soft matches are broad-similarity false positives and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "The broadest open report for the tokenizer regression cluster: it covers wrong token IDs across multiple model families, making it the best dedupe anchor among the accepted duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Most comprehensive and actionable issue in the set for the v5 AutoTokenizer token-ID bug; it generalizes the Granite-specific report to the wider affected models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: missing config field vs chat/completions streaming API behavior." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/platform bug; AMD GPU failure is unrelated to the MPS histogram Int error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and code paths; image-preprocessor dtype mismatch is not the GPT-OSS AMD GPU issue." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different dtype/device problems on different models; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different failure modes: GPU runtime issue vs invalid method call in a MoE model." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms; NVFP4 runtime error is not the AMD GPU bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different inference/export stack issues with no shared code path." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export failure vs auto device-mapping cuda assert; unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs docs/example freshness; not the same underlying bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they target different removed features and pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import failure are separate issues." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training-related bugs: SFT input-embedding handling vs resuming with trust_remote_code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError and Gemma4 device mismatch are different problems." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are errors, but one is ZeRO-3 empty-index loading and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated training-resume issue; no shared code path with the ZeRO-3 Bert bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures and mechanisms; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal shape mismatch vs chat-template video token mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failures; mask indexing bug is unrelated to GPT-OSS TP support." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different features entirely; video StopIteration is unrelated to resume/trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume bug, not the ZeRO-3 index error." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Config regression vs training-resume issue; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset handling and ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both are distributed/DeepSpeed-related, but they are different failure modes and likely different fixes." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds loading failure on BERT; different model wording, same underlying empty-tensor bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/reload mismatch are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger-kernel cross_entropy routing and GPT-OSS TP support are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime failure vs LoRA save/load consistency issue." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the concrete errors and code paths are different." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor recomputation mismatch is unrelated to the mask-shape error." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5Moe rotary-embedding/offload state issue; one report describes CPU offload, the other meta-to_empty materialization symptoms." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading bug and GPT-OSS tensor-parallel support issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific bugs with no shared code path." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video embedding failure is unrelated to resume/trust_remote_code behavior." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/device bugs; autocast dtype mismatch is unrelated to the MPS Int histogram error." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config/vLLM issue and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-mapping mismatch and reverse-embedding lookup cost are different Gemma4 issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch-version incompatibility and Qwen NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpointing mismatch is not the same as Qwen3 device-map cuda assert." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed APIs/commands." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal pipelines and different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram Int limitation." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different training/runtime issues; no same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy routing and Qwen3.5 SFT embedding unpacking are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and different failure mechanisms." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds loading failure; model names differ, but the underlying empty-index bug is the same." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mention different deprecated behaviors; not one bug." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime issue and outdated RAG docs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough from the available evidence. The tokenizer-regression cluster choice is also well-supported by the titles, with 45920 as the broad open anchor and 45812 as the Granite-specific report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 2, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45464", + "issue:45542", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46294" + ], + "soft_pairs": [ + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "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:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918" + ], + "prepared_review_unit_hash": "f0c6b0cb4a8b1687b61198b468c970862258acbe9f1833f9b24e460ca7dafc3b", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38926, + "estimated_input_tokens": 9732, + "estimated_eval_tokens": 19720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformers bug reports, with three clear duplicate-like subgroups: mask-shape IndexError, DeepSpeed ZeRO-3/Bert index-0 failure, and Qwen3.5 video-input regression. I only accepted pairs where the titles strongly indicate the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:41093 is the best issue representative because it is the clearest and most active report for the mask/tensor shape-mismatch IndexError subgroup, and it has a near-exact duplicate in issue:44805.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue in this mixed cluster: issue:41093, since it is a concrete, well-discussed bug report with the strongest duplicate signal among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failure modes: corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading failure." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Unrelated problems: Qwen-3-8B-NVFP4 load/runtime error vs outdated RAG examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they target different models and different concrete failures." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 load issue in tests is not the same bug as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError reports, but the concrete failure patterns differ: mask-shape mismatch vs ZeRO-3 empty-tensor indexing." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/run failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are different issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/Bert index-0 failure is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crashing are unrelated bugs." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load/run failure does not match the PretrainedConfig pydantic regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat usage, but one is a crash with transformers chat and the other is a streaming chat/completions failure; not clearly the same code-path bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to table-question-answering." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure and MPS histogram int support are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm error is unrelated to an MPS histogram implementation issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 zero-sized tensor access during Gemma3 loading." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and PretrainedConfig pydantic regression are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm error is unrelated to GPT-OSS MoE tensor-parallelism behavior." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights translation-model issue are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat/completions failure are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights unexpected argument and pydantic PretrainedConfig regression are not the same issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and PretrainedConfig pydantic regression are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers version incompatibility are different concerns." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 video token mismatch." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5/Qwen3.5-MoE video-input regression around video features/tokens and chat-template handling." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch IndexError and ZeRO-3/Bert empty-tensor IndexError are different concrete failures." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality complaint and Siglip2 nonsensical AutoModel/pipeline outputs may be related in theme, but they are not clearly the same underlying bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrap behavior and Qwen3_5Moe rotary embedding materialization bug are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend issue is unrelated to torch/transformers compatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the duplicate/relatedness calls. The one accepted pair (44479, 46294) is well supported by the titles, and the canonical issue choice (41093) is reasonable given the near-exact duplicate 44805 and higher discussion activity. No obvious overstatement or risky mergeability claim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 3, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43644", + "issue:43645", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "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:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43054|issue:43493" + ], + "prepared_review_unit_hash": "4bfd60ac419dfb4f859ad7056ccc700089ff15114355951a0650ae9319921e73", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36987, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated model/loading regressions; the only clear duplicate pair is the non-persistent-buffer corruption regression around Transformers v5. The rest are similar at a subsystem/title level but do not look like the same concrete bug.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43950 is the clearest representative of the non-persistent-buffer regression: it names the exact API (`from_pretrained`) and the failure mode (`register_buffer(persistent=False)` corruption).", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best issue anchor because it is the most specific, actionable statement of the underlying bug and matches the confirmed duplicate wording in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom model loading, but one is a cache-path collision for local models and the other is wrong custom-module loading after save/load; not the same concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "One is a Jupyter custom-model initialization regression; the other is flash-attn fallback logic. Different code paths and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different models and failure modes; too broad to be the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Completely different models and symptoms: high perplexity on GPT-OSS vs a GLM5 issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3MoE FP8 failure is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache crash vs tied-weights translation model issue; no shared underlying defect." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied-weights handling in translation models." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA/ReLU discussion and a docs note about a removed command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading for NemotronH is a different problem from tied-weight handling." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-facing, but one is a typo and the other is stale command documentation; not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failures: detokenization bug vs NVFP4 runtime error." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No concrete bug overlap; one is Qwen-3 NVFP4 runtime failure, the other is a GraniteMoEHybrid method issue." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same non-persistent-buffer junk/corruption regression in Transformers v5." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but one is a docs example/model-processor mismatch and quantization failure while the other is embedding quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression: Transformers v5 mishandles non-persistent buffers during load/materialization." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different failure modes: autocast dtype mismatch vs Qwen3.5 gradient explosion from 3D position_ids handling." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer loss signature mismatch and ZeRO-3 load-time IndexError are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is not the same as a torch/transformers version incompatibility." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes keyword-argument incompatibility and missing Float8 storage are different backend issues." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both touch non-persistent buffers, but one is a from_pretrained regression while the other is a Qwen3_5Moe rotary-embedding materialization bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and a generic loading noise report are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities is not the same as a text-embedding quality regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "A bad error message for Voxtral tokenizer loading is unrelated to a missing all_tied_weights_keys attribute." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are different problems." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states behavior is unrelated to Qwen3_5Moe inv_freq uninitialized-memory handling." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5-related internals, but one is flash-attn 3D position_ids handling and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing and int4 CUDA reserved-memory OOM are different regressions." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU runtime support issue are different defects." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is embedding quality and the other is a HF-vs-JAX implementation discrepancy; not enough to treat as the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 43950 cluster is clearly supported by the titles: 43950, 43644, and 44534 all describe the same non-persistent-buffer junk/corruption regression in Transformers v5, with 43950 being the most specific anchor. The false soft-edge rejections are also appropriately 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": 18, + "review_unit_index": 4, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44403", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:44991|issue:45399", + "issue:43881|issue:43883", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:42915|issue:45020", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43257|issue:43866", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805" + ], + "prepared_review_unit_hash": "58e325d37ab1e8fe16752ce01339f06b75ac0e2808395e956863acb936bf8f79", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37007, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers loading/regression reports with only a couple of true duplicate pairs; most similar-looking items are different models, different subsystems, or different failure modes.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43872 is the strongest canonical issue: it has a concrete, reproducible root cause (_is_hf_initialized passed into bitsandbytes Int8Params during empty-weight loading) and a near-exact duplicate in issue:44291.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the best issue to anchor the cluster because it describes a specific code-path failure rather than a broad symptom, and it has the clearest duplicate evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are about loading behavior, but one is a generic noise/warning complaint and the other is a concrete model-load failure for a specific checkpoint; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but one is an AutoConfig field-loss issue and the other is a broad regression affecting remote-code models; too different to merge." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: PEFT LoRA gradient checkpointing vs Qwen3 MoE memory usage. Same family area, not the same underlying bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both are loading failures, but they involve different models and different mechanisms (ZeRO-3 load error vs FineGrainedFP8Config failure)." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and code paths: MPS histogram/int issue vs Gemma4 device-map mismatch during forward." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "One is a compatibility break for a trained LoRA model across versions; the other is a warning about tie_word_embeddings configuration." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for est-roberta and flash-attn fallback gating are unrelated bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading issues, but one is a glm-4v-9b load failure and the other is a missing all_tied_weights_keys attribute; no shared root cause is evident." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different areas: Qwen2_5_VL import/export exposure vs bitsandbytes Int8Params initialization." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regressions and Gemma4 device placement are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like/tokenizer mapping logic is a distinct code path from remote_code loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same bug as Gemma4 PLE device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback checks are separate failures." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific loading problems." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code breakage and Kimi tokenizer codec handling are different regressions." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback gating do not share the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug in Mistral3 is unrelated to non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config failure is a model/config-specific issue, not the remote_code regression." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same documentation cleanup: pipeline tasks removed in v5 are still referenced in docs, especially summarization/translation-related pages." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve Whisper/audio loading, but the titles do not show the same concrete failure path; one is a generic model-run failure, the other is a specific feature-extraction function issue." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same concrete bitsandbytes/empty-weights bug: unexpected _is_hf_initialized being passed into Int8Params during model loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 loading and bitsandbytes Int8Params initialization are different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing behavior and a missing supports_gradient_checkpointing flag are different issues, even if both touch training configuration." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both mention ZeRO-3 weight loading for Qwen-family models, but the failures are described differently enough that they do not clearly share one exact root cause." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different errors and domains: custom trainer loss signature mismatch vs tensor mask shape mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral AutoTokenizer error and est-roberta tokenizer load failure are different tokenizer/model regressions." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Unable to load a GLM-4.7-Flash model in tests and NemotronH checkpoint loading are separate model-specific problems." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from Qwen3.5 position_ids/SDPA behavior is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion under deepspeed/accelerate and GAS gradient averaging with DeepSpeed are different training/loading bugs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init_empty_weights incompatibility is unrelated to CLIPTokenizer's model_max_length constant." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "These have the same style of IndexError, but they are distinct reports with different contexts and likely different offending code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The two accepted soft-edge pairs look like genuine duplicates or near-duplicates (43872/44291 and 43827/44509), and the rejected pairs are mostly appropriately cautious given only title/body-level evidence. No mergeability issue applies here because there are no PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:43824|issue:43957", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44155|issue:45584", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:41720|issue:42915" + ], + "prepared_review_unit_hash": "f5eb779007db858617394912c769bc39cdae2a2d6ced2e2a9aedf248205d813f", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37263, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issues. I only found two plausible duplicate pairs: Transformers 5 custom model initialization (43645/43646) and SigLIP2 bad outputs on the same model family (38175/43994).", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue covers the whole mixed set; issue 43646 is the best anchor for the only clear duplicate pair because it states the broader custom-model initialization regression.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the strongest global issue anchor here because it generalizes 43645 cleanly; the SigLIP2 pair is a separate duplicate pocket, not the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video behavior, but one is a broad multi-model regression and the other is a specific StopIteration path; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes; no shared underlying code-path is evident." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Different subsystems and symptoms; no duplicate relationship." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and a torch.autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both mention rotary embeddings, but they are distinct bugs in different models and code paths." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but FSDP2 shared_kv_states rebuilding and device_map PLE mismatch are different problems." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "from_pretrained buffer corruption and Kosmos2.5 long OCR indexing are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 video generation and an MPS histogram int-type error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5 custom-model initialization regression; 43645 is just a notebook-specific repro." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and different attention/position-id failures; not mergeable as one bug." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe and meta-device loading regressions are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a video inference bug and the other is an embedding/unpacking trainer bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import for Qwen2_5_VLForConditionalGeneration and meta-device loading regressions are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping-name handling and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized breakage and Kosmos2.5 long OCR indexing are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model-family regression with broken outputs; 43994 is the broader reproduction." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and a mask shape IndexError are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert index error and tokenizer-mapping changes are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading problems, but they are different validation failures on different models." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 init Bert IndexError and tokenizer mapping failures are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model offload failure and Strix Halo mmap OOM are different loading issues." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention are different model-specific regressions." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8Config failures are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is supported by the packet. The two accepted pairs (43645/43646 and 38175/43994) are plausible same-bug duplicates, and the rejected soft edges are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 6, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756" + ], + "prepared_review_unit_hash": "f94e5bf39a536df5d44d0712f9937e99cb216902fb0c17fb69f915a6708870bd", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Almost all candidate edges are related-but-distinct reports; only the Transformers v5 non-persistent buffer junk regression is a clear duplicate pair.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43644 is the clearest, most specific description of the shared regression and is better suited as the canonical issue than the shorter paraphrase.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 best captures the underlying bug with the most detail and earliest framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they reference different BERT models and may stem from different model-specific metadata issues." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same family, but one is a ZeRO-3 weight-loading bug and the other is incorrect save_pretrained key names for the visual encoder." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different models and different failures; one is a Qwen3 MoE LoRA compatibility issue, the other is Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated training-resume math bug vs optimizer argument handling; same training subsystem but not the same defect." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same Transformers v5 regression where non-persistent buffers are filled with junk; one is just a paraphrased title." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 loading and Strix Halo mmap OOM are unrelated issues." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is ByteLevel\u2192Metaspace override in LlamaTokenizer and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a doc example/model-processor mismatch and quantization failure while the other reports nonsensical runtime outputs." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load-time failures; no sign of the same code-path bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE deepspeed conversion vs GLM-4.7-Flash unit-test loading are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both touch memory/quantization, but one is Qwen3 MoE training inefficiency and the other is offloading behavior with quantization." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Distinct model families and distinct loading problems." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a non-persistent buffer initialization regression; the other is custom model initialization in Jupyter notebooks." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Related to memory under quantization, but one is training-memory inefficiency and the other is int4 CUDA reserved-memory growth leading to OOM." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different models and different resize_token_embeddings symptoms." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they concern different models and no shared concrete bug is evident." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but the failure modes differ: packed sequence misinterpretation vs s_aux=None handling." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized errors are different load/save paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and different crash causes (chat path vs Gemma4Processor attribute error)." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they hit different architectures and submodules, so they do not clearly describe the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Similar symptom of untied lm_head, but for different model families and likely separate model-specific fixes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different SigLIP2/docs issue versus an unrelated GLM5 report." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device model-loading breakage are not the same defect." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch versus inability to load a specific BERT model; different underlying problems." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different code paths: Gemma4 FSDP2 attention vs Qwen composite config unwrapping." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention state rebuild and Qwen3_5Moe rotary embedding CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and Strix Halo mmap OOM are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted edge (43644 \u2194 44534) is clearly supported by the titles and dates. The other soft-edge rejections are conservative and avoid overclaiming duplicate status from loose topical similarity alone. No issue/PR pair in the packet suggests a mergeability problem." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 7, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:45684|issue:45698", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:43257|issue:44863", + "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:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805" + ], + "prepared_review_unit_hash": "058d11618cf7d393d8a55eca70fa9037b72e856753d7955c8e9acd3c67fde37a", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36683, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers regressions, with a small duplicate pocket around `resize_token_embeddings` not updating model embeddings. The strongest representative issue is the custom-module save/load regression in `from_pretrained` after `save_pretrained`.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45698 is the broadest and most actionable representative of the custom-model save/load regressions in this set, and it sits at the center of several related loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best issue to keep because it is open, clearly describes a concrete `save_pretrained`/`from_pretrained` failure, and generalizes well to the nearby custom-model loading reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading regressions, but they affect different models and failure modes (runtime error vs silent bf16 fallback)." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "These are different problems: a vague GLM5 issue versus a quantized-model save/load corruption report." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Completely different bugs: SwitchTransformers sparse-layer creation versus Gemma4 FSDP2 shared-state rebuilding." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes are different (int4 reserved memory regression vs mmap on Strix Halo)." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other about eval-mode restrictions." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug: the Gemma4-specific report and the generic output-embedding report describe the same propagation failure." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions with unrelated symptoms and model families." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "No shared bug path; one is checkpointing in eval mode, the other is a Qwen3.5 training instability from position IDs/SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra state save/load handling is unrelated to the Strix Halo mmap OOM issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: video-input handling for Qwen VL models versus strict config loading for granite_speech." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Unrelated failures in flash-attention integration and Gemma4 FSDP2 attention state handling." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different model-specific correctness bugs with no shared code-path indication." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both are custom-model save/load adjacent, but one is file-permissions propagation and the other is wrong module loading; not the same bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions are not the same issue as Strix Halo mmap OOMs." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer max_steps calculation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` propagation failure, expressed as output-embedding versus decoder.embed_tokens updates in different model families." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both touch custom models, but notebook initialization and extra_state serialization are distinct problems." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different failure mechanisms: autocast dtype mismatch versus meta-device loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch and model loading failure are not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are separate regressions." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the mmap/OOM report." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures; no evidence they are the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to the Gemma4 device-mismatch issue." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language and tokenization-version changes are separate concerns." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformer 5 custom-model regressions, but one is base_model_prefix loading and the other is notebook initialization; not the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 device placement are different issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and image preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures in attention/cache handling versus template-node compilation." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The isolated reproduction issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver interpolation are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask shape mismatch are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are reasonably rejected as unrelated, and the `resize_token_embeddings` cluster is the only clearly supported duplicate pocket. The choice of `issue:45698` as the representative save/load issue is conservative and fits the open, concrete custom-module regression reports without overclaiming. No PR mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43994|issue:44079", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:44206|issue:44220" + ], + "prepared_review_unit_hash": "801c192f5a56fdf82327573e8720319ed975932e0805671951a3c036ee872ae4", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36889, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically broad rather than duplicate-heavy: it mixes many Transformers v5 regressions, model-loading failures, tokenizer issues, and a few unrelated audio/docs/multimodal bugs. None of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s dominant theme: Transformers v5 model-loading regressions. It is more general than the narrower model-specific or component-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single representative of the cluster because it captures the most central and reusable failure mode among these items: v5 loading behavior breaking for models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about TextClassificationPipeline return_all_scores wording while the other is about removed pipeline tasks in v5; related theme, not the same change." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures in different code paths: missing Float8 storage vs a template-node compilation error." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "One is a torch version compatibility issue, the other is a Qwen3.5 input-embedding/TRL trainer failure; unrelated bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token method conflict and gguf_file loading breakage are separate tokenizer/model-loading problems." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and AutoModelForCausalLM.from_config text_config unwrapping are different API regressions." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but they describe different model variants and different breakages; not clearly the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed zero3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer load failures, but for different models and different failure mechanisms." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A specific SigLIP2 bad-output issue and a generic ModelOutput key-assignment bug are not the same concrete defect." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM behavior." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM regression are different model-specific issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state serialization and a video-input regression in Qwen multimodal models do not share the same underlying bug." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/performance related, but XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are distinct code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Two separate tokenizer-loading reports for different models and different symptoms." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized regression are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registry generation and compiled flex_attention failures are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different breakages." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on GPT-OSS and runtime post-processor updating are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper pipeline return_language are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and template-node compilation error are different failures." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Separate model-loading regressions affecting different repositories and different tokenizer/model paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking and Qwen2.5-VL iterable dataset multi-image finetuning are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both concern Whisper, but one is batch_decode skip_special_tokens handling and the other is empty transcription after align_special_tokens; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and template-node compilation failure are different runtime errors." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Loading vesteinn/ScandiBERT and loading physical-intelligence/fast fail for different reasons and code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is buffer initialization and the other is custom model initialization; not the same underlying change." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Feature-extractor center-arg regression and _torch_extract_fbank_features() issue are related to audio preprocessing but appear to be distinct defects." + } + ] + }, + "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": 18, + "review_unit_index": 9, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36032", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:42175|issue:46178", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43089|issue:45987", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:43322|issue:43540", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:42915|issue:44589", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "1e03fa04a9d249adce3abe87e09e55b737f8f3cfa2eb0a9b4bd532c7f3461b81", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37593, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions that share broad v5/loading similarity, not true duplicates. The only clear duplicate pair is the Qwen3.5 save_pretrained regression (45216/45357).", + "confidence": 0.47, + "canonical_issue_reason": "Issue 45216 is the clearest representative because it describes the core Qwen3.5 save_pretrained corruption, and 45357 reads like a follow-up on the same checkpoint/visual-encoder-key regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the best cluster representative since it has the strongest duplicate linkage in the set and captures the specific regression most directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs: chunked generation/compiled forward vs StaticCache sequence-length return type." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but the titles point to different failure reports and no shared concrete code-path is clear from the metadata." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error vs a model load failure for cjvt/sleng-bert; unrelated symptoms." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantization failure is a different problem from GGUF loading failure." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden-states output vs rope-index temporal scaling." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different errors and different code paths; no evidence they fix the same underlying issue." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend-install packaging issue vs backend-mapping error for tensorflow_text; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs MIMI batched-padding-mask mismatch are different issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 load failures, but they affect different models and likely different loaders." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to non-persistent buffer serialization garbage." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU sync overhead is unrelated to StaticCache.get_seq_length contract." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a model tying bug and the other is a serialization inconsistency; not clearly the same concrete defect." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise vs a Mistral regex patch crash; different failure modes." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures with no shared underlying bug indicated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segmentation fault while loading Llava Next is unrelated to Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs vs OmDet-Turbo processor resolution mismatch are different issues." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization and junk-filled non-persistent buffers are different regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs DAC forward/from_latents STE mismatch are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/exportability issue is unrelated to processor input-size mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different failure points; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature-extraction helper bug vs compiled flex_attention regression; unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: both describe incorrect checkpoint serialization/visual-encoder-key handling in the same model family." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict vs a MobileLLM key error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different v5 regressions: FP8 config failure vs init_empty_weights/_is_hf_initialized argument issue." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure is unrelated to missing Float8 storage handling." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and mmap OOM avoidance are separate issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to model/tokenizer load failure for fast." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is a model-weight tying bug while the other is LoRA merge with extended vocab collapse; not clearly the same defect." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window bug are different problems." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to granite_speech config strictness." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are generally conservative. The only accepted pair, 45216/45357, is well supported by the titles as the same Qwen3.5 save_pretrained regression." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 10, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "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:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44479|issue:45325", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43632|issue:44534", + "issue:44683|issue:45020", + "issue:44079|issue:45663", + "issue:43381|issue:45923", + "issue:44462|issue:45812", + "issue:44291|issue:44589", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:43818|issue:45357", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:42175|issue:43296" + ], + "prepared_review_unit_hash": "b87edc8cfed58005d967db3b66ba1ff830d933116f366a5304ad0fb03ee923a9", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated transformer/model-loading regressions, tokenizer bugs, and training/runtime issues. Only one soft pair looks like the same underlying bug: a Transformers v5 model-initialization/loading regression.", + "confidence": 0.47, + "canonical_issue_reason": "issue:43611 is the broadest and most central representative of the shared Transformers v5 loading/initialization regression theme, and it cleanly subsumes the one plausible duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best cluster representative because it matches the strongest duplicate evidence and sits at the core of the v5 model-loading breakage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they fail in different ways: base_model_prefix/custom init vs non-persistent buffer handling." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and a CUDA device-mapping assert are unrelated bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and noisy load logging are different problems." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "These are different Qwen VL regressions: video-input handling vs still-image rope position scaling." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "WikiText-2 perplexity and Whisper batch_decode token skipping are unrelated code paths." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are distinct issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and missing BOS/EOS insertion are different tokenizer bugs." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "General loading noise and a specific tokenizer-loading regression for EMBEDDIA/est-roberta are not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image prompting." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "The _is_hf_initialized regression and junk-filled non-persistent buffers are separate Transformers v5 failures." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading breakage are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states reconstruction are different issues." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing failure and missing supports_gradient_checkpointing are not the same underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json and wrong Granite token IDs are both tokenizer regressions but not the same concrete failure." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and Float8 storage lookup are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max_length misuse are unrelated tokenizer/model issues." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both involve degenerate training, but the model paths and root causes differ." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image iterable-dataset failure and still-image temporal position scaling are different Qwen2.5-VL bugs." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are distinct training/runtime problems." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Transformers v5 GGUF loading failure and missing pad_token_id on Llama4Config are separate regressions." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral and an AppleSilicon TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow packaging, but the reported failures are different enough to avoid merging as duplicates." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained key regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "A Qwen3 device-mapping CUDA assert and a Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask mismatch and Gemma3 mixed-length NaNs are both batching-related but not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export export failures and bfloat16 dtype mismatches are different concrete issues." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers v5 model-initialization/loading regression affecting custom model loading paths." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The one accepted pair (43611/43646) is a conservative, mergeable same-bugfix match around Transformers v5 model initialization/loading regressions. The other rejections read cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 11, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43632", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43792", + "issue:43819", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43792|issue:43957", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:44079|issue:44534", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43296|issue:45800", + "issue:43761|issue:44079", + "issue:35707|issue:40444", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:44568|issue:45920", + "issue:43701|issue:45325", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:40990|issue:45584", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:43572|issue:45759", + "issue:40990|issue:42947" + ], + "prepared_review_unit_hash": "43bf26ef93d1c0dd74f1048820bb2888f3c883f00021137a31488e3d282698cb", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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 cluster is mostly a loose set of unrelated model-loading/regression bugs. There isn\u2019t a strong duplicate group; the closest theme is broad Transformers v5 regressions, but the soft pairs mostly differ in concrete code paths and should stay separate.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue in the set: it describes a cross-model tokenizer regression affecting multiple families, which fits the cluster\u2019s loose v5-regression theme better than the narrower single-model reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue to anchor this cluster because it is open, high-impact, and spans several model families rather than a single model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both are load failures, but one is Whisper inference failure and the other is meta-device loading breakage across different models; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Both involve v5 inference regressions, but one is about `_is_hf_initialized` and the other is a bfloat16 dtype mismatch; different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but one is bad outputs/loading for SigLIP2 and the other is Perceiver resolution handling; not the same defect." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both touch multimodal indexing, but one is Qwen2.5-VL temporal position scaling and the other is Kosmos2.5 long OCR index overflow; distinct bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internal regressions." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is failure to tie weights and the other is inconsistent serialization behavior; not mergeable as one fix." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading on Qwen2.5; no shared concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL multimodal issues, but one is finetuning with multiple images per prompt and the other is video position-id computation; separate paths." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related by Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video vision_position_ids; different regressions." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key bookkeeping are different internal behaviors." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "One is a specific PaddleOCR-VL load failure in vLLM, the other a broad torch/transformers version incompatibility; not the same issue." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states regression and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation bug; the other is multimodal finetuning with multiple images." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal model regressions, but one is Qwen video-input position handling and the other is Gemma4 device-map mismatch; distinct failures." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "One is an init_empty_weights/_is_hf_initialized argument breakage, the other a strict config loading issue for granite_speech; different root causes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export/export with torch_compilable_check are separate mechanisms and bugs." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Tokenizer special-token insertion failure is not the same as the broader wrong-token-IDs regression, even if both involve tokenization." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope position scaling are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device-mismatch on CPU offload and DAC latent decoding mismatch are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related model failures, but one is an A800 cuda assert in Qwen3 and the other is Gemma4 PLE auto-device-map mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/NER crashes and export-time torch_compilable_check failures are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head tying/serialization and SDPA torch.compile failures are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different subsystems." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures for different models; no shared concrete root cause is evident." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 and Qwen2.5-VL finetuning failures are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss and Whisper empty-transcription generation failure are separate issues." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision tied-weight generation bug and a bfloat16 dtype mismatch are different failure modes." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask behavior and OmDet-Turbo input-size mismatch are unrelated model/processor bugs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and missing gradient-checkpointing flag are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx omission and Qwen composite-config unwrapping are separate config-loading problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model and ineffective gradient checkpointing with LoRA 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": 18, + "review_unit_index": 12, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:43296|issue:44991", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:43577|issue:43708", + "issue:34634|issue:35707", + "issue:44008|issue:45823", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:43404|issue:45357", + "issue:36331|issue:42915", + "issue:43550|issue:43720", + "issue:42175|issue:46291", + "issue:36331|issue:42617", + "issue:44423|issue:45406", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43749|issue:44534", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:43322|issue:46050", + "issue:45632|issue:45684", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "ec3fbdeb19be7cc5ae3b07afc927320b57ad6d7827c527c1efc004dc21a3cb94", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38932, + "estimated_input_tokens": 9733, + "estimated_eval_tokens": 19722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed issues; the only apparent thematic overlap is a loose offloading/quantization/loading cluster, but no pair looks like the same concrete bug. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest offloading/quantization umbrella and the closest representative of the weakly related loading/offload subset, but it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Related to offloading and quantization, but one is a specific dequantized-model load failure and the other is a broad offloading complaint; not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve shape/masking-like behavior in processors, but the model families and failure modes are different." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization vs tokenization/version drift; no shared code-path or bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: tied lm_head weights vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Both are load/import failures, but they concern different subsystems and unrelated root causes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention weight/serialization correctness, but one is a generic lm_head tying issue and the other is a Qwen3.5 visual-encoder key regression." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but one is a device-map cuda assert and the other is flash-attention generation misbehavior; not enough to merge." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure vs kernels package import/version requirement; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different models and bugs: label reduction in an image processor vs missing all_tied_weights_keys on a causal LM." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are load-time failures, but one is a model loading issue and the other is a tokenizer package compatibility issue." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Both are model execution/load failures, but for different scripts and distinct causes." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-mapping cuda asserts." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Dtype propagation in BLIP-2 vs Trainer checkpoint resume/max_steps calculation; different code paths." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Voice preset handling in BarkProcessor is unrelated to generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/name collision style bugs in multimodal models, but the affected models and failure mechanics differ." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug vs version-dependent tokenization change; not the same issue." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both involve tied-weight/save behavior, but one is Mistral3 lm_head tying and the other is Qwen3.5 visual encoder keys." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer custom compute_loss signature mismatch vs Qwen3Moe FineGrainedFP8Config failure; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same bug as packed weights not being unpacked during accelerate loading." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend selection issue vs kernels import requirement; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API mismatch vs script execution failure; no shared underlying bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different processor/runtime bugs." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Quantization OOM in Transformers v5 is unrelated to T5's apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload concerns, but one is quantization offloading and the other is mmap on Strix Halo OOM; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different image-processing bugs: wrong fixed size output vs non-default resolution interpolation failure." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on batched NER inputs is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate v5 loading issues." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different failures and different models; one is SDPA/torch.compile, the other CPU-offload device mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to a version-caused tokenization change report." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are load-related model failures, but one is Qwen3Moe FP8 config and the other is offload with dequantized models." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segmentation fault loading Llava Next models and sinq quantization save/load breakage are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permissions propagation in save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading/runtime crashes, but the failures and model families differ." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is not the same as a tokenization change across versions." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map cuda assert and a script run failure are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 13, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45059", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:46291" + ], + "soft_pairs": [ + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:45081|issue:45812", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:43540|issue:43782", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:45406|issue:45464", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:44530|issue:46291", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:44514|issue:44545", + "issue:43873|issue:45704" + ], + "prepared_review_unit_hash": "b6b40840b2be0eb55877acd78cdba789c4d2c8faf2685a35965fcecff83b44b6", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35093, + "estimated_input_tokens": 8774, + "estimated_eval_tokens": 17804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous singleton issues across unrelated bugs. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template padding=False crash (issues 44514 and 44545). No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44545 is the best canonical issue because it exactly matches issue:44514 on the same Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash and has slightly stronger report context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest representative of the cluster\u2019s only true duplicate pair and is the clearest target for consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are model-parallel/dispatch failures, but they affect different models and code paths; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to failing to run 3d_parallel.py." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to kernels v0.15 requiring version/revision metadata." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a Mistral regex/backend_tokenizer crash and the other is Granite token ID mis-generation." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the kernels import/version issue." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are different model/config bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/API behavior, but one is Gemma3TextConfig mismatch and the other is GPTNeoX rotary_pct persistence." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen3 multimodal loading/processing, but they fail in different concrete paths and are not the same issue." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token post-processor updates and Granite token ID regression are different tokenizer problems." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers, different failure modes, and different task surfaces; not a duplicate." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "A BEiT image-processor label reduction bug is unrelated to glm-4v loading failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is broader and not the same as the T5Tokenizer add_special_tokens load conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are different API paths." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer decode/special-token behavior." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but bark-small device mismatch and BitNet packed-weight unpacking are different root causes." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention group-type failure is unrelated to the kernels version/revision import issue." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different models and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "These are not the same bug; one is CPU offload device placement, the other is tokenizer special-token handling." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and unwrap-text_config on composite multimodal configs are different issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and docs mentioning removed pipelines are unrelated documentation/wording issues." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated training/generation bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Label truncation in gather_for_metrics and SAM3 text/bbox behavior are different code paths." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate: same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading issues and T5 apex.FusedRMSNorm memory leak are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it identifies the one clearly duplicated pair (44514/44545) and does not overclaim about the many soft matches. The soft-edge rejections are conservative and consistent with the issue titles, and there are no PRs to consolidate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 14, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:33666", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46294" + ], + "soft_pairs": [ + "issue:42490|issue:43329", + "issue:43421|issue:43927", + "issue:41720|issue:43746", + "issue:44451|issue:44991", + "issue:44898|issue:45072", + "issue:33666|issue:35707", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:43421|issue:43653", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:45663|issue:45923", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:43525|issue:43531", + "issue:43381|issue:45704", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43540|issue:46294", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:43994|issue:44671" + ], + "prepared_review_unit_hash": "ae61d339e7d0def38040e69268c04424c96bc1f91cae7fec856bd185c32676ea", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37160, + "estimated_input_tokens": 9290, + "estimated_eval_tokens": 18836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated. The only strong duplicate-like pair is the offline tokenizer loading regression: issue 42886 and issue 44843 appear to describe the same HF_HUB_OFFLINE/cache path failure, with 44843 giving the likely root cause in _patch_mistral_regex.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 42886 is the earlier, broader report of the offline tokenizer-cache failure; issue 44843 looks like the more specific root-cause diagnosis for the same symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42886 is the best representative issue to keep because it captures the user-visible failure cleanly and predates the narrower follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems and failures: local-path import warning vs multimodal token counting bug in video processing." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is save/load preservation of custom token IDs; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated model/runtime issues: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different models and likely different root causes; not enough evidence of one bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different concrete failures: Perceiver resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Completely different topics: Qwen2-VL multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: multimodal config unwrapping vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to multimodal config unwrapping." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions in different layers: loading a specific model vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-arg construction error is unrelated to ScandiBERT model loading." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch special tokens, but one is about post-processor refresh and the other about BigBirdTokenizer mask-token registration; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation/example mistakes vs an image processor/model resolution mismatch are different issues." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is a different training-time bug than the gradient-checkpointing flag issue." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: unpacking Qwen3.5 input embeddings vs evaluate() after train()." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both report the same HF_HUB_OFFLINE tokenizer-loading regression; 44843 identifies the likely root cause in an unconditional model_info() call inside _patch_mistral_regex." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer problems: runtime special-token updates vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "RMSNorm memory leak in T5 is unrelated to Qwen3_5Moe CPU offload behavior." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset handling has no relation to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to the Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue and T5 RMSNorm memory leak are distinct failures." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention mistral-regex-related tokenizers, but one is a backend_tokenizer AttributeError and the other is a codec-handling regression with a misleading warning; not clearly the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example errors are unrelated to quantization offloading behavior." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video inputs, but one is a ValueError in Qwen3OmniMoe and the other is an apply_chat_template feature/token mismatch in Qwen3.5-9B; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different model families and bugs: Qwen3.5 num_labels propagation vs generic single-label classification degeneracy." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Weight-only loading error in Qwen3VL is unrelated to Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific inference errors: SigLIP2 pipeline misuse vs CamemBERT masked LM regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate-like pair, issue 42886 and issue 44843, is well supported by their titles as the same HF_HUB_OFFLINE tokenizer-loading regression, with 44843 plausibly describing the root cause. The rejected pairs are handled cautiously and do not overclaim duplicates from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 15, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46050" + ], + "soft_pairs": [ + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43596|issue:44220", + "issue:43720|issue:43819", + "issue:43746|issue:46050", + "issue:44077|issue:44625", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:42915|issue:43746", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:44186|issue:44898", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43950|issue:45987", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:30064|issue:36331", + "issue:44448|issue:44671", + "issue:43540|issue:45381" + ], + "prepared_review_unit_hash": "7dd7c9666aa4c0660ccfe9a55c65d4102c3331714c6a65c7f3fec963bb68cf7e", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37166, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated regression reports. Several items are in the tokenizer/config/loading area, but none of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.29, + "canonical_issue_reason": "issue:44843 is the cleanest representative of the shared tokenizer-regression theme: a concrete, reproducible from_pretrained/_patch_mistral_regex failure with broad user impact. It is still not a duplicate of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the most actionable and broadly relevant issue in the set, with a clear root-cause path and user-facing regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: tokenizer codec / mistral-regex regression vs list_repo_files revision forwarding." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated subsystems: image segmentation processing vs GenerationMixin import error." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different code paths: DeepSpeed ZeRO3/BertModel init vs fbank feature extraction." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated model-loading quantization bug vs DAC latent/STE mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading, but one is PEFT checkpoint loading and the other is sinq quantized save/load corruption." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different model/config issues: optional post_init constraint vs num_labels propagation." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs tokenizer mapping-name handling bug." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both multimodal, but different models and distinct failures (video processing vs variable name collision)." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different behaviors and code paths: missing attentions assignment vs output drift in RTDetrV2." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both dtype/compile-related, but one is SDPA torch.compile failure and the other is bf16 inference mismatch." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading with PEFT is unrelated to offloading with quantization." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image routing vs long OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Torch.compile/SDPA failure is unrelated to DAC latent decoding mismatch." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation bug vs sequence-classification loss degeneracy; different layers of the stack." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering bug vs Mamba2 cache correctness bug; not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image-resolution handling." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal failures in different models and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Smollm3 RoPE layer selection." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg duplication is not the same as loading a specific model failing." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC forward/from_latents mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper area, but distinct failures: offline model_info call vs missing backend_tokenizer attribute." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Buffer corruption on from_pretrained is unrelated to a cache-length return-type bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both config-related, but one is missing fields on trust_remote_code and the other is strict config blocking granite_speech loading." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor update bug is not the same as batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation processing failure vs custom trainer loss signature mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific v4/v5 output regressions; not one shared bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both Qwen video issues, but different models and different symptoms, so not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 16, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:39692|issue:45834", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:44186|issue:44442", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:44561|issue:45020", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:44671|issue:45701", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "2308f5d85fe9c51df0e96eddd087f43d8abbfa7ff333518e3e71a43f49bb602c", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35584, + "estimated_input_tokens": 8896, + "estimated_eval_tokens": 18048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster; it spans many unrelated tokenizer, model-loading, vision, audio, and docs regressions. I\u2019d use the broad tokenizer-regression report as the nearest representative, but most soft pairs are not true duplicates.", + "confidence": 0.54, + "canonical_issue_reason": "issue:45701 is the broadest representative: it describes version-driven tokenization changes and has multiple inbound references, which makes it the closest umbrella for the tokenizer-related subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best overall representative for the cluster\u2019s tokenizer-regression theme, though the cluster is too heterogeneous to be a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different products and failure modes: SigLIP2 doc example errors vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Unrelated bugs: Blip2 dtype handling vs Video-LLaVA missing temporal attention / weight sharing." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and code paths: Qwen3VL weight_only loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription bug is unrelated to Kosmos2.5 long-ocr index errors." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-compilation TypeError are unrelated failures." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault vs MPS histogram Int error are different subsystems and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash and FastSpeech2Conformer tokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs issue about removed pipelines; the other is a model/pipeline output correctness problem." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but they do not identify the same concrete code-path or fix." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is about added-token spacing while the other is a broader slow/fast inconsistency; not clearly the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return-type bug and return_tensors/text_kwargs precedence are unrelated API issues." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype state and AppleSilicon caching_allocator_warmup TypeError are different problems." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor-mask shape IndexError is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure and generic dtype mismatch issues are different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading/tokenizers, but they are distinct model/package regressions with different symptoms." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime error-message behavior and documentation references are related thematically, but not the same underlying bug/change." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3VL weight_only loading are unrelated model-specific bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA AMP loss crash are unrelated hardware/backend issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate attribute-access failures." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend extras installation problem is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of one prior issue is not the same as FP8 inference failing on B200." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression and general tokenization-version changes are related only at a broad tokenizer level, not the same concrete bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC from_latents STE mismatch are unrelated audio processor 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": 18, + "review_unit_index": 17, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46285" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:45003|issue:46285", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:34634|issue:36331", + "issue:44387|issue:44617", + "issue:36010|issue:43645", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:45459|issue:45803", + "issue:43526|issue:44554", + "issue:36010|issue:36331", + "issue:43454|issue:43577", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43749|issue:44291", + "issue:43257|issue:43329" + ], + "prepared_review_unit_hash": "c98eeff984d4c46577e0f928deab5b9acee59733d3b2b0a8fe1f8c8112401d16", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad Transformer-regression themes, not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.28, + "canonical_issue_reason": "If forced to pick one issue, issue:45020 is the broadest umbrella report in the set (recent-version remote_code breakage), but the cluster as a whole does not form a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45020 is the most general representative of the loading/regression theme, though it is still not a clean canonical for these mostly unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: BigBird tokenizer special-token decoding vs MXFP4 quantization/load fallback." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unrelated code paths: sys.modules access in modeling_utils vs CLIP text model structure mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Both are vision/model issues, but one is Beit label reduction and the other is RTDetr output drift." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but the underlying Qwen models and failure modes differ." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder text issue vs isolated reproduction of a separate upstream bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM load key error is not the same concrete bug as broad remote_code breakage." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Compile/template-node error vs CLIP tokenizer max_length issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token-counting bug vs auto_mappings CI break from removed configs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the torchvision dependency regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local-checkpoint loading bug vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/regression symptoms, but one is junk non-persistent buffers and the other is FSDP CPU-RAM-efficient loading." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training/eval failures with no shared concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile + SDPA failure is unrelated to MXFP4 quantization load fallback." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset problem vs Trainer compute_loss API change." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes and model paths are different." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import regression vs Jupyter custom-model initialization breakage." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures: GLM-4.7-Flash load test vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc-example errors for SigLIP2 are not the same bug as MXFP4 loading fallback." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet processor size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking bug is unrelated to OmDet input-size mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both hide errors with broad exception handling, but they are different functions and failure modes." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin is a different issue from the unexpected compute_loss keyword argument." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying bug and BLIP2 dtype loading bug are distinct." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the torchvision requirement regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat_template sampling-rate default and Whisper batch_decode behavior are separate processor bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING and init_empty_weights/_is_hf_initialized are different loading-path regressions." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the multimodal token-count video branch 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": 18, + "review_unit_index": 18, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:42490|issue:43257", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:44849|issue:45701", + "issue:44291|issue:45042", + "issue:43257|issue:43931", + "issue:43452|issue:43582", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:33357|issue:34567", + "issue:41720|issue:43540", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:38175|issue:44898" + ], + "prepared_review_unit_hash": "6de693b3d5d7aa928afdbcaa739281073ed3fa33b6807aeeea1bd6ad2da16722", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36870, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only one soft edge looks like a true duplicate around the Qwen video-input regression. The rest are distinct tokenizer, loading, vision, and DeepSpeed issues.", + "confidence": 0.81, + "canonical_issue_reason": "No single canonical issue spans this heterogeneous cluster; the only clear duplicate edge is the Qwen video-regression pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the broadest umbrella candidate, but it only loosely covers a tokenizer subset and is not a true global representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config-loading bugs: missing remote-code fields vs text_config unwrapping." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Path-trailing-slash warning and Qwen3 MoE weight conversion are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video handling, but one is token counting and the other is processor output shape." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting and perplexity on GPT-OSS are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions with different failure modes and models." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counts." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same underlying Qwen video-input regression; 43329 pinpoints the broken video branch that 44479 reports broadly." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 failure and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug is not the same as a generic tokenization regression." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and torchvision import requirements are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3 loading issues, but one is MoE conversion and the other is VL shape mismatch." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading and Apple Silicon allocator warmup are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config token-ID persistence and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained key mapping." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer behavior changed, but these are different models and mechanisms." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Mac bus error on CLIP and trainer token accounting are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cuda assert is not the same as Qwen3OmniMoe video processing." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Repository loading failure and CLIPTokenizer max length are different issues." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized-model offload failure is unrelated to tokenizer max length." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related to video inputs, but one is a processing ValueError and the other is a regression in token counting." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video regressions, but one is generic video-input failure and the other is wrong vision_position_ids." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but the failures are different and model-specific." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights argument handling are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype, but one is model loading and the other is bfloat16 inference." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the titles point to different underlying causes." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Zero-probabilities in SigLIP2 and Perceiver image-size handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as heterogeneous, avoids overclaiming a canonical representative, and only marks the Qwen video-regression pair as a duplicate-like edge. The other soft-edge rejections are cautious and consistent with the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 19, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:44737|issue:45588", + "issue:43257|issue:43696", + "issue:43404|issue:45987", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43646|issue:43749", + "issue:44913|issue:46121", + "issue:43493|issue:43994", + "issue:43906|issue:45381", + "issue:44792|issue:44964", + "issue:43749|issue:44756", + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:36010|issue:42175", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:28282|issue:29127", + "issue:43643|issue:45375", + "issue:43531|issue:44821", + "issue:43526|issue:45479", + "issue:43756|issue:45325", + "issue:44625|issue:44877" + ], + "prepared_review_unit_hash": "19501d0b7c1a0a933c931ba8c3726d110fd4368303e8710fb0afff9fcc80e33d", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35506, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of distinct Transformers bugs/regressions rather than one tight duplicate cluster. The only plausible overlaps are theme-level (loading, config, tokenizer, vision), but the concrete failure modes differ enough to reject all soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "Issue #45920 is the broadest current regression report in the set, spans multiple affected models, and has inbound references; it is the best umbrella-style issue to represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45920 has the clearest cross-model impact and enough discussion/references to serve as the most representative issue in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Both are performance/runtime bugs, but one is XLNet CPU placement and the other is flash-attention sink handling; different code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion under accelerate/deepspeed is unrelated to a CUDA OOM on GPT-oss." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "One is tied weights in Mistral3 image-text generation; the other is a cache length return-type bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Training API regressions, but they concern different hooks and arguments (`num_input_tokens_seen` vs `num_items_in_batch`)." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: duplicate `special` kwarg vs missing `backend_tokenizer` in Mistral regex patching." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Config loading with `trust_remote_code` missing fields is not the same as FSDP CPU RAM efficient loading being broken." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch RoPE/config handling, but one is silent config reload fallback while the other is a `TypeError` on JSON-loaded lists." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is HF-vs-JAX numerical discrepancy and the other is bad results through AutoModel/pipeline; not the same concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Both mention vision position ids in a broad sense, but one is an isolated reproduction of an older issue and the other is a Qwen2.5-VL video-input bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures: a failing Janus image-generation test versus inability to load Phi-4 multimodal instruct." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP loading is a framework feature regression; disabling mmap for Strix Halo is a hardware-specific OOM workaround." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` argument handling is unrelated to loading `AutoImageProcessor` from a URL." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing `GenerationMixin` and missing TensorFlow in a torch-only install are different dependency/import problems." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError and a Llama 3.2 Vision model-loading regression are distinct failure modes." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend dependency packaging is unrelated to a missing `Qwen2_5_VLForConditionalGeneration` export." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend requiring torchvision and Mistral tokenizer regex patching are separate subsystems and bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a model-loading failure for `cjvt/sleng-bert` are not the same code-path problem." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is save-pretrained key handling and the other is tokenizer ID generation." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error loading a specific model is unrelated to a float8 storage lookup TypeError." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and stale auto-mappings CI failures are unrelated maintenance issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import missing versus LayoutLMv3 box-validation messaging are completely different issues." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern missing config fields, but they refer to different mechanisms and models; not enough to treat as one bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to `AutoImageProcessor` URL loading." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Both involve labels, but one is image-processor label reduction and the other is sequence-classification loss computation." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen multimodal bugs: RoPE layer dropping vs still-image temporal position scaling." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Num-label propagation in Qwen3.5 is a different config bug from strict config blocking granite_speech 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": 18, + "review_unit_index": 20, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43582|issue:44977", + "issue:44514|issue:45381", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:43906|issue:46202", + "issue:45372|issue:46170", + "issue:30064|issue:33666", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:44936|issue:45823", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:44484|issue:44704", + "issue:38175|issue:43295", + "issue:45542|issue:46178", + "issue:44514|issue:45290", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:29159|issue:33357", + "issue:44493|issue:46050", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43531|issue:43742", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "d674f03f32151f2a37651406be263b6301e59e6ec364a45fd043a73b1ec6110d", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36678, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. I only see two likely duplicate pairs: the Qwen2_5_VL `apply_chat_template` crash with assistant tool calls and no content, and the v5 tied-weights/lm_head serialization regression. The rest are different bugs or different model-specific failures.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44514 is the clearest concrete repro for the `apply_chat_template(tokenize=True)` crash; it is more specific than 45290 and describes the exact failing path.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the best representative issue in this set because it states a concrete, actionable failure mode and matches its counterpart almost exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failure modes; no shared code-path bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but they concern unrelated models and unrelated save/load behavior." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but one is a batched chat-template crash and the other is a video vision-position-id bug; different code paths." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Training/DeepSpeed weight-shape error is unrelated to LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure is unrelated to trainer evaluate-after-train behavior." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights serialization problem: `lm_head.weight`/tied weights being saved inconsistently, especially across model/device setups." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but one is gguf_file handling and the other is an offline-mode regression in `_patch_mistral_regex`." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "`43906` is only an isolated reproduction reference; the Gemma pipeline roundtrip issue is a different bug." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import failure due to `mistral_common` is unrelated to Windows/ROCm torch.distributed dependency errors." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but they describe different failures and different affected models." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure is unrelated to Gemma4 device_map forward mismatch." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer implementations and different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to AutoProcessor kwarg forwarding." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP zero-probabilities and processor/tokenizer regression are different issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend handling, but tensorboard-without-TF and tensorflow_text backend mapping are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": true, + "reason": "These appear to be the same crash: `apply_chat_template(tokenize=True)` failing on assistant tool-call messages with no content." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token problems, but they affect different models and different token types." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output differences are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency and MacOS bus-error CLIP loading are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and quantized save/load breakage are different failure modes." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode regression in Mistral regex patching is unrelated to EMBEDDIA tokenizer loading failure." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is compiled-forward chunked generation and the other is Qwen3.5 recurrent-state reset; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM-125M load key errors." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBirdTokenizer is unrelated to DiaConfig custom token ID persistence." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet and the non-matches are handled conservatively. The two accepted soft pairs are plausibly the same bugs from their titles alone: the Qwen2_5_VL chat-template crash and the v5 tied-weights serialization regression. No obvious overstatement beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 21, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45357", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:41720|issue:43906", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:44977|issue:46209", + "issue:43643|issue:44561", + "issue:32090|issue:34567", + "issue:43577|issue:45588", + "issue:28282|issue:35141", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:43720", + "issue:45491|issue:46002", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43504|issue:44610", + "issue:41720|issue:44464", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:45823|issue:46050", + "issue:28282|issue:32090", + "issue:44849|issue:46209", + "issue:43262|issue:43295", + "issue:43452|issue:44451", + "issue:28282|issue:33357", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43994|issue:46192", + "issue:33666|issue:36331", + "issue:43756|issue:44913", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "e7d75091b525885b3c8d4f023c1a67852b9b3b3b629ccb67c791e5962d88b0e7", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38331, + "estimated_input_tokens": 9583, + "estimated_eval_tokens": 19422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated models, configs, trainer behavior, loading/serialization, and device/runtime failures. None of the soft pairs look like the same underlying bug or change, so I would not deduplicate any of them.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue exists; the set is too diverse and the soft pairs are only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because each report targets a different code path or model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Both mention Qwen-related context, but one is a CUDA assert under auto device mapping and the other is an isolated reproduction of a different issue." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different models and failures: Bamba torch.compile/SDPA versus DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "These are unrelated bugs in different areas: Bamba compiled attention versus MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug and FP8 inference failure on B200 are different code paths and hardware-specific issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote models." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and TrainerState.num_input_tokens_seen not updating are distinct trainer bugs." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype initialization and flash_attention.py crashing on s_aux=None are unrelated failures." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch ImportError and embedding reinitialization after resize are completely different issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained-loading legacy-field bug is unrelated to Bamba torch.compile SDPA behavior." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same as Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading in Beit and BitNet packed-weight loading during accelerate are different model-loading bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 mixed-length NaNs and classification-head NaNs after checkout/init are different symptoms with different likely causes." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet processor/model image-size mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert with auto device mapping and chunked generation inconsistency are different failures in different execution modes." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor-from-URL loading are separate loading paths with different breakages." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-adjacent, but auxiliary-loss normalization and DeepSeekV3MoE divergence are not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch and sinq quantization persistence failure are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "AutoModel missing PyTorch ImportError is unrelated to Trainer _gpu_broadcast_one receiving NoneType." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 inference on B200 are different model/runtime issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image handling regression are unrelated processor bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage and inability to load ScandiBERT are different model/loading failures." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing ImportError and MacOS bus error on CLIP are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig custom-token-ID persistence are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are different API bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature change are unrelated trainer/model issues." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and GPTNeoXConfig rotary_pct reload behavior are different configuration/architecture bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but for different models and different fields; not the same underlying defect." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug and incorrect visual-encoder key serialization are different Qwen3.5 issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation-example errors for SigLIP2 and HF-vs-JAX implementation discrepancy are related only by model family, 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": 18, + "review_unit_index": 22, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:43577|issue:44554", + "issue:44479|issue:44625", + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:43688|issue:45704", + "issue:44493|issue:46285", + "issue:43756|issue:45083", + "issue:43334|issue:43572", + "issue:43646|issue:44466", + "issue:43493|issue:43844", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:43334|issue:45759", + "issue:45229|issue:45823", + "issue:44589|issue:45520", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43278|issue:43844", + "issue:43572|issue:44291", + "issue:44625|issue:45759", + "issue:43257|issue:43299", + "issue:43575|issue:45405", + "issue:43688|issue:45701", + "issue:43606|issue:44112", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "d0f3a660d73f4f9670cbe6474209ebe9825b4a10cddd95555c0d974ace9fdf15", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36898, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers bug reports; none of the soft pairs look like the same underlying issue closely enough to merge. I\u2019d keep the Granite tokenization regression as the clearest representative issue in this set.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45812 is the most broadly scoped, high-impact regression report here: it is user-facing, affects all Granite models, and is clearly described as a silent v4\u2192v5 break.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue to anchor the cluster because it is concrete, severe, and broadly applicable compared with the more niche or model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a Phi-4 multimodal load failure; the other is a packaging/version constraint problem for PEFT. Different bugs and different code paths." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Embedding dtype drift in Blip2 versus an MPS attention correctness issue. No shared failure mechanism." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models versus num_labels propagation in Qwen3.5 configs. Related area, but not the same defect." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug versus FSDP CPU RAM efficient loading breakage. Distinct training/runtime problems." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer special-token handling for one model is not the same as the Granite-wide token ID regression." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Qwen3.5 flash-attention generation issues are different failures." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids default for text-only fine-tuning versus CUDA OOM in multi-GPU inference." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading cjvt/sleng-bert is a model-specific break; HF_HUB_OFFLINE regression is a hub/network-path bug." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 versus a processor.tokenizer API regression. Not the same code-path." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary loss normalization in MoE models is unrelated to T5 accidentally using apex.FusedRMSNorm." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key warnings and CLIP text-model structure drift are different API/serialization issues." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE layer omission and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve config fields, but one is Qwen3-VL pad_token_id loading and the other is StableLm pad_token_idx after a 5.0 update." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same as device-dependent lm_head.weight serialization." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch versus a ZeRO-3 gradient growth issue; different subsystems and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL import and float8 storage lookup failure are unrelated import/runtime errors." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are clearly different." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config loading, but one is a missing pad_token_id attribute and the other is from_config failing to unwrap text_config." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM in Gemma4 multi-GPU inference is not the same as a device mismatch in PLE forward with device_map=auto." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage deserialization failure and flash_attn KeyError on Python 3.13 are separate import/runtime compatibility bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are unrelated tokenizer/config issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field in Beit model loading versus CPU offload device mismatch in bark-small are different model-specific problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype change between train/eval is not the same bug as abnormal gradients under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 configs and text_config unwrapping in multimodal configs are adjacent but distinct changes." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weights not converting under accelerate/deepspeed is not the same as Qwen3VL MoE loading breaking in dev." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on a Qwen2 model and a PEFT version bump issue have no shared code-path." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models and a general tokenization-change report are not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is separate from a stale CI test in GraniteSpeech." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Pretrained Beit loading with a legacy field and BigBirdTokenizer special-token registration 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": 18, + "review_unit_index": 23, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192" + ], + "soft_pairs": [ + "issue:44792|issue:45405", + "issue:44423|issue:44734", + "issue:44464|issue:45584", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:43688|issue:43873", + "issue:44554|issue:45446", + "issue:44521|issue:45290", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43873|issue:46050", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43278|issue:43701", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:28218|issue:33357", + "issue:45823|issue:46192", + "issue:43493|issue:43701", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:43572|issue:44987" + ], + "prepared_review_unit_hash": "a023d86fc36f61d3806e12e01a102ae42f37c90b4c371a032d7f044aa86bd07d", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (tokenizer, serve, Gemma, etc.) but do not describe the same underlying bug or change. I rejected all proposed edges.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated defects, and none of the soft pairs look like true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; there isn't a single underlying problem tying these issues together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure vs unreleased PEFT version bump; unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both touch serve, but one is a multimodal .to() crash and the other is KV-cache indexing; different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked compiled generation vs Whisper empty-transcription handling; different code paths." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention aux None crash vs quantized save/load regression; unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures vs MLflow failure-reporting bug; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output quality issue vs unexpected position-id key; not the same defect." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation vs Phi-4 multimodal loading failure; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing bug vs TrainerState token counter not updating; different areas." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs Trainer broadcast NoneType error; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization vs quantization offloading; different problems." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug vs flex_attention version check; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks vs tool-call/no-content crash in chat templating; distinct bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compile error vs flash_attn import key error on Python 3.13; unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export issue vs SigLIP2 zero probabilities; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing failure vs Gemma4 token-type-id defaulting; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading bug vs sinq save/load corruption; not the same issue." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Text-only fine-tuning token-id default vs device_map forward mismatch; unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatch vs Wav2Vec2 save_pretrained/tokenization failure; different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change on evaluate vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs Qwen3.5 output_hidden_states bug; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER padding crash vs return_tensors being ignored; different tokenizer issues." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve vs rope param conversion TypeError; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Added-token spacing bug vs CLIP bus error on macOS; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch vs return_tensors/text_kwargs behavior; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy vs checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression vs batched video-shape bug; different failures." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression vs OmDet-Turbo 640px/224px mismatch; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs loading physical-intelligence/fast failure; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 24, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44561", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45759", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285" + ], + "soft_pairs": [ + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43295|issue:43873", + "issue:43572|issue:43957", + "issue:43950|issue:46285", + "issue:45381|issue:46209", + "issue:44898|issue:45412", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:37428|issue:43957", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:42490|issue:43696", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:44442|issue:45198", + "issue:42915|issue:43824", + "issue:43975|issue:45520", + "issue:43295|issue:43493", + "issue:38175|issue:45412", + "issue:37428|issue:43824", + "issue:43262|issue:43450", + "issue:44561|issue:46234", + "issue:45759|issue:46285", + "issue:44514|issue:44521", + "issue:45520|issue:46170" + ], + "prepared_review_unit_hash": "f3f4333c3072b2be8eb996319fab9ad96d6585fc17f90fda77a36880fb298738", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37419, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers bug reports; the closest subthemes are multimodal/chat-template regressions, config-attribute load failures, and tokenizer/import issues, but the soft pairs are still too different to merge.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 44521 is the broadest and most central-looking report in the multimodal processor/chat-template subset, which is the closest recurring theme in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the best representative issue because it is active, broadly phrased, and centered on a shared multimodal `apply_chat_template` code path rather than a very model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation/example errors and a `return_tensors`/`text_kwargs` behavior bug are different problems in different code paths." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression and quantization/offloading behavior are distinct issues." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is not the same as meta-device model loading failures." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained()` and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are different model/runtime problems." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and ZeRO-3 gradient growth are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights and LoRA merge collapse with extended vocabulary are related by theme but not the same concrete change or code path." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type defaults and Qwen2.5-VL temporal position scaling are separate multimodal issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video-shape handling and tensor-parallel OOM during model load are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "`flash_attn` import-key handling on Python 3.13 and a tensorflow_text backend mapping error are different import bugs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-attention helper import and meta-device model loading breakage do not share the same underlying fix." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they affect different config classes/model families and do not clearly indicate one shared bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "A missing Qwen2.5-VL export and a DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss OOM are different classes of failure." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift and Qwen3 MoE memory inefficiency are separate training/runtime issues." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and ignored `return_tensors` are unrelated processor behaviors." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other an HF-vs-JAX discrepancy; not enough evidence they are the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird tokenizer special-token registration and GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are different tokenizer issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek detokenization regression and `flash_attn` import-key failure are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom model processor.tokenizer regression and SigLIP2 implementation discrepancy are not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probabilities and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Importing `_flash_supports_window_size` and importing Qwen2_5_VLForConditionalGeneration are different missing-symbol problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape handling are unrelated processor bugs." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of `is_torch_fx_available` and missing `is_falcon_mamba_ssm_available` are different missing-utility regressions." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping in `from_config` and CLIP text-model structural inconsistency are not the same fix." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are about `apply_chat_template` on multimodal inputs, but one is a batched-input crash and the other produces zero assistant masks; the concrete failure modes differ too much to merge." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "`flash_attn` import handling and Windows/ROCm torch.distributed dependency issues are unrelated import problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 25, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43335|issue:43550", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:44792|issue:45563", + "issue:45127|issue:45245", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:43611|issue:43931", + "issue:45290|issue:45381", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44206|issue:45823", + "issue:37428|issue:44351", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:43335|issue:45083", + "issue:45310|issue:45478", + "issue:43388|issue:43526", + "issue:39692|issue:44493" + ], + "prepared_review_unit_hash": "01d532bf2363c47fb5a131c171f12558d469f0a5484391f7a89993670a7d0d72", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bug reports. The only clear duplicate pair is the Qwen3.5 Moe `from_pretrained` regression; the rest are different code paths or different models/features.", + "confidence": 0.94, + "canonical_issue_reason": "Pick issue:45310 as the canonical issue for the Qwen3.5 Moe `from_pretrained` regression: it is the earlier, fuller report and issue:45478 is a near-exact duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative only for the duplicate Qwen3.5 Moe bug; otherwise this cluster is not a single coherent issue family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs FP8 inference on B200. Same hardware theme, but not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different models and code paths: OmDet processor size mismatch vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/pipeline behavior, but one is v5 pipeline removal guidance and the other is TextClassificationPipeline `return_all_scores` docs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC STE mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression is unrelated to Whisper empty transcription generation failure." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config sparse-layer construction and Bamba torch.compile SDPA failure are different model bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetrImageLoss AMP crash is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are version/import compatibility reports, but one is a missing flash-attention symbol and the other is a Torch 2.10 compatibility issue." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and paged-generate stale warning are different failures with different triggers." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to the category-count limit error." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences are unrelated to Qwen3 modular recurrent-state reset logic." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 `mm_token_type_ids` defaulting issue is unrelated to flash_attention sink-less `s_aux=None` crash." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and BigBirdTokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "General `base_model_prefix` loading breakage is unrelated to Qwen3-VL-30B-A3B-Instruct weight-shape mismatch." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash is unrelated to qwen2.5-vl video `vision_position_ids` issue." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `torch.jit.script` import failure is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to GraniteSpeech CI device-override test state." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch is unrelated to unexpected position-id keys across models." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash is unrelated to Gemma4 PLE device-mismatch forward failure." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: `_flash_supports_window_size` vs `HybridCache`." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to Trainer `_gpu_broadcast_one` NoneType errors." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Beit pretrained preset legacy-field loading." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash attention `s_aux=None` crash is unrelated to Qwen3_5Moe text rotary embedding CPU offload compatibility." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch in eval is unrelated to the pipeline translation-support error message regression." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling is unrelated to missing `is_falcon_mamba_ssm_available` import helper." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch is unrelated to BeitImageProcessorFast `reduce_labels` returning one label." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and qwen3_omni_moe feature-length helper bug are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: identical Qwen3.5 Moe `from_pretrained` failure on transformers>=5.4.0; 45478 is a duplicate of 45310." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "`gather_for_metrics` tuple-label truncation is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/quantization example errors are unrelated to unexpected position-id keys." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are conservative and grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and matching regression scope. The rest of the rejections are reasonable distinctions based on different models, code paths, or failure modes, and the summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 26, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43854", + "issue:43927", + "issue:44112", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:28218|issue:35141", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:43927|issue:45698", + "issue:42490|issue:43575", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:44857|issue:45588", + "issue:45372|issue:45588", + "issue:43746|issue:46209", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43278|issue:43381", + "issue:43611|issue:46285", + "issue:45588|issue:45823" + ], + "prepared_review_unit_hash": "44b79b326a0a7a0dfae1253b820405d02b53643270f237f5420a7a0a8d2aab65", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37451, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with a loose theme around v5-era tokenizer/loading regressions. None of the soft pairs are close enough to treat as the same underlying bug/change. The broadest representative issue is the multi-model tokenizer regression report.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue here: it aggregates a v5 tokenizer regression across multiple model families, which matches the cluster\u2019s main recurring theme better than the narrower single-model reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue to anchor the cluster because it is broad, current, and captures the dominant tokenizer-regression pattern seen across several related items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Different bug classes: tokenizer spacing after added tokens vs embedding reinitialization after resize; unrelated code paths." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading failure and a stale CI device-override test are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and failure modes; not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Config-layer construction bug vs GraniteSpeech CI test failure; no shared underlying defect." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse layer creation and missing auxiliary losses are unrelated model behaviors." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning and GLM-4.7-Flash loading failure are different issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and AMP float16 loss crash are different runtime problems." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across many models vs silently ignored return_tensors handling; related area, but not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms and code paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation issue vs trust_remote_code breakage from removed utility; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different crashes in different models and dtype regimes; not mergeable as one fix." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; unrelated failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and behaviors: Pegasus output drift vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading breakage for Llama vision vs embedding reinit after resize; separate defects." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a feature-length helper bug are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 error messaging vs Trainer GPU broadcast type error; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs feature-length helper behavior in Qwen3 Omni MoE." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is config token IDs and the other is wrong custom module resolution; different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset failure and BEiT label reduction bug are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output embedding reinitialization are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression do not share the same code path." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug and a stale num_return_sequences warning are distinct issues." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention-related crashes with different triggers and models." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure and sink-less flash_attention AttributeError are separate bugs." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT adapter local-checkpoint load failure and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/import support issue vs flash_attention sink-less crash are different problems." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and bare-except swallowing errors in Fuyu are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift and eval-mode gradient checkpointing restriction are different concerns." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model-loading structure changes, but they target different classes and concrete breakages; too broad to merge." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 PLE device mismatch are different runtime 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": 18, + "review_unit_index": 27, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44734", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45563", + "issue:45712", + "issue:46121" + ], + "soft_pairs": [ + "issue:44448|issue:44466", + "issue:36010|issue:37428", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:44186|issue:45198", + "issue:45459|issue:45712", + "issue:43065|issue:45412", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:43976|issue:45440", + "issue:43994|issue:45412", + "issue:43278|issue:43575", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:10000|issue:15354", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "733a89599c1ec8d6fef3b551d36a480cef3746312423f7d381532a03f7314d81", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35040, + "estimated_input_tokens": 8760, + "estimated_eval_tokens": 17776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like unrelated bugs or regressions rather than true duplicates. The cluster is heterogeneous, so there is no single safe canonical duplicate target; no PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span unrelated subsystems and failure modes (tokenizers, generation, export, vision, training, quantization, docs).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the clearest standalone bug in the set: it names a specific loader regression, has a concrete failure mode, and is broadly user-facing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: one is generation output changes between v4/v5, the other is serialization of lm_head.weight/tied weights." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different modules with different fixes." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug vs Trainer NoneType broadcast error; unrelated code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration vs Qwen recurrent-state reset with cache; not the same issue." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count RuntimeError and stale warning text are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/batching crash vs Wav2Vec2 save/tokenization failure; different models and failures." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "One hides tokenizer errors without protobuf; the other is leftover dummy classes leaking into API surfaces." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy conv in Sam3PixelDecoder vs RT-DETR memory not released; no shared root cause." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression vs rope validation type handling; separate areas." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model vs SigLIP2 doc example errors; different problems." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "eos_token_id mismatch is unrelated to flash-attention generation regression." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs TrainerState counter not updating; not duplicates." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor loading ImportError vs hidden tokenizer errors behind protobuf guard; distinct bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression vs video-input regression for Qwen variants; different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs void segmentation map processing; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; separate quantization issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression vs DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs vs RT-DETR memory leak; different subsystems." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "dtype change during evaluate vs tensor-parallel OOM; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure on torch_compilable_check vs Wav2Vec2 save/tokenization failure; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but different concrete faults." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue vs GeneratorExp unsupported in torch.jit.script; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning with trailing slash vs quantization offloading not working; distinct loading issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization behavior vs Gemma4 multi-GPU OOM; different causes and fixes." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing crash in serve vs Gemma4Processor missing _tokenizer; unrelated runtime 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": 18, + "review_unit_index": 28, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44554", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:44610|issue:45412", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:43278|issue:43329", + "issue:45372|issue:45406", + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43723|issue:44554", + "issue:43761|issue:45859", + "issue:45440|issue:45593", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:29127|issue:35141", + "issue:43646|issue:44077", + "issue:44743|issue:44811" + ], + "prepared_review_unit_hash": "077c0a957c6436a70d041ed7eec27048cbcc43c21d6fc74199282f069afc89b8", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36178, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated bug reports across different models, loaders, and runtime paths; the soft-similarity links look superficial, so every candidate edge should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate emerges from this set; if forced to anchor the cluster, issue:43526 is the most repeated and narrowly scoped report, but it is not the same bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43526 is the safest representative only because it appears in multiple soft-similarity candidates, but the overall set is too heterogeneous to treat as one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different subsystems: runtime tokenizer post-processor updates vs Gemma3 sliding-window NaNs on mixed-length GPU batches." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated failures: gradient-checkpointing behavior in eval mode vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs: BigBird special-token registration vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and symptoms: a dummy Conv2d in Sam3PixelDecoder vs bad SigLIP2 inference outputs." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch is unrelated to RT-DETR memory not being released after deletion." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different failure modes and models: Qwen3 auto-device-map cuda assert vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to the MacOS bus error on a CLIP community model." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both involve model parity, but they are different architectures and concrete bugs: Smollm3 RoPE-layer truncation vs DeepseekV3MoE divergence." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different code paths: dtype drift between train/eval embedding layers vs undefined video multimodal token helpers." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 issues, but not the same bug: missing ReasoningEffort import vs missing _tokenizer attribute in serve." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as the GenerationMixin import breakage." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression and MPS attention correctness bug are different issues." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeek MoE implementation divergence is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing crash is unrelated to the Gemma4 ReasoningEffort import problem." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors and failure modes: BeitImageProcessorFast label handling vs LayoutLMv2Tokenizer NER/padding crashes." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Model load OOM is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning on trailing-slash local paths is unrelated to gradient checkpointing in eval mode." + }, + { + "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 reservation." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label reduction in BEiT image processing is unrelated to LwDetrImageLoss AMP/CUDA crashes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding-window behavior are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to the categories-cardinality runtime error." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import failure is not the same as a general dependency issue with transformers." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure and dtype mismatches in inference are different problems." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General Transformers 5.0 custom-init breakage is not the same as the patchtsmixer post_init policy issue." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling 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": 18, + "review_unit_index": 29, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:42175", + "issue:42907", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46234" + ], + "soft_pairs": [ + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:44977|issue:45584", + "issue:43452|issue:45588", + "issue:33357|issue:38175", + "issue:44062|issue:45907", + "issue:44464|issue:45491", + "issue:28218|issue:32090", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:43381|issue:43873", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:43720|issue:44442", + "issue:44442|issue:45803", + "issue:44479|issue:45290", + "issue:34689|issue:36010", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:42175|issue:46234", + "issue:43550|issue:44743", + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:43761|issue:44188" + ], + "prepared_review_unit_hash": "fcef9c61ab0b0c881e56dddf0c4a6e31e14e30239edacf5d49ce0dfeb6a7afc5", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the issues span unrelated regressions and feature bugs across tokenization, model loading, quantization, training, audio, docs, and backend utilities. All soft links look like superficial thematic similarity rather than the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs shape-mismatch loading for Qwen3-VL-30B; not the same code path." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate bug vs LasrFeatureExtractor unsupported-center crash; unrelated components." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue vs Whisper empty-transcription after special-token alignment; distinct model paths." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading breakage vs flash_attention sink-less s_aux=None crash; different subsystems and failure modes." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "MacOS bus error on CLIP load vs SigLIP2 zero probabilities; both vision-related but not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict vs list_repo_files revision forwarding in CI; no overlap in code path." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window attention; different model/bug mechanisms." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-token spacing issue vs Trainer NoneType GPU broadcast error; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM vs num_input_tokens_seen not updating; not the same defect." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer load failure vs Perceiver non-default-resolution interpolation failure; separate tokenizer vs vision-model bugs." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs offloading with quantization; different behaviors and fixes." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Llama4Config missing pad_token_id; both config issues but not the same field/problem." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading regression vs DeepseekV3MoE divergence from remote implementation; distinct model families and causes." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 Vision model loading breakage vs base_model_prefix loading regression; both load-time issues but different attributes and paths." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs DeepSpeed AdaFactor OOM; not related beyond training context." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight unpacking bug during accelerate loading vs tokenizer load failure for FastSpeech2Conformer; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs FuyuBatchFeature bare-except error handling; different files and behavior." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs chat-template crash on tool-call assistant messages; different features." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision loading regression vs GenerationMixin import error; both import/load related but not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 save_pretrained regression; one is load-time, the other save-time." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs docs still referencing removed pipeline(); one is model math, the other documentation." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Torch-only install missing tensorflow backend vs missing import_utils symbol; packaging/backend availability mismatch, not duplicate." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Bamba torch.compile SDPA failure vs Qwen3.5 recurrent states reset with cache; different model internals." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading issue vs Gemma-3 eos_token_id config mismatch; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs from_pretrained loading wrong custom module after save_pretrained; both save/load related but different failure points." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields in AutoConfig return vs GPTNeoX rotary_pct not persisting on reload; separate config serialization bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs; different config shapes." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states=None regression vs diverging attention kernels under torch.compile; unrelated 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": 18, + "review_unit_index": 30, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:45137", + "issue:45290", + "issue:45479", + "issue:45584", + "issue:45656", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:45290|issue:46209", + "issue:44855|issue:45137", + "issue:33290|issue:34689", + "issue:44190|issue:44496", + "issue:44568|issue:45479", + "issue:44077|issue:44479", + "issue:43650|issue:46202", + "issue:44987|issue:46178", + "issue:29127|issue:33357", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:33290|issue:35141", + "issue:43316|issue:43716", + "issue:43540|issue:44514", + "issue:33290|issue:45656", + "issue:43316|issue:44877", + "issue:44871|issue:45584", + "issue:44162|issue:44792", + "issue:43295|issue:44871", + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:43065|issue:44617", + "issue:41950|issue:43475" + ], + "prepared_review_unit_hash": "be7ed8666cbb3e378a68d7f761804b61d46346cf0309232150a0071b7342e00a", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35139, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: the soft pairs span unrelated bugs across pipelines, tokenizers, model loading, DeepSpeed, and vision/video models. I found no true duplicate pair, so none of the soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43825 is the broadest user-facing regression in the set and has inbound references, so it is the least-bad anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43825 is the most central and broadly applicable issue here; the rest are mostly unrelated regressions or model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: chat-template/tool-call crash vs FP8 inference failure on B200." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM vs model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading issue vs unrecognized model/config loading error." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior vs degenerate zero-loss classification bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init policy in patchtsmixer vs video-input regression for Qwen variants." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No clear technical overlap; one is a vague report, the other is a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model vs backend-mapping error for tensorflow_text." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs MacOS bus error in CLIP model loading." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug vs missing PyTorch import dependency." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression vs pipeline translation-task support message regression." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py failure vs tensor-parallel OOM on Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; unrelated code paths." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when loading a large Qwen model vs key error loading MobileLLM." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed optimizer OOM vs embedding reinitialization in post_init." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError vs batched apply_chat_template padding crash." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed vs optimizer.step being invoked twice." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency vs strict config loading for granite_speech." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage vs janus image-generation test failure." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression vs Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight-tying bug vs FlashAttention failure in Ministral-3." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing interrupts vs Windows/ROCm import dependency problem." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup vs missing fpn_position_embeddings attribute in Sam3 video output." + } + ] + }, + "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": 18, + "review_unit_index": 31, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43335", + "issue:43388", + "issue:43452", + "issue:43504", + "issue:43572", + "issue:43644", + "issue:43646", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:45987", + "issue:46050", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43232|issue:43388", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44077|issue:44534", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44479|issue:44734", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:45803|issue:45987", + "issue:43931|issue:44060", + "issue:35141|issue:42490", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43335|issue:44855" + ], + "prepared_review_unit_hash": "e1020ca648dc82dded9b760742c9f84509ab2376fc6a74411f8fd5fc0ff21c95", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose semantic cluster of unrelated Transformers issues. None of the soft pairs look like true duplicates or the same code-path fix; they span different models, loading bugs, generation bugs, and docs/backends issues.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43646 is the broadest and most central report: a v5 regression in custom model initialization/post-init behavior. It is representative of the cluster\u2019s general loading/initialization theme better than the more model-specific or symptom-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it describes a general, actionable regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: one is about custom model initialization/post_init, the other about GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model config/loading, but the failures are different: eos_token_id inconsistency vs quantized model save/load breakage." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading failures, but one is gguf_file/AutoTokenizer handling and the other is an unrecognized model_type config issue." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and root causes: LoRA/extended vocabulary collapse vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Distinct regressions in different models and code paths: CLIPVision hidden_states vs Qwen VL video-input handling." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated issues: StableLmConfig pad_token_idx vs missing tensorflow_text backend mapping." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different generation/metrics subsystems and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both touch model loading, but one is a legacy preset field in BEiT and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Separate import/backend problems: tensorboard-without-TF backend selection vs a missing utility function." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both mention init-related behavior, but one is an optional post_init API rule and the other is a non-persistent buffer initialization regression." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Different cache bugs in different components: missing GenerationMixin cache in chunked prefill vs recurrent states resetting in modular_qwen3_5." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Completely different issues: hidden_states return value vs MoE load-balancing loss omission." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model/runtime failures: janus image-generation test vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated symptoms: Sam3Video OOM vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are v5 regressions, but one is junk-filled non-persistent buffers and the other is a config field not surviving reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different areas entirely: dataset loading script vs Phi-4 multimodal model loading." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: janus test case vs broken auto_mappings reference to removed configs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: video-input regression in VL models vs KV-cache continuation bug in serve responses." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Distinct problems: Python 3.13 import parsing/IndentationError vs flash-attention crash on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs leftover pipeline references are not the same as a runtime model-quality regression." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "No common underlying bug: Qwen3 auto device mapping CUDA assert vs category-count limit error." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different model-specific bugs: a dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo preprocessing/model-size mismatch." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to StaticCache returning a tensor-shaped length." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3-related issues: weight shape mismatch on load vs a tied-weights warning linking the wrong tensors." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different loading/embedding issues: output embedding reinit after resize vs path-with-trailing-slash import warning." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both involve v5/config behavior, but they are separate bugs with different symptoms and fixes." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Different failures and environments: version compatibility issue vs a Python 3.13 import parser error." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "No overlap in root cause: SwitchTransformers sparse-layer creation vs DebertaV2 import failure on Python 3.13." + } + ] + }, + "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": 18, + "review_unit_index": 32, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43650", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44877", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234" + ], + "soft_pairs": [ + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:46082|issue:46121", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:44938|issue:45542", + "issue:45245|issue:45584", + "issue:43650|issue:44220", + "issue:44464|issue:45563", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:44246|issue:45003", + "issue:43404|issue:45216", + "issue:44683|issue:45446", + "issue:44933|issue:45362", + "issue:38175|issue:43065" + ], + "prepared_review_unit_hash": "6ce56a2caedba91e65bfe153420e106d0d88d3cf460486193343136a50f17248", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34914, + "estimated_input_tokens": 8729, + "estimated_eval_tokens": 17714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster looks heterogeneous: these are mostly unrelated issues across different models, APIs, and failure modes. I found no soft-edge pair that is safe to merge as a duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "No true duplicate stand-out here; if forced to pick one representative, issue:44521 is the most active/open report with the most follow-up and a concrete reproducible bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest anchor for the set because it has the most discussion/inbound references and a clearly described multimodal failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems and symptoms: SDPA/torch.compile on Bamba vs local dataset loading in an image-classification example." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code local models is unrelated to a missing utility export in import_utils." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but one is about invalid optional post_init in patchtsmixer and the other about strict loading of granite_speech config." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are different code paths and bugs." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json lookup behavior is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab and incorrect visual encoder save keys are separate checkpoint/model-state issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen issues, but assistant mask generation and vision_position_ids are different failures in different paths." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config layer creation is unrelated to the image-classification dataset-loading example failure." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU tensor construction in XLNet has nothing to do with Fuyu's broad exception handling in tensor conversion." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both touch CI around speech models, but one is a stale GraniteSpeech device test and the other is a broken auto_mappings reference." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label empty results in run_classification.py is a different example-script bug than loading a local image dataset." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize wiring and Whisper empty transcription handling are unrelated model-specific bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct config-validation problems." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression with images is unrelated to Gemma4 embedding/output tensor resizing." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Qwen3_5MoeVision strict-field dropping are different configuration bugs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend handling are not the same issue." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality overflow is unrelated to Whisper's empty-transcription generation bug." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue text and fbank feature extraction error are clearly unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency and a stale warning for num_return_sequences are different generation bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a Qwen2.5-VL submodule import and the other is a top-level AutoImageProcessor import problem." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and serve KV-cache continuation indexing are unrelated failure modes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing and unsafe sys.modules access are related to import behavior but not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "lm_head tying in Mistral3 and incorrect Qwen3.5 checkpoint saving are separate weight-sharing/save_pretrained issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a compiled failure on torch>=2.9 and the other is a bad PyTorch version check for AuxRequest import." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils export and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are completely different model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 33, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44964", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45335", + "issue:45372", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:45563|issue:45584", + "issue:44734|issue:45632", + "issue:36246|issue:38617", + "issue:44561|issue:45632", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:41950|issue:44016", + "issue:43441|issue:45588", + "issue:43388|issue:43688", + "issue:43673|issue:44336", + "issue:44075|issue:44368", + "issue:42175|issue:44279", + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:45372|issue:46234", + "issue:43650|issue:46209", + "issue:32090|issue:35141", + "issue:43479|issue:43525", + "issue:44242|issue:45200" + ], + "prepared_review_unit_hash": "7b8348485c8b3299f0093c4daec922209f5593c899eeb550e48ae89cc17635c6", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36954, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose thematic grouping of unrelated loading/import/model-behavior bugs, not a true duplicate set. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44964 is the most concrete, user-facing loading regression here and the closest thing to a representative anchor, but the cluster is too heterogeneous to treat it as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/model-loading failures, but they have different root causes: missing fields with trust_remote_code vs unrecognized model/config model_type." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a Phi-4 multimodal model load failure; the other is a CI break from stale auto_mappings references to removed configs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failure modes; this is not the same load bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI device-override flake is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but they are different code paths and symptoms: stale warning vs empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache-path collision." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they are for different missing symbols and different subsystems." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to cache-path collisions for local models." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions: processor/tokenizer access and image passing vs resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but different concrete problems: save/dequantization vs FlashAttention load/inference failure." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A processor label-reduction bug is unrelated to a docs/behavior mismatch for return_all_scores." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend torchvision dependency are different bugs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model-specific compatibility issue and the other is an AttributeError on s_aux=None in a different code path." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval bugs: gather_for_metrics truncation vs auxiliary-loss normalization." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache handling is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments being ignored is unrelated to a tie_word_embeddings warning in LoRA fine-tuning." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package extra dependency omission is not the same as a general dependency issue." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related, but one is a model-loading regression and the other is a save_pretrained checkpoint regression." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline option is unrelated to model config loading failure." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss suppression." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to _torch_extract_fbank_features." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings not propagating is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Different missing imports in different libraries/modules; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/spam issue and FP8 inference failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and embedding reinitialization after resize_token_embeddings are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different missing/default fields." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and mm_token_type_ids defaulting are unrelated MoE/multimodal 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": 18, + "review_unit_index": 34, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44279", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44933", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:43824|issue:44933", + "issue:43295|issue:44779", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:39692|issue:43901", + "issue:44279|issue:45405", + "issue:44016|issue:44062", + "issue:41950|issue:45823", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:44683|issue:45542", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:45600|issue:45712", + "issue:44623|issue:44749" + ], + "prepared_review_unit_hash": "3207af5ba69d38d1f263e67c3edc1f06db59969e1eb590bac49f649c3bdde4f5", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36347, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "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 regression reports (tokenizers, processors, model loading/saving, imports, docs, and a few performance/CI issues). I did not find any soft pair that clearly describes the same concrete bug/change, so no merges are justified.", + "confidence": 0.29, + "canonical_issue_reason": "issue:44462 is the best broad anchor here: it targets the core AutoTokenizer load path and describes a clear regression that could plausibly underlie several nearby tokenizer-related complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone report: it describes a silent, model-wide token-ID regression affecting all Granite models, which is high impact and well-scoped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model serialization/dtype behavior, but they affect different models and different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated bugs: SigLIP probabilities vs Sam3Video OOM." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen issues: model loading failure vs incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they appear model-specific and not the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import problems, but they concern different symbols and code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer API regression is not the same as Deepseek tokenizer output corruption." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not the same as a broad package-wide import regression." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline image-processor lookup bug is unrelated to remote_code model loading regressions." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Different docs issues with different APIs and symptoms." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency trouble is not the same as a specific PEFT version bump problem." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument conflict are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor selection and Gemma4 device placement are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue is unrelated to PEFT minimum-version pinning." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures with no concrete shared code path." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "FlashAttention/torch compatibility is unrelated to TensorFlow backend detection." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "No meaningful relationship: placeholder issue vs AttentionInterface behavior change." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer repository loading vs Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both mention version regressions, but the affected loading failures are different and model-specific." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer config mismatch on save is not the same as AutoTokenizer ignoring tokenizer.json on load." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "No shared underlying bug; one is Python support, the other is dependency handling." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching bug is unrelated to dependency issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different serialization/embedding bugs with different model families." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but assistant mask generation and rope-index scaling are distinct code paths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure and OCR index error are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model saving and dequantized offload loading are different operations and failure points." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance issues, but they involve different files and different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and slower filtering performance 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": 18, + "review_unit_index": 35, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:41628", + "issue:42491", + "issue:43065", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:44871", + "issue:44898", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44623|issue:45397", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:43901|issue:44246", + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:44016|issue:44291", + "issue:44188|issue:44336", + "issue:43262|issue:44521", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43673|issue:43761", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:44336|issue:44485" + ], + "prepared_review_unit_hash": "62058780b43ccde73f8c7b312ee5450605f5e4b211be46285a8abf00c5d24f9b", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36081, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft pairs mostly share only superficial topical overlap, not the same underlying bug or change. I would not deduplicate any of them and there is no good PR representative here.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions across loading, tokenizers, processors, attention kernels, docs, and model-specific behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the cluster is not centered on one code path or one bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Both are model-loading related, but one is missing processor save files and the other is a zero3/from_pretrained failure; different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Both mention vision/model components, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a Perceiver interpolation failure." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different subsystems: MLA q_a_layernorm precision config vs GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer/task AttributeError and missing auxiliary losses are unrelated bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one affects CamemBERT masked LM outputs and the other Deepseek tokenizer behavior." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention acceleration, but FlashAttention failure and compiled flex_attention failure are different concrete problems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 producing bad predictions." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading issue and ESM2 breakage are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch and slow import are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different missing-field symptoms." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video shape and CUDA OOM in Sam3Video are not the same issue." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma4 zero3 loading." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing pad_token_id attribute and trust_remote_code dropping fields are distinct config bugs." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import NameError for sentence-transformers and undefined tf backend error are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence and ANSI output in loading_report are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage type import failure and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error and Python version compatibility are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different v5 regressions affecting GenerationMixin cache vs CLIPVisionModel hidden_states." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code emission and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA reuse across versions and the other is base model loading breakage." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model/config model_type are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern auxiliary losses, but they are for different model families and different gating flags." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to Gemma4 zero3 loading." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation 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": 18, + "review_unit_index": 36, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43596", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45081", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43824|issue:43976", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:43976|issue:44964", + "issue:36246|issue:44351", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:43673|issue:44561", + "issue:44295|issue:44749", + "issue:43352|issue:45250", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45292|issue:45701", + "issue:36246|issue:43596", + "issue:43257|issue:45137", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:43065|issue:43408" + ], + "prepared_review_unit_hash": "51b59eed482f8561fbc6780150ea1376dde5d9c81002f8bf5bcb6c075c134a3c", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a noisy mix of unrelated issues spanning imports, generation, tokenization, configs, and DeepSpeed; none of the soft pairs looks like the same underlying bug or fix. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is a safe duplicate representative here; the items are too heterogeneous and the soft links are only superficial similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as the global representative because there is no coherent common bug across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: a missing Qwen2.5-VL export vs a Python-version compatibility failure." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and audio feature extraction are unrelated code paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2.5-VL image processor import is unrelated to huggingface_hub's is_offline_mode import error." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python support/versioning issue vs a specific multimodal model-loading regression." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules with different causes." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure and AttentionInterface.register behavior changes are separate behaviors." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and output-embedding resize propagation are distinct bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss handling is unrelated to the LwDetrImageLoss AMP crash." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Mistral regex patch failure and Qwen chat crash do not share the same concrete code path." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache handling during chunked prefill is unrelated to trust_remote_code breakage from a removed helper." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer access IndexError and a slowdown after upgrade are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Unsupported Flash Attention message for Nemotron is not the same as a generic Flash Attention issue." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch about return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-id defaults are different model-specific regressions." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT reduce_labels truncation is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading is not the same failure as unsafe sys.modules lookup." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory retention and MaskGenerationPipeline partial-batch dropping are separate issues." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to import slowness." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior is not the same as a version-dependent tokenization change." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSpeed zero3/BertModel IndexError are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is different from a Zero3 deque underflow." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field under strict handling and text_config unwrapping for composite configs are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but they concern different models and different failure modes." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file races and a stale generate warning are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update logic and ANSI-code leakage in loading_report are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure and tokenizer protobuf error handling are separate issues." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same bug as a sam3_video/sam3_tracker model-type mismatch warning." + } + ] + }, + "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": 18, + "review_unit_index": 37, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43827", + "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:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45230", + "issue:45335", + "issue:45356", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:45987|issue:46082", + "issue:44995|issue:45200", + "issue:44466|issue:45335", + "issue:44479|issue:46170", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:42886|issue:45229", + "issue:43673|issue:44734", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:43673|issue:43827", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43701|issue:44749", + "issue:44188|issue:46202", + "issue:42994|issue:43482", + "issue:45230|issue:45397" + ], + "prepared_review_unit_hash": "5ec68d9ef8b9e1aca9157a3bb17dca6213d16f18aa10d7b53dda023166e55be5", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft pairs are mostly thematic rather than true duplicates. I would not merge any of the candidate edges; they point to different bugs, code paths, or models.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: these items cover unrelated bugs across tokenizers, generation, multimodal models, serving, and training utilities.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best duplicate target for the cluster; issue 45561 has the most cross-reference activity, but it is not representative of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; different subsystems and failure modes." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer on second forward is unrelated to Gemma 4 token-type defaults." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied embeddings, but one is save/serialization behavior and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video regression and Windows ROCm import/dependency issue are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model bugs with no shared code path indicated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "ZeRO3 from_pretrained loading problem is distinct from a double optimizer-step bug in deepspeed." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "OpenAI chat completions API rejection is unrelated to Gemma pipeline roundtrip tokenization." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque error and removed-config CI breakage are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as the ESM2 breakage report." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash and flash-attention s_aux=None AttributeError are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during fine-tuning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warnings, but they concern different generation APIs and different bugs." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm import failure." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache-loading failure and multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked_prefill is a different bug from server-side KV-cache tensor indexing." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug and pytest-xdist captured_info.txt race are different issues." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the Windows ROCm dependency problem." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained config mismatch and processor.save_pretrained missing files are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are different tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A broad transformers v5 initialization breakage does not match the specific ESM2 failure report." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug and docs referencing removed pipeline() are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown after upgrade and a double optimizer-step bug are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and deepspeed optimizer double-step are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to the data-length slowdown regression." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip behavior." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and likely different serialization paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report provides no evidence of the same Gemma-4 ZeRO3 loading 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": 18, + "review_unit_index": 38, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:46077", + "issue:46123", + "issue:46202" + ], + "soft_pairs": [ + "issue:28282|issue:30990", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:46077|issue:46123", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:45406|issue:46202", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:43278|issue:45137" + ], + "prepared_review_unit_hash": "9ffc59c6223e8459e9c66a9cffa02763925d90aef37dee3cf460dcb8a86549a9", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36414, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous overall, but it does contain two clear duplicate families: issue:42673 \u2194 issue:43704 (Qwen3ForCausalLM VRAM leak in multiple dataloader threads) and issue:45310 \u2194 issue:45478 (Qwen3.5 Moe from_pretrained error). The rest of the soft links look like conservative rejections.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it spans two separate duplicate families; if one representative must be chosen, issue:42673 is the stronger document for the VRAM-leak family, while issue:45310 is the counterpart for the Qwen3.5 Moe loading family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best-documented and most active issue overall, but only for one duplicate family. The cluster also has a separate, equally clear duplicate family centered on issue:45310/issue:45478, so 42673 should not be treated as the sole representative of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Different failure modes: a PyTorch import error versus Sentence Transformers getting stuck while loading." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different model paths and bugs: missing SAM vision encoder attribute versus missing AutoConfig fields with trust_remote_code." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Unrelated model-specific bugs: SAM 3 vision output attribute error versus Qwen2.5-VL video position-id issues." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different surfaces: Qwen3-VL-Moe loading versus processor.save_pretrained missing files." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Packaging/backend setup issue versus remote-code meta-initialization incompatibility; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but the concrete code paths differ: sync_gpus/_update_model_kwargs_for_generation versus chunked_prefill cache handling." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different modules." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different problems: SAM 3 output attribute error versus add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Different bug classes: quantized model saving failure versus Llama4Config missing pad_token_id." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained loading error; too different to merge." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different subsystems: Gemma4 attention-mask construction versus MaskGenerationPipeline final-batch bookkeeping." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated AttributeErrors in different areas: tokenizer regex patching versus auto-docstring kwargs processing." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related family, but not the same concrete bug: Qwen3.5 Moe loading error versus a vision-config field being dropped by strict parsing." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different Gemma-related issues: processor missing _tokenizer versus pipeline roundtrip failure on the underscore token." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate title and same VRAM leak in Qwen3ForCausalLM when used in multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different exported objects and do not indicate the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: multimodal model loading versus a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Saving quantized models is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Same broad model area, but one is FP8 save_pretrained behavior and the other is a from_pretrained loading error." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different API symbols and likely different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different models and symptoms: Qwen3-VL-Moe issue versus Qwen3.5 Moe loading error." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression with FineGrainedFP8 is not the same as FP8 save_pretrained failing." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both touch packaging/torch-related surfaces, but one is missing TensorFlow in the torch extra and the other is dummy PT objects leaking into the API." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated issues: unrecognized model/config loading versus a pytest-xdist file race." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different model bugs: missing padding-mask support in MIMI encoder versus omitted load-balancing loss when router logits are disabled." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but they affect different behaviors and likely require different fixes." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A concurrency race in testing utilities is unrelated to stale references in auto_mappings.py." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs/behavior mismatch in a pipeline is unrelated to a pytest-xdist race." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and a Janus image-generation test failure are different issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang versus embedding reinitialization after resizing token embeddings are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: dtype drift during evaluate versus a DeepSpeed ZeRO3 deque error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports two clear duplicate pairs, not just one: issue:42673 \u2194 issue:43704 and issue:45310 \u2194 issue:45478. Because of that, the claim that 42673 is the best representative of the only clearly duplicated bug overstates the evidence. The rest of the conservative rejections look reasonable, but the cluster summary/canonical framing should acknowledge both duplicate families." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 39, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43065", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46123", + "issue:46132", + "issue:46231" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:43065|issue:46123", + "issue:44188|issue:44373", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:45405|issue:45712", + "issue:42175|issue:44933", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:43479|issue:44079", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:30333|issue:34689", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:30333|issue:36331", + "issue:28282|issue:30333", + "issue:30333|issue:35141" + ], + "prepared_review_unit_hash": "c8f893a020afb3e91166c5ec0f437c3b6eddc3d6e75423658dbfa620f2de7bc2", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37117, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues with superficial lexical overlap (many tokenizer/v5/regression topics). I do not see any true duplicate pair; the best representative issue is the broad v5 tokenizer regression around `clean_up_tokenization_spaces`.", + "confidence": 0.28, + "canonical_issue_reason": "No single canonical duplicate issue emerges: the items span unrelated bugs across model loading, training, tokenization, generation, packaging, and docs. If forced to anchor the cluster, issue 42898 is the broadest v5 tokenizer regression representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the most central representative by similarity, but it is still not a duplicate of the other issues; it best fits the cluster\u2019s loose v5/tokenizer regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different subsystems: VitPose model import/breakage vs Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Both involve save/load flows, but one is processor.save_pretrained missing files and the other is a Qwen3.5 MoE from_pretrained failure; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow job-reporting failure vs DeepSpeed Adafactor OOM; unrelated training issues." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline final-batch handling." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a docstring correction for position_ids." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update ordering vs attention-kernel branching under torch.compile; different code paths and symptoms." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Granite token ID mapping; not the same concrete bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL export; distinct import failures." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issue vs add_special_tokens not adding BOS/EOS for a specific tokenizer; different tokenizer bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they target different models and failure modes." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 codec handling/warning regression is separate from clean_up_tokenization_spaces behavior change." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in a GLM image processor vs InternVL2 meta-initialization incompatibility; unrelated multimodal issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve vs auto-docstring crash with future annotations; different components." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD arguments being ignored is unrelated to the set_training docs typo." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning in Qwen3-Next is not the same as missing `_tp_plan` for Qwen3_5Moe." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both involve v4\u2192v5 output changes, but Pegasus generation differences are not the same bug as tokenization cleanup behavior." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to optimizer step being called twice with DeepSpeed." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pin issue is unrelated to leftover dummy classes in `dummy_pt_objects.py`." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow missing from a torch install extra is unrelated to a nonexistent import from image_utils." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained issue for MoE is separate from tokenizer_class mismatch in tokenizer config." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "image_utils import error and dummy PT class cleanup are different packaging/import problems." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4Multimodal config initialization bug is unrelated to ModelOutput key assignment when values were previously None." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue is unrelated to the image_utils import problem." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config class mismatch has nothing to do with DeepSpeed optimizer double-step behavior." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow training-job reporting bug is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained bug is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job reporting and CustomTrainer compute_loss signature mismatch are different training issues." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "AutoModel import error without PyTorch vs MLflow reporting bug; unrelated environment/training issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting and embedding reinitialization in post_init 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": 18, + "review_unit_index": 40, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44829", + "issue:44869", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209" + ], + "soft_pairs": [ + "issue:44190|issue:46082", + "issue:43479|issue:44869", + "issue:45071|issue:46082", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:43122|issue:46209", + "issue:43873|issue:44945", + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:44373|issue:44485", + "issue:43479|issue:43644", + "issue:44295|issue:44623", + "issue:44483|issue:45406", + "issue:43761|issue:46082", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:44263|issue:44360", + "issue:44261|issue:45092", + "issue:42907|issue:46050", + "issue:44514|issue:45103", + "issue:44829|issue:46002", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:22355|issue:28282", + "issue:41628|issue:43824", + "issue:44263|issue:44373" + ], + "prepared_review_unit_hash": "62e68b6a5cf0af73761d5670e1d17fa973831321a5a7d75c2c307a5c324ddc87", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35805, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose pile of unrelated Transformers issues that share only broad regression/import/config language; none of the soft pairs look like true duplicates. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45092 is the clearest representative of the cluster\u2019s broad v5 regression / initialization theme and has a concrete repro path; the rest are mostly separate bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 is the most actionable standalone issue with a specific failure mode and modern v5 context, making it the best representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script vs LlamaConfig head_dim validation; different code paths and failures." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaulting bug vs Whisper word-timestamp decode crash; unrelated models and subsystems." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs explicit head_dim validation in LlamaConfig; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols/packages and likely different missing exports or version mismatches." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-arg crash vs auto_docstring AttributeError under future annotations; unrelated failures." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class mismatch on save vs Qwen3.5 MoE from_pretrained error; different save/load paths and symptoms." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading issue vs flash-attention generation bug; different functionality and code paths." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value issue in a DSA indexer vs remote-code meta-init incompatibility; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization changes across versions vs FP8 inference on B200; different layers of the stack." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantized offloading behavior vs pipeline-parallelism output correctness; same broad area, not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update problem vs OCR long-input index error; separate model behaviors." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs max_shard_size default question; not the same underlying issue." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization defaults vs non-persistent buffer corruption; different bug classes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer read error vs processor.save_pretrained missing files; different serialization problems." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request rejection vs Gemma4Processor missing _tokenizer in serve; unrelated runtime failures." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIP hidden_states regression vs LlamaConfig head_dim validation; different models and symptoms." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading issue vs eos_token_id config inconsistency; both config-related but distinct." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old checkpoints vs incorrect visual encoder keys on save_pretrained; same model family but different code paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs unexpected zero probabilities in SigLIP2; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision issue vs checkpoint/meta-init incompatibility; different underlying problems." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized save bug for specific models vs sinq quantized model save/load breakage; similar theme but not same defect." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat-template crash vs auto_docstring crash from future annotations; unrelated functionality." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "flash_attention_3 training degeneration vs NaNs after checkout+init; different symptoms and likely different causes." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both touch config handling, but one is default initialization for multimodal configs and the other is rotary_pct not persisting on reload." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; unrelated FP8/model-loading bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "transformers.onnx missing vs PyTorch-not-found import error; different dependency and module issues." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing transformer imports for different classes/models; both import errors but not the same fix." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer runtime behavior vs docstring typo; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 41, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44779", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:39401|issue:44568", + "issue:42831|issue:44038", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:44945|issue:45753", + "issue:44464|issue:46082", + "issue:44117|issue:44704", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:42371|issue:44263", + "issue:43550|issue:46132", + "issue:30990|issue:33357", + "issue:43232|issue:45593", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:43723|issue:44442", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:43723|issue:44779", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43756|issue:44060", + "issue:43408|issue:43475", + "issue:43122|issue:44514", + "issue:43116|issue:45200", + "issue:42907|issue:44964" + ], + "prepared_review_unit_hash": "339a79c2ab4dc4a11931622b68154ab4090eb89791b3adec89422e7174e922f6", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35648, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regression reports. The only plausible duplicate here is the AutoTokenizer loading regression pair (43723/44442); the rest are different bugs in different subsystems or model families.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43723 is the broadest, most central issue in the only likely duplicate pair: a generic AutoTokenizer.from_pretrained loading regression in v5.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 best represents the cluster\u2019s only true duplicate theme because it describes the underlying tokenizer-loading failure at the general code-path level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but one is offset_mapping for Qwen3 and the other is missing BOS/EOS insertion for mdeberta; different code paths and symptoms." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model-specific failures: one is an FP8 accuracy issue, the other is a transformers 5.0/Qwen3-VL-Moe bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs wrong tokenizer decoder type; related area but not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache loading failure and quantized model save failure are unrelated change paths." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing huggingface_hub symbol, the other is a broad set of import errors after upgrade; not one concrete defect." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism wrong output and an infinite loop on a specific image are different multimodal/runtime failures." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are different loader bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are distinct regressions." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failures with different triggers." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile/SDPA failure and AttentionInterface.register behavior change are different attention-related bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both mention loading, but one is Sentence Transformers hanging and the other is a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing auxiliary losses in D-FINE are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch on save_pretrained are different tokenizer/model serialization issues." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": true, + "reason": "Same underlying bug class: AutoTokenizer.from_pretrained loading fails in v5, with 44442 looking like a specific tokenizer instance of the broader regression." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision error from missing rms_norm_eps is not the same as a wrong docstring for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and incorrect pipeline-parallel output are different code-path problems." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer loading failure and changed tokenization output are related only broadly; they do not describe the same defect." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers and stale auto_mappings references are separate import/CI issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor export may be one example of broader import breakage, but the reports are not specific enough to treat as the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized save failure and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are different model-configuration issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker and missing fpn_position_embeddings are distinct SAM3 issues." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different-tokenization regression and apply_chat_template batching crash are separate tokenizer/processor bugs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and mm_token_type_ids default handling are unrelated example/model issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and assistant-message chat-template crashes are different processor bugs." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and general import errors after upgrade are not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cache/offline loading and decoder-type mismatch are different failures." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading and quantized save failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it characterizes the cluster as mostly unrelated v5 regressions and only elevates the 43723/44442 tokenizer-loading pair, which is a reasonable conservative duplicate call from the titles alone. The soft-edge rejections are also cautious and do not overclaim sameness across clearly different bug classes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 42, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43441", + "issue:43452", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:45216", + "issue:45245", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43232|issue:45245", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:39401|issue:44488", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:39401|issue:44521", + "issue:43784|issue:45446", + "issue:22355|issue:28218", + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:43122|issue:43906", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:42831|issue:44297", + "issue:45357|issue:45478", + "issue:44038|issue:45478" + ], + "prepared_review_unit_hash": "19fd17166a948a63719b437709116577cb72f51606c2c2679581aa99d0299e8d", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct bugs spanning tokenization regressions, model import/load failures, training issues, and documentation problems. I do not see any soft pair that clearly describes the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43122 is the most broadly phrased and representative tokenizer regression here, centered on version-to-version behavior changes rather than a model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best standalone issue candidate because it is concrete, reproducible, and general enough to represent the tokenizer-regression theme without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different models and different failure modes: config propagation for Qwen3.5 vs degenerate training with flash_attention_3." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated topics: DSA/ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation-state bug vs category cardinality RuntimeError; no shared code path." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve token-related behavior, but one is a tokenizer regression and the other is multimodal assistant masks in chat templating." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue vs tokenizer save_pretrained class metadata mismatch; different bugs." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing bug vs Sentence Transformers loading hang; clearly unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they target different models and concrete symptoms; not enough to merge as one bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Model loading failure vs position_ids buffer access error; different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized Ministral/Devstral save failure vs gguf_file loading breakage; unrelated mechanisms." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs example-script multi-label classification output bug; different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different issues around Qwen3-VL-Moe/FP8 save_pretrained; no evidence they are the same concrete defect." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping bug vs loading cjvt/sleng-bert failure; unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 and save/load flows, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error; too different to treat as one bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from different modules; import errors are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping regression vs multimodal assistant mask failure; different concrete behavior." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs flex_attention version check; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "onnx module import failure vs added-token spacing bug; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing huggingface_hub symbol vs missing transformers symbol; different packages and causes." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx import failure vs slow/fast tokenizer inconsistency; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Version-dependent tokenization differences vs reproduction of another tracked issue; no clear shared defect." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading vs AutoProcessor kwargs forwarding; different APIs and failures." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is decoder-type metadata and the other is incorrect Deepseek tokenization results; not the same fix." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors vs documentation parameter-name mismatch; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validity vs GLM-5 RoPE implementation; different concrete issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression vs NaNs in classification heads; different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance vs missing image-patch-count method; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage vs Ministral flash-attention failure; different models and code paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs flex_attention import check; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer.evaluate after train; different parts of training stack." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FP8 accuracy issue vs tokenizer class metadata mismatch; unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained regression vs Qwen3.5 from_pretrained error; related model family but not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model variants and different load failures; not enough overlap for one PR." + } + ] + }, + "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": 18, + "review_unit_index": 43, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43381", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46298" + ], + "soft_pairs": [ + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:33453|issue:39401", + "issue:38617|issue:45278", + "issue:44625|issue:46002", + "issue:39401|issue:44779", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:42175|issue:44938", + "issue:43064|issue:43673", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:42673|issue:45072", + "issue:43122|issue:46298", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:42222|issue:46178" + ], + "prepared_review_unit_hash": "8ee0893e48ef94795c331bdca796d83f73617c08ab58e5480f7ef9ecd2d226c4", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36360, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they refer to different models, subsystems, or bug classes despite superficial tokenizer/import/version overlap. No single issue stands out as a safe duplicate hub for the set.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue exists here; the issues span unrelated regressions and feature requests, so none should serve as a duplicate anchor for the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the nearest-looking pairs still describe different concrete failures or different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different problems: multi-label classification behavior in an example script vs an invalid pipeline() error message for translation support." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model failures: Qwen3 tokenizer offset mapping vs Qwen3.5 infinite loop on a specific image." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated code paths: qwen3_omni_moe feature-length helper behavior vs a flex_attention import version check." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "One is a classification example bug; the other is a tokenizer offset-mapping regression. Not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error vs a stale warning in paged generate(); different failures and fixes." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import failure for transformers.onnx vs a LayoutLMv3 error-message clarity issue. Not duplicate." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both mention tokenizers, but one is a broad loading regression and the other is a specific Qwen3 offset_mapping bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Generic import error vs a broad upgrade-related import breakage; too wide and not clearly the same concrete defect." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer-related, but they affect different models and different symptoms (offset mapping vs incorrect tokenization results)." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention-mask/scaling bugs in different models and backends; not one shared code-path problem." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES fallback bug is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend dependency packaging issue vs Python 3.14 load failure; no shared concrete bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state issue in Trainer/FSDP2/PEFT vs GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing removed pipeline() vs a PyTorch version check bug in flex_attention. Different scope entirely." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to pipeline parallelism output corruption." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs missing torchvision causing an AutoProcessor crash. Different issues." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5, but one is GenerationConfig invalidity and the other is flash-attention generation misbehavior." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights depends on device; NaNs in classification heads are a separate initialization/checkpoint problem." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Released-version mismatch for PEFT dependency is unrelated to the flex_attention import/version check." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer-loading related, but one is a mapping lookup assumption and the other is a Mistral regex patch crash." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-thread dataloader use is unrelated to CI dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression vs noisy logging; not the same underlying bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.5/Qwen3next model-loading/configuration bugs with different symptoms." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Init-empty-weights argument incompatibility is not the same as PretrainedConfig type-checking breakage, even if both involve v5." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration vs incorrect checkpoint serialization; different code paths." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping regression and runtime post-processor update behavior are distinct tokenizer issues." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different import failures affecting different symbols; not a single duplicate bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose breakage vs backend mapping error for tensorflow_text. Different subsystems and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 44, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46231" + ], + "soft_pairs": [ + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44964|issue:45278", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:42371|issue:44261", + "issue:42222|issue:45542", + "issue:43012|issue:43577", + "issue:44410|issue:45478", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:44263|issue:46172", + "issue:43012|issue:43408", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:44117|issue:44987" + ], + "prepared_review_unit_hash": "1e2c806f15b481354ffe1ab89caacc6c2ee8ef5233d9f9411c33f83670ef051d", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes like imports, model loading, tokenization, or numeric precision, but not the same concrete bug or code path. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue truly fits this set; the items span distinct regressions. If forced to pick the broadest umbrella, issue 45278 is the closest because it covers many import failures after upgrading, but it still does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best representative only in a very loose sense because its title is broad enough to describe a class of upgrade-related import breakages. It is not a true duplicate hub for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading problems: SAM3 type mismatch warning vs MobileLLM key error." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "One is a config-loading strictness bug; the other is a docs parameter-name mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: shard-size behavior in save_pretrained vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different layers of failure: GenerationConfig validation vs unrecognized model/config loading." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both tokenizer-related, but one is decoder-type metadata and the other is changed tokenization output; too weak to treat as the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Specific Phi-4 multimodal load failure vs a broad report of many import errors after upgrade." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Different API paths and symptoms: general chat/completions rejection vs streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Separate optimizer bugs: SGD args ignored vs optimizer.step being called twice with deepspeed." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API warning and MLA RMS-ep precision issue are different numeric/config regressions." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to the missing-TensorFlow backend error." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a compile warning and the other is incorrect dtype propagation when loading Blip2." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model bugs: missing projections in qwen3next vs a Qwen3.5 MoE load error." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow extra-install issue and broken VitPose models are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to the fbank feature-extraction issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed config field and unexpected position-id keys are different migration regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-processor method vs MLA layernorm epsilon precision error are different subsystems." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are separate API regressions." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and GLM-5 RoPE implementation are distinct internal bugs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking and undefined tf backend errors do not share a concrete code path." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in dataloader threads vs Qwen3.5 flash-attention generation failure are different runtime bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "43906 is a reproduction of another issue, but it is not the same as a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals: torch.split return handling vs a comb.to(dtype).transpose bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A bfloat16 compile warning is unrelated to the sam3_video/sam3_tracker type warning." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU and deepseek-v4 dtype/transpose are unrelated changes." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size behavior and Qwen3.5 MoE loading error are not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-3 failure and the other is degenerate training in sequence classification; not the same code path." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 configuration warning and FineGrainedFP8 accuracy regression are different precision issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL model failures with different symptoms and likely different root causes." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings behavior and gguf_file loading breakage are separate regressions." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and a model-loading failure for physical-intelligence/fast 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": 18, + "review_unit_index": 45, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43408", + "issue:43502", + "issue:43550", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45561", + "issue:45588", + "issue:45859", + "issue:46050", + "issue:46172", + "issue:46231", + "issue:46298" + ], + "soft_pairs": [ + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:42673|issue:45200", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:38617|issue:44351", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43986|issue:45290", + "issue:45341|issue:45588", + "issue:43208|issue:43550", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43992|issue:44484" + ], + "prepared_review_unit_hash": "5a1474184f58c73dc2622cf93b3eae67d063fd99ead3475bc6c14662148258f0", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37524, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster is supported here: the soft pairs are mostly superficial similarities (imports, model-family names, test utilities) but point to different code paths and different failures. I would not merge any of the candidate edges.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a credible canonical representative because the items span unrelated bugs and regressions; the apparent similarities are too shallow to treat as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a strong global best representative for a duplicate cluster; the set is too heterogeneous to center on one canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import/export failure in image_utils vs a documentation parameter-name mismatch; different bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both involve GLM code, but one is a missing image-patch method and the other is a torch.split shape/return-value issue in a different component." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different symptoms: model-type warning for SAM vs tie_word_embeddings warning in Qwen fine-tuning." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility problem vs incorrect outputs under pipeline parallelism; unrelated failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision import crash vs save_pretrained shard-size behavior; not the same bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but one is implementation divergence and the other is a specific tensor transpose expression issue." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed config field warning vs quantized save/load corruption; different code paths." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config/API removal warning vs flash-attention crash on sink-less models; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs Liger Kernel not applied with model_init; different training integration issues." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading vs Gemma 4 token-type-id defaulting; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different dependencies." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-kwarg duplication vs TOKENIZER_MAPPING_NAMES returning None; distinct tokenizer-loading failures." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both concern Qwen variants, but one is missing projections in layer 0 and the other is a missing config field silently dropped." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related flaky test failure vs noisy logging message; not duplicates." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model bugs: a general transformers/Qwen3-VL-Moe issue vs missing attention projections in qwen3next." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch when loading a model vs missing projection modules; different failure modes." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still triggering API requests vs missing embed_tokens.weight in UMT5Encoder; unrelated loading bugs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different removed/missing symbols and different packages." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "A testing-utils bug vs a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed embedding-tie config warning vs offloading failing with quantization; different areas." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision discrepancy vs GLM-5 RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model-loading regression for Phi-4 multimodal vs a testing-utils bug; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Missing kwargs forwarded to cached_file vs auto-docstring crash with future annotations; different helpers." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor/torchvision import failure vs tokenizer mapping None assumption; distinct loading paths." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure vs a testing-utils bug; no overlap in root cause." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of a different issue; not enough evidence of the same code-path bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision dependency crash vs ReasoningEffort import error breaking Gemma 4 processor loading; different missing imports." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Processor load crash without torchvision vs chat-template crash on tool-call messages; unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utility bug vs flash-attention AttributeError on sink-less models; different subsystems." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba-9B-v2 torch.compile/SDPA failure; different model-specific problems." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Generic testing-utils bug vs a specific xdist race on captured_info.txt; related area but not the same underlying bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor loading crash vs testing-utils issue; no shared root cause." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing model weight key vs save_pretrained shard-size question; 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": 18, + "review_unit_index": 46, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45276", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45698", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46298" + ], + "soft_pairs": [ + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:44938|issue:46178", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:44222|issue:45478", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:38617|issue:43502", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:43673|issue:46123", + "issue:44483|issue:45290", + "issue:43064|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:43066|issue:46209", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655" + ], + "prepared_review_unit_hash": "9be15458d6ffb0ff2f624068789fc6985a36855d26b1c691de5508ecd62f24d1", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36321, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly surface-level similarities (shared subsystem keywords or nearby release regressions) rather than the same concrete bug. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #45698 is the most active and substantively described bug report in the set, with the strongest discussion/inbound references and a concrete save/load failure path, so it is the best single issue anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45698 is the most actionable and broadly impactful report here; among the listed issues it is the best representative of a real, reproducible defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Both involve compile/runtime behavior, but one is a bfloat16 warning and the other is an SDPA crash for Bamba; different code paths and symptoms." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "One is about an incorrect pipeline error message, the other about saving Pipeline objects; unrelated bugs." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "One concerns PyTorch precision warnings, the other a tie_word_embeddings warning during LoRA fine-tuning; not the same defect." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is about leftover dummy classes leaking into exports, right is a noisy logging message; no shared underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model saving and pipeline serialization are different save failures with different paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is unrelated to a Qwen3_5 infinite-loop generation bug." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config API and a noisy log message are not the same change or failure mode." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 model breakage and a DeepSeek-v4 dtype/transpose issue are distinct model-specific bugs." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper runtime failure and a mask-generation batching bug affect different pipelines and code paths." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure and a backend-mapping ValueError are unrelated compatibility issues." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is an API endpoint request rejection, the other a processor crash on batched chat templates; different layers entirely." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and a BeitImageProcessorFast label-reduction bug do not share the same underlying defect." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other from_pretrained; different directions and likely different fixes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A precision warning during compilation is not the same as a compiled flex_attention failure on newer PyTorch." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Import warning on local path parsing and a bfloat16 precision warning are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different dependency layers." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings references and a noisy logging message are not the same issue." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing import vs API calls despite local_files_only=True are distinct regressions." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module loading after save_pretrained and a DeepSeek dtype/transpose bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both involve Qwen3-VL/MoE/FP8, but one is loading incompatibility and the other inference support; not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked prefill and a partial-batch pipeline bug are different mechanisms." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "A chat-completions API compatibility issue is unrelated to assistant tool-call template crashes." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling being ignored are different bugs in different subsystems." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "CLIP attentions not assigned and CLIPVisionModel hidden_states missing are adjacent but distinct output-field regressions." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL loading breakage and state_dict sorting load errors are different model-loading failures." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type mismatch and FP8 inference failure on B200 are unrelated issues." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3 Video missing fpn_position_embeddings are different attribute regressions." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Embedding resize not propagating and causal-vs-bidirectional attention masking are separate Gemma4 bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure are different save paths." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs drift about return_all_scores is not the same as an inability to save Pipeline objects." + }, + { + "left": "issue:46178", + "right": "issue:46209", + "accept": false, + "reason": "Backend mapping validation and FP8 inference on B200 are unrelated runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 47, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43881", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44117", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45216", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46132", + "issue:46202", + "issue:46285" + ], + "soft_pairs": [ + "issue:36010|issue:42757", + "issue:44625|issue:46077", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43502|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:44380|issue:46132", + "issue:36683|issue:43881", + "issue:43906|issue:45753", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:44380|issue:45479", + "issue:43352|issue:44380", + "issue:36683|issue:44117", + "issue:41669|issue:44246", + "issue:43618|issue:44380", + "issue:43097|issue:43352", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285" + ], + "prepared_review_unit_hash": "9d5dc177862e5aa74f80f82034720fc16981e459c6e07903259f58549f6714b7", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38139, + "estimated_input_tokens": 9535, + "estimated_eval_tokens": 19326 + }, + "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. The only clear duplicate-like pair is the import-time slowdown reports (41669/44246); the rest differ by model, API, or failure mode.", + "confidence": 0.93, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report and directly matches the only accepted duplicate-like pair: slow `transformers` import due to `import *` usage in models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best representative issue because it names the specific performance regression and likely fix target, whereas 44246 is the broader symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols (`AutoModel`/PyTorch vs `is_offline_mode`/huggingface_hub) and different root causes." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different models and bugs: Qwen3.5 label propagation vs Gemma4 attention-mask construction." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Both are model-loading/runtime errors, but one is FlashAttention support for Nemotron and the other is an invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "`base_model_prefix` loading regression and pipeline save_pretrained are unrelated code paths." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both affect saving/loading, but one is state_dict ordering/model load failure and the other is an incorrect Qwen3.5 checkpoint save regression." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask logic and LlamaConfig head_dim validation are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage and GLM-5 RoPE discussion are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Similar shape of bug, but different models and missing config fields (`vocab_size` vs `pad_token_id`)." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained checkpoint corruption are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different failure modes: missing config attribute versus MoE load-balance loss omission." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "One is backend-specific attention scaling, the other is behavior change in AttentionInterface.register." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different models and symptoms; Gemma3Config missing vocab_size is not the same as glm-4v-9b loading failure." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated reproduction of an older issue and a Qwen3_5 image loop bug are different problems." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL MoE loading failure and Qwen3_5 infinite-loop generation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for a model and Python-version compatibility are distinct issues." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and missing weights/config path; both loading problems but not the same concrete bug." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but the model-specific FlashAttention failure and GPT2 attention scaling regression are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same broad topic (Qwen/FlashAttention complaints) but different model/version and failure details." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and Python 3.13 `torch.jit.script` parsing failure are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict-sorted load failure and Gemma pipeline roundtrip on `\u2581` are different bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load-order issue versus Qwen3.5 config field being dropped by `@strict`; different underlying causes." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug and single-label classification zero-loss bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention code, but they target different models and distinct backend behaviors." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing config attr in one model and tokenizer mapping None-handling in another are not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report slow `transformers` import; 41669 identifies the likely cause (`import *` in models) and 44246 reports the same slowdown symptom." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions regression and CLIP text-model structural inconsistency are related only by model family, not by the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 41669/44246, is plausibly the same import-slowdown bug, and the remaining soft-edge rejections 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": 18, + "review_unit_index": 48, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45375", + "issue:45440", + "issue:45468", + "issue:45478", + "issue:45600", + "issue:45656", + "issue:45850", + "issue:46132" + ], + "soft_pairs": [ + "issue:43618|issue:44857", + "issue:44655|issue:44938", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:30990|issue:31795", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:43010|issue:45850", + "issue:43502|issue:44961", + "issue:43010|issue:44368", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468" + ], + "prepared_review_unit_hash": "a2d24a2b7dd065fa1437c93c451225456e26c259edf958004a70dd5e1bc122c3", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38612, + "estimated_input_tokens": 9653, + "estimated_eval_tokens": 19562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous: most items are unrelated v5 regressions, import errors, loading issues, or test/docs complaints. I don\u2019t see any soft pair that clearly shares the same concrete underlying bug or fix path.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering the general v5 upgrade/import-breakage theme better than the more specific symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most triage-useful anchor because it is broad, upgrade-focused, and closest to a reusable umbrella for related regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: a missing CLIPOutput attentions assignment vs an AMP/CUDA loss crash in LwDetrImageLoss." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "One is Pipeline.save_pretrained, the other is Python 3.14 import/load failure; no shared code path." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model paths and symptoms: CLIP output fields vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE behavioral divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ integration test is unrelated to loading microsoft/Phi-4-multimodal-instruct." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and AddedToken argument duplication are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI issues: missing set_seed in SamHQ tests vs a stale GraniteSpeech device override test." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test seeding flakiness and auto_mappings.py references to removed configs are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained on MoE and missing _tp_plan for Qwen3_5MoE are different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` CLI and AttentionInterface.register behavior change are separate areas." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export breakages." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a Chinese report about slower filtering after upgrade are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel planning and the other is from_pretrained loading; too different to merge." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-status reporting and tokenizer-loading regression are unrelated subsystems." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA reserved-memory/OOM under int4 quantization is not the same as checkpoint reload failure after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are distinct Qwen3_5Moe issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer no_grad decoration is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck Sentence Transformers loading is not the same as a documentation clarification issue." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer AutoTokenizer.from_pretrained failure and checkpoint reload regression overlap on loading, but not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Unexpected network calls and FP8 MoE save_pretrained are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing image-processor method causing token-count errors are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "No-grad decoration for update methods and a generic report that v5 breaks many models are not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local_files_only network requests and an empty 'racoon' issue have no apparent connection." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to the 'racoon' placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PreTrainedConfig type-checking regressions are different problems." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to saving Pipeline objects." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init and a DSA indexer/ReLU discussion are different topics." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are both loading-related but not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading and checkpoint reload failures after upgrade are distinct model-specific regressions." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing `is_offline_mode` import and broken `transformers env` CLI are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage and PretrainedConfig type checking are different surfaces and code paths." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "No-grad cache updates and a tie_word_embeddings warning in Qwen3.5 LoRA are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about forward arguments and an ImportError for layer_type_validation are not the same underlying bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "A placeholder/empty issue and a Gemma-4 audio positional-encoding bug are clearly 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": 18, + "review_unit_index": 49, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209", + "issue:46218" + ], + "soft_pairs": [ + "issue:44222|issue:44230", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:41628|issue:42548", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:43576|issue:44556", + "issue:44373|issue:44961", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492" + ], + "prepared_review_unit_hash": "fad3bec65d8fd622d60d8b2359c89700bde351daac2721063993745f70a678c7", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37406, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly about Transformers v5 import/lazy-loading regressions and related API compatibility issues. There are no PRs in the set. I would anchor the cluster on the broad lazy-loading/import symptom report, while treating the soft pairs as mostly similar-but-not-duplicate edge cases.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44273 is the broadest and most central report here: it describes lazy loading being broken, which plausibly underlies several of the import-related failures in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the best issue to represent the cluster because it captures the shared failure mode at a high level, not just one specific symbol or model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; different concrete failures." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad and Python version incompatibility are unrelated bugs." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Both are version/load problems, but one is the v5 env command and the other is Python 3.14 import/load failure; too different." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are top-level import errors, but they target different missing symbols and there is not enough evidence they are the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated generic issue title are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are separate code paths." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and pipeline docs are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific processor.save_pretrained file bug and a generic bug report do not indicate the same underlying issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regressions and missing TensorFlow backend handling are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Generic Qwen3-VL/MoE breakage and missing tensor-parallel plan are not the same concrete defect." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import-time behavior, but unsafe sys.modules access is a different root cause than lazy loading not working properly." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output errors and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Both are FP8/MoE-adjacent, but inference support and a weight conversion question are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both involve version upgrades, but the env command breakage and checkpoint reload incompatibility are different issues." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "A docstring typo and an unrelated issue title are not duplicates." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box output errors and an infinite-loop image case are different failures in the same model family." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific pad_token_id missing in Llama4Config vs a vague 'breaks too many models' report; not the same concrete bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and missing GenerationMixin cache during chunked prefill are different problems." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility complaints, but one is general checkpoint reload failure and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_idx regression is too specific to be the same as a broad 'many models break' report." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash and a broad v5 breakage report are not the same underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance cleanup and failure to import a specific model module are not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing and broken lazy loading may be related, but the evidence is not strong enough to treat them as duplicates." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning during sam3 instantiation and Liger Kernel application are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different APIs." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error for Nemotron and Qwen3-VL bbox hallucination/error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version incompatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and a generic bug report are not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command breakage and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error and generic bug report are not the same issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and HybridCache import failure are different symbol/export problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade and a vague 'breaks too many models' report overlap broadly, but not enough to prove the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache behavior and a typo in cache strategies 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": 18, + "review_unit_index": 50, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:46143|issue:46144", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "issue:41669|issue:44998", + "issue:43066|issue:44998" + ], + "prepared_review_unit_hash": "c116c538ccd78e8981ae4674ddde9cf9118b64f6ac882f44255f77de003f9490", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 40118, + "estimated_input_tokens": 10030, + "estimated_eval_tokens": 20316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a heterogeneous mix of unrelated Transformers issues; none of the soft pairs look like true duplicates. The strongest commonality is broad v5/model-loading regression chatter, but it is not coherent enough to merge into one canonical bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report about Transformers v5 breaking many models, so it is the closest thing to a cluster anchor, though the cluster is still too mixed for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative high-level complaint in the set, but it is too vague to be a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is missing kwargs passthrough and the other bypasses the attention interface; not the same concrete bug." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific GLM46V attribute error; the other is a broad meta-complaint about many v5 regressions." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5-VL problems: bounding-box output error vs from_pretrained failure." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility/versioning issue vs missing Qwen3_5 import; different failure modes and likely different fixes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy change vs tied-weights key crash; unrelated code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs referencing pipeline() vs scheduler kwargs ignored; no shared bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Confusing forward docs and tokenizer loading regression are both about usage/loading, but not the same underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star performance issue vs cache-strategy typo; clearly different." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel not applied with model_init vs Flash Attention 3 training degeneration; different mechanisms." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings guidance vs cache strategy typo; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken transformers env command vs lazy loading malfunction; different surfaces and causes." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue vs tied weight key AttributeError; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Both mention MLA/DSA-ish internals, but one is a missing ReLU in the indexer and the other is Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained error; no concrete overlap." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior vs scheduler kwargs handling; separate features." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env CLI vs missing Qwen3_5 import; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs/pipeline references and a cache-strategy typo do not describe the same defect." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating issue vs a tensor conversion/transpose bug; different model code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct multimodal/model-internal bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star slowdown and VRAM leak in dataloader threads are different issues." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion vs Llama 3.2 Vision model loading regression; not duplicates." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Both are around loading/docs, but one is slow checkpoint loading and the other is forward-API documentation confusion." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multithreaded dataloading vs RoPE implementation bug; no overlap." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support vs DeepSeek-V4 weight conversion/readability question; different topics." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint vs a specific missing Qwen3_5 import error." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network-leak issue vs Qwen3VL timestamp calculation bug; distinct." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings guidance vs multithreaded VRAM leak; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math bug vs processor.save_pretrained missing files; different save/load areas." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation in a processor vs VRAM leak under dataloader threads; no shared root cause." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance issue vs unrelated placeholder issue title 'Unemployment'." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Wrong tokenizer decoder type vs unrelated placeholder issue title 'Unemployment'." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated placeholder issue title 'Unemployment'." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key AttributeError vs chat template crash on tool-call assistant messages; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in config vs tied-weight key crash; not the same defect." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak in threads vs unrelated placeholder issue title 'Unemployment'." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in config vs tied-weight key crash; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance issue vs unrelated placeholder issue title 'Unemployment'." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder type bug vs unrelated placeholder issue title 'Unemployment'." + } + ] + }, + "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": 18, + "review_unit_index": 51, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44623", + "issue:44998", + "issue:45310", + "issue:46018", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "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": "2c20a396467164677e5f7dfd48e2f8706d75c3aee660c71077af405b90b41163", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 20, + "serialized_chars": 17052, + "estimated_input_tokens": 4263, + "estimated_eval_tokens": 8782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs overlap only on broad model/loading/tokenizer language, not the same concrete bug or change. No pair is a safe duplicate match.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an ImportError in configuration_utils are unrelated code paths." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to missing files from processor.save_pretrained()." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "These titles describe unrelated problems; one is nonsensical/off-topic, the other is a Qwen import failure." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-status reporting after failure is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bugs do not describe the same failure." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 support for inference and the other is a from_pretrained regression." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer-loading regression are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to FP8 Qwen model support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint typo is not the same as tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignoring a Mask2former value and kwargs not reaching loss calculation are different defects." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation has no overlap with RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "These are unrelated: Mask2former ignore_value handling versus tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value and RoFormer attention-interface problems are different subsystems and bugs." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2former loss-value issue is unrelated to a typo in quantization_operation." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and a ModernBERT type-hint issue are not the same change." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type annotation and a typo in another symbol name are distinct issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMSNorm semantics for Llama4TextL2Norm are unrelated to ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value handling does not match a ModernBERT config type-hint bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 18, + "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": "cc6db42238218ac85a7ca0fa9d7062c8d3b4ccdbd63edc62ce2bf8dcc44c55d1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about unrelated feature requests in different parts of the library: token truncation behavior, scheduler functionality, and Wav2Vec2 word timing offsets. They do not describe the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles and descriptions point to three distinct requests with different code paths and goals.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue candidate because there is no duplicate set here; each issue targets a different feature area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Truncation option request and Wav2Vec2 timing offsets are unrelated feature requests in different components." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Token truncation behavior and ReduceLROnPlateau-like scheduler functionality are separate problems with no shared code path." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler feature request and Wav2Vec2 word offset request concern different subsystems and do not look like the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 18, + "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": "838e9e84a34f8b21d4da7ea1d262d0adfc6047e50ef5e565f7fc4833d694b693", + "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": "No clear duplicate cluster: 13244 is unrelated, and 15980 vs 16618 only overlap at a broad \"model loading/download\" level. The private-model auth/error-message report and the generic \"can't load bert-base-uncased\" report do not look like the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "No strong canonical duplicate stands out; if forced, 16618 is the broadest issue, but it does not clearly subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the most general and central of the three, but it still appears to describe a different failure mode than 15980 and is unrelated to 13244.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different topics entirely: Tapas tokenization vs. model loading failure. Same broad library, not the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model download/load errors, but 15980 is specifically a private-model login/auth error while 16618 is a generic inability to load bert-base-uncased; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 18, + "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": "7ab7a7b3204dfa2d2d0d2ea2b6df2c57fdb6e6eda22129df32fcc548feaa0adb", + "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 separate community-contribution issues for different features: Flash Attention 2 support vs GGUF support. They share only a generic contribution framing, not the same underlying bug or change request.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities and code paths: Flash Attention 2 architecture support is unrelated to GGUF support. Similar wording about community contributions is too broad to treat as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:46222", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:46222", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:46222", + "issue:43834|issue:44365", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "940aaa18b4ee3a8962be8e8fc31f23c076d542695a415d37a3210c24adee3c04", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13686, + "estimated_input_tokens": 3422, + "estimated_eval_tokens": 7100 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13686, + "estimated_input_tokens": 3422, + "estimated_eval_tokens": 7100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by i18n translation-request issues. The explicit language-specific issues are clearly separate requests, and the templated placeholder issues are too ambiguous to safely merge without a concrete language target.", + "confidence": 0.68, + "canonical_issue_reason": "issue:46222 is the newest open issue and the best representative of the repeated i18n translation-request template in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46222 is the most current open issue among the near-identical templated entries, so it is the best single representative if one issue must anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-request issue versus a templated placeholder entry; no explicit target or shared artifact evidence that they are the same request." + }, + { + "left": "issue:27088", + "right": "issue:46222", + "accept": false, + "reason": "Turkish translation request does not match the ambiguous templated entry as a concrete duplicate." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; similarity is only at the generic i18n translation-template level." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Distinct translation request; the shared wording is too broad to treat as the same issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate issues, not the same underlying change." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish are different language targets, so this is not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request versus an ambiguous templated entry; no concrete evidence of the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; the overlap is only the generic i18n docs template." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request does not match the templated entry as a clear duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request versus a generic template entry; too little concrete evidence to merge." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is a separate language-specific issue, not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; the similarity is only template-level." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and the placeholder-titled issue are not demonstrably the same bug/change." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian and Thai translation requests are distinct issues." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look like template-matched translation requests, but there is no concrete language target or issue linkage proving they are the same request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Near-identical template text is not enough here; this could still be a separate language request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Ambiguous placeholder issues with no explicit target language; reject as potential distinct requests." + }, + { + "left": "issue:43834", + "right": "issue:38435", + "accept": false, + "reason": "The explicit Romanian request is not proven to be the same as the placeholder-titled issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Extremely similar template text, but lacking a concrete target language or issue linkage, so do not merge." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Template similarity alone is insufficient to treat these as the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder template issue and Thai-language request are not clearly the same request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "These are only similar at the generic template level; no concrete evidence they are duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue versus Thai translation request; not a safe duplicate match." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-titled translation issue and Thai-language request are distinct enough that a duplicate merge would be unsafe." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 18, + "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:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "67f4eb186b5a24dbb5e67d21309d24e4bfc19b207194024888954b222bf5b0d6", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose set of model-request issues across different modalities (text, vision, audio, ASR/TTS, detection). The titles are thematically similar, but none look like true duplicates of the same concrete request.", + "confidence": 0.31, + "canonical_issue_reason": "issue:42738 is the most generic, cross-cutting model-architecture request in the set and is the best broad anchor for the BERT-family subset, though the overall cluster is only loosely related.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 best represents the broad 'add support for a model/config variant' theme that loosely ties the cluster together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models and tasks: EuroBert config vs DEIMv2 object detection." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Text model config request vs Qwen3 TTS support; same library area, different change." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model; unrelated model families." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both are detection-related, but RF-DETR and DEIMv2 are distinct architectures and requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection model vs audio model request; not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR addition is unrelated to OpenAI weight-sparse transformer support." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Detection model request vs Qwen3 ASR support; different modality and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Detection model request vs Qwen3 TTS support; only broad topical overlap." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT text-model request vs Qwen3 ASR support; different model family and modality." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition and sparse-transformer support are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model vs audio model; no shared concrete change." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR detection request and NeoBERT request are different model families." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; both text-model-ish but distinct requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3 ASR support; different model and modality." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and sparse-transformer support do not target the same code path." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; both are model additions, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 request vs Voxtral TTS support; different model families and functionality." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 detection request vs Qwen3 TTS support; different underlying change." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT model addition vs Qwen3 ASR support; unrelated model targets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3 TTS; same general area, not the same request." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT addition and BERT-like models with RoPE are not the same concrete model request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support request vs Voxtral TTS support; unrelated modalities." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3 TTS and Qwen3 ASR share a family but request different capabilities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but Qwen3 TTS and Voxtral TTS are different models and changes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support request vs DeepSeek-OCR2; different model class and use case." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support request vs sparse-transformer request; no same underlying bug/change." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support request vs audio model addition; related area but different model and implementation." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support request vs vision-language encoder request; different modality and code path." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model request vs SAM3-LiteText; distinct model families." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "TTS model request vs audio model request; not a duplicate." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer model request vs EUPE perception encoder request; unrelated models." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3 ASR support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR support request vs Voxtral TTS support; same audio umbrella, different concrete request." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT text-model request vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support request vs OCR model addition; different modality and code path." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "Both are vision-language encoder/pretraining requests, but EUPE and TIPSv2 are distinct models and not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 18, + "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": "9b1b684bae0bfde421bb2e6658719c5fc885d026d41eb5478a35213bbc9049fd", + "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 two issues are not duplicates: one is about Set Block Decoding, the other about DeepSeek v3.2 support. They mention different product areas and different requested changes.", + "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 underlying requests: decoding behavior vs model support; no indication they describe 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": "issue", + "component_index": 8, + "component_count": 18, + "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": "77bd21d27fdc318e321cc64bb1bf59dd8057cca98476f77e414092cbeff7ab08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related by Trainer customization, but they describe different problems: unused-column handling vs FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43598 is the more concrete Trainer customization request; 43600 is a separate metrics/accounting concern.", + "canonical_pr_reason": null, + "best_issue_reason": "43598 is the better cluster representative because it is a specific, actionable Trainer behavior change rather than a broader estimation question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying changes: one asks to revisit `remove_unused_column`, the other asks to account for custom trainers in FLOPS estimation. Shared Trainer context is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 18, + "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": "e02adba0bf8c1b93f20813215517dcb4e3d9e4d9b30e24d1674b2e5896965e9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues request different Qwen-related enhancements: one for Qwen3-Omni auto-registration, the other for Qwen3.5 sequence classification support. They are related by model family but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader request and the better representative if a single issue must be chosen, but it does not duplicate issue 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the more general auto-model registration request; issue 44405 is a separate, narrower head-support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model variants and different capabilities requested: auto-registration for Qwen3-Omni vs sequence classification support for Qwen3.5." + } + ] + }, + "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": 18, + "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": "7ec0fbd37750b201c40434c948a24af5ff4887e14431d59bfbbcfcefec1770cc", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "One outlier issue (\u201cFett\u201d) appears unrelated; the three \u201chuggingface\u201d issues are highly likely duplicates of the same sparse report and should cluster together.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43859 is the best representative among the duplicate-looking \u201chuggingface\u201d reports because it has the same title as the others and the only discussion activity in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the strongest cluster anchor: same title as 43845/43846, similar minimal content, and slightly more activity than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no evidence of the same underlying problem; this does not look like the same report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no shared concrete problem details; likely unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no concrete overlap beyond both being short issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title (\u201chuggingface \u201d) and near-identical sparse issue shape, so they likely describe the same underlying report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and very similar minimal metadata/body pattern; likely duplicate reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and near-identical sparse report structure; likely the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 43835 has a different title, while 43845/43846/43859 all share the same title and similarly sparse metadata. The soft-edge acceptances for the three hugggingface issues are conservative enough given the identical titles and close similarity scores, and the choice of 43859 as canonical is supported by its extra discussion activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 18, + "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": "9863e338842f69b97a7fd336923b6fc8153e1ae8dc27a4b2075d6e3453ad8125", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not appear to describe the same underlying bug or change; they are mostly spam/generic noise with no concrete shared problem statement.", + "confidence": 0.96, + "canonical_issue_reason": "No issue is a credible canonical: the titles are either spam, a generic documentation suggestion, or an unrelated promotional phrase, with no concrete bug description to anchor deduplication.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue candidate exists for deduping this cluster; issue 44937 is slightly more substantive-looking by title, but it still does not indicate the same problem as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like titles; no evidence they refer to the same real issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like titles; no shared concrete bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a generic documentation suggestion; not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam title vs unrelated promotional/title phrase; no duplicate signal." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion and spam are not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion and spam are not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but there is no evidence of the same underlying bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam title vs unrelated promotional/title phrase; no concrete overlap." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam title vs unrelated promotional/title phrase; no concrete overlap." + } + ] + }, + "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": 18, + "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": "bdb45e14b5ba358573eba1a8493b7435f7e562cdfc696a63b26dad55bbd55e4c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and strong body similarity, but there is not enough linking evidence to confidently treat them as a duplicate pair; #45145 is the best canonical representative.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created slightly earlier and has an inbound reference, while matching the same title and highly similar content as #45151.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it is the earliest matching report and already has a bit more discussion linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The evidence only shows the same title and a soft text-similarity signal; there are no shared files, explicit targets, or direct links to ground a confident true-duplicate claim." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the soft-edge verdict overstates the evidence. The packet supports only same title, similar size, and a soft_similarity signal (Jaccard ~0.63) with no shared files/targets or explicit links; it does not ground a confident \u2018true duplicate\u2019 or \u2018near-identical bodies\u2019 claim. The canonical issue choice is fine, but the duplicate verdict should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 18, + "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": "66b7c7713c06921f91b625ff9e9e3f40ceb804acb03b06d9886d9d81aa28b4c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to 4-bit inference and quantization behavior, but they describe different failures and different code paths: one is a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a `BitsAndBytesConfig` skip-module regression that drops the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #45674 is the better representative because it is open, more directly framed as a configuration regression, and appears easier to track as an actionable bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the best issue for the cluster since it names the specific 4-bit inference regression and likely reflects the active bug being investigated; #45672 is a separate, narrower Gemma4/audio failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference bugs, but the failures are different: `torch.finfo()` on `uint8` audio weights versus `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an AssertionError. Shared subsystem alone is not enough to treat them 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": 15, + "component_count": 18, + "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": "afc1660cb246fe71680915d2acda69eab5ff7f51b4b6ba92e69994a4d302e209", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates; they are separate name/date entries with no shared technical content or linking evidence.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: both are unrelated, contentless personal-name entries with different names and dates.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good duplicate anchor because there is no demonstrated underlying bug, feature request, or shared subject.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles only share a similar personal-name/date pattern; there is no evidence they describe the same underlying issue or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 18, + "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": "612a302576ebc80880c99e59aef076a38a83682ba4bbb2267d45dd7e522b57bd", + "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": "The two closed issues have only superficial similarity in title structure and appear to be unrelated personal-name entries, not duplicates of the same bug or task.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are different named entities with different dates and no shared problem description, targets, or repository context; this does 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": 18, + "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": "ee191d2f679a0c04688dec32200905a8e2c96cc943e3536b96f26465c81883c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are unrelated: one requests a new Qwen3_5 token classification/value-model class, while the other asks for FP8 training support. No duplicate or same-change signal is present.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more specific, concrete feature request; 46295 is a separate training-capability request.", + "canonical_pr_reason": null, + "best_issue_reason": "45810 is the best representative issue because it names a specific missing model class and use case, making it more actionable than the broader FP8 training request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests in different areas: model-class support vs FP8 training support. They do not appear to 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": 18, + "component_count": 18, + "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": "f09cd8f24015a8968014e1026d60e3fc907f8605274600ed68c149415ab35cfb", + "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": "This cluster contains three separate issue topics: a dataset sales/sample post, an 'Example: Financial time series prediction with DataForge' pair, and a 'DataForge: Financial time series + scraping service' pair. Only the exact-title duplicates within the latter two topic pairs look like true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it mixes unrelated topics. If forced to pick one anchor, issue 45870 is the best representative of the exact duplicate 'Example: Financial time series prediction with DataForge' pair because it is the earlier, more active copy.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the best global issue anchor only in the narrow sense that it is one of the exact duplicates; however, the cluster overall is too heterogeneous for a strong single canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: dataset bundle/sample post versus an example walkthrough about financial time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset bundle/sample post versus an example walkthrough about financial time series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and essentially the same issue content; these are duplicate reports of the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial domain, but one is an example prediction writeup and the other is a scraping-service integration request; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related financial domain, but one is an example prediction writeup and the other is a scraping-service integration request; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete requests: example prediction walkthrough versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests: example prediction walkthrough versus scraping-service integration." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and likely the same body; these are duplicate reports of the scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Summary is grounded in the packet, and the duplicate/ non-duplicate pair judgments are conservative. The two exact-title pairs (45870/45871 and 45872/45873) are supported by identical titles and body lengths, while the cross-topic pairs are reasonably rejected based on the titles. The cluster-level summary correctly notes the heterogeneous mix of topics." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46268" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:46048|pull_request:46268", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "92977153126cbf9ae96f27aa477a8b7c0072454fa0ae75748eb63801a80b0f2c", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40311, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40311, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs across model additions, docs, tests, and refactors. The only true duplicate pair here is the two fixed_cross_entropy changes in loss_utils.py; the rest are not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate loss-utils fix: it explicitly targets issue 43240, touches the exact bug path in fixed_cross_entropy, and is the more clearly scoped patch of the two.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest PR to keep as representative because it has the explicit issue linkage and directly fixes the cross_entropy kwargs propagation bug with minimal ambiguity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model integration and executorch dynamic-shape export tests are unrelated changes; same broad ML/infra repo area is not enough." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer methods and executorch export tests address different subsystems and different bugs." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API additions for MistralCommon are unrelated to adding the MobileLLM model." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and a new model implementation are distinct changes, not the same fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patches fix the same concrete bug in fixed_cross_entropy by passing supported kwargs through to nn.functional.cross_entropy; they are mergeable into one PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwarg forwarding and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "A loss utility bug fix is unrelated to Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export tests and Mistral4 test fixes do not target the same code path." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export coverage and adding MobileLLM are separate PRs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code and config-class resolution order are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model addition and Falcon output-interface refactoring are different code paths." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and the new model-creation skill are not the same underlying change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output refactor and Mistral4 test fixes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and a layrnorm-to-layernorm rename across CLIP-like models are different bug fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests and chat parsing serving updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Test fixes for Mistral4 are unrelated to adding a TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests do not overlap with config resolution ordering changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model tests and the model-creation skill draft are not the same change." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46268", + "accept": false, + "reason": "Both touch hub_kernels.py, but one adds a TDT loss kernel and the other adds ROCm AITER rope routing; they solve different problems and would not merge as one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and stays conservative. The only clearly mergeable duplicate is 43251/43254: both target issue 43240 and patch the same fixed_cross_entropy kwarg-forwarding bug. The rest of the pairwise rejections are appropriately cautious and do not overclaim mergeability from broad file or subsystem overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "6a58f9c9c18cc4c98a7b13027da51dc9cb6168697c7efda227d8f69e356a3ef3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about VibeVoice support, but they are not the same change: #40546 adds the core VibeVoice implementation, while #42781 is a later, draft follow-up for VibeVoice Realtime plus the acoustic tokenizer and generation changes. They overlap on shared model scaffolding, but the concrete change sets are different.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the more foundational PR: it introduces the main VibeVoice model/package/docs and is the broader base implementation. #42781 looks like an incremental extension for realtime and related tokenizer/generation pieces rather than the same PR.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the better representative PR for the cluster because it covers the core VibeVoice integration and is the more central change. #42781 is narrower and appears to build on that work with realtime-specific additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files alone are not enough: #40546 implements the base model, while #42781 adds realtime support and acoustic-tokenizer-related changes. They are related, but not the same concrete fix/change and would not plausibly collapse into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "a864ae47f4d53edbbff410e056d51fcb09500efbe7c9aaeee038d78f197d10bd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families, so this looks like a false soft match rather than a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR #40755 adds TimesFM covariate forecasting, while PR #41224 adds DINOv3 image classification support; they do not describe the same change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for duplication purposes because the two PRs address different code paths and feature areas.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different functionality, and different touched files/code paths; not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "76b9b4f47ba6312ecfd4739758130d721071263ee7b4b37bbef005172ef5185f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three independent model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) with similar scaffolding but different targets and codepaths; they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and implementations; overlap is only generic new-model integration boilerplate, not the same bug or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Both are model additions, but they introduce distinct architectures and files; they should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "3fbe526b15479afe9c75285bd82cfcdc6cfaebc1a6175eab3d66367157f942ef", + "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": "Two unrelated maintenance PRs: one upgrades workflow actions for Node 24 compatibility across many jobs, the other bumps docker/build-push-action and a few other action versions. They overlap in workflows but not in the underlying change or fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more representative Actions-upgrade change and touches the largest set of workflows, so it best serves as the canonical PR if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better cluster representative because it addresses the wider compatibility upgrade theme; PR 42976 is a narrower version-bump focused on Docker/build actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: these are both dependency/version bumps in GitHub workflows, but they target different action families and different goals (Node 24 compatibility vs latest action versions). Shared files alone are not enough to indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "a332ff08dabdefa0a186217f6fc2bd37acd4628fb38006b9d6a80f5d2506d208", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model-addition efforts with different model families and different code paths; the overlap is only in shared Transformers scaffolding (docs, auto mappings, tests).", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43451 is the most substantial and well-developed representative of this cluster: it adds a full model integration with multiple supporting modules, tests, and the highest review activity, while the others are also independent model additions.", + "best_issue_reason": null, + "best_pr_reason": "PR #43451 is the best single representative because it is the most complete model introduction and most heavily reviewed, making it the clearest exemplar of this cluster\u2019s general pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and different implementations: ViT NEPA vs Molmo. Shared files are generic auto/docs boilerplate, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct model additions with separate configs, processors, and model code; no shared bug or code-path fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM target unrelated model families; overlap is only in standard registration/docs updates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by naming but they are different model releases with different modules and features, so they are not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated additions; they touch different model stacks and do not fix the same code-path problem." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model integrations with different architectures and support files; similarity is only superficial framework plumbing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "3f08edce6f04fa50e34c228e0f1c54c8490bbbc06f1cbb947243d093ea97b1fe", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate PR cluster here: the three pull requests touch unrelated code paths (Whisper decoding, CLIP/ViT tests, and FP8 dequant/model loading).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43291 is the most concrete standalone fix, but it does not duplicate the others; it directly changes Whisper tokenization/decoding logic and associated tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #43291 is the best representative of a real bug fix in the set because it addresses a specific code-path change rather than being test-only or a broad unrelated refactor/fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different subsystems and different problem types: Whisper decode/tokenization logic vs. CLIP/ViT test edits with no shared underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated code paths: Whisper tokenizer decode fix vs. FP8 dequantization/model-loading changes for Mistral/FP8." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "No shared bug or mergeable common fix; one is test-only CLIP/ViT edits, the other is a dequantization fix across FP8/Mistral code." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "2c128b2a2d91bd8b30ab361f4fef4a563a5e1e62a568d3bc533e4d3efef4019a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: these are heterogeneous synthetic/test PRs touching different workflows, models, or deliberate test failures. The only high-similarity pair still changes unrelated code paths, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the PRs are unrelated test/fake-change submissions rather than the same underlying fix or change.", + "best_issue_reason": null, + "best_pr_reason": "No suitable best PR for deduping; each PR targets a different synthetic scenario or subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared ViT test filename is superficial; one updates setup/version/deps, the other adds OTEL/CircleCI and model/test plumbing. Not the same change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are repo-bot/test oriented, but they edit different areas: dependency/setup versioning vs workflow/comment CI and helper utilities. Different underlying changes." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch CI/testing infra, but the actual edits are distinct (self-comment CI and testing utils vs OTEL/migration plus separate test/model files). Not mergeable as one fix." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "This is the only stronger similarity signal, but the changes are unrelated: broad model/config/workflow edits vs intentionally failing ViT tests. Different code paths and purposes." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared test-file context only; one deliberately breaks ViT tests, the other changes CI/OTEL plumbing and unrelated helper code. Not 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": 10, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "4fc7b275d9eeab019bef3f5124f4d2f6b86506aea3837f0498979c9db3ef96c3", + "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 feature additions, but they implement different pipelines for different tasks and model integrations, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; shared docs/pipeline wiring is generic scaffolding, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for a duplicate cluster here; the two PRs target different user-facing pipelines and distinct underlying code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They share framework-level plumbing, but the actual features differ: concept segmentation vs visual segmentation, with different model coverage and task docs. Not the same concrete bug/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": 11, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "ace2351c91fe2e4ceaf3edbb3d369bf14f59472f84551ae56610c69e30c68b4a", + "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 PRs touch `trainer.py` but implement unrelated trainer behaviors: one changes gradient-accumulation loss scaling, the other exposes signature-column filtering for custom trainers.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR; the patches address different code paths and separate extension points.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong cluster representative because they are not the same underlying change and would not plausibly be merged into one PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different fixes in the same file: 43651 adds `_loss_is_scaled_for_ga` for GA loss normalization, while 43663 adds `_get_signature_columns` for column filtering. They do not share 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": 12, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "35f747dd09667b79a9d5ebf7cc4bd35ea961859f6ff79f13cecd4748af8fafb4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about `TypeAdapter` typing/import handling, but they fix different runtime problems with different code changes, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: one fixes annotation/runtime typing issues via `from __future__ import annotations`, while the other fixes a missing `pydantic` import by moving `TypeAdapter` under `TYPE_CHECKING`.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the clearest representative of a concrete user-facing `TypeAdapter` NameError in the CLI, with an explicit issue target and a narrowly scoped fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom, but different root causes and fixes: #43656 changes annotation handling and typing imports, while #43842 addresses `TypeAdapter` being unavailable at runtime when `pydantic` is not installed. They are not the same underlying bug and would 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": 13, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + 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"right": "pull_request:44072", + "accept": false, + "reason": "Different model families and implementation details; not the same concrete fix." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa; shared issue target does not imply duplicate PRs here." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; these are distinct model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT have different output paths and are not mergeable as one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same file family; effectively the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model implementations, so not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model paths and separate refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet-style vision refactor vs GPT-J/CodeGen language-model refactor; not duplicates." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model paths despite similar decorator usage." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and concrete code changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; same pattern, different underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate code paths and not the same fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are distinct refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific PRs." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen: similar infrastructure work, but not the same code-path problem." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model 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"reason": "GPT-2 vs GPT-Neo are different model families." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are not the same code-path problem." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44019", + "accept": false, + "reason": "Segformer vs ResNet: related pattern, but distinct changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet are unrelated model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "Different model families and different output-tracing implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT are different concrete code-path changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated model-specific fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate refactors with different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; same broad theme, not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5 are unrelated model-specific output tracing changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are distinct refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate output-tracing refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different code paths, not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are separate model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are distinct concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor targeting the same concrete path; 44722 is effectively the same change in more complete form." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path; they could plausibly be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different architectures and refactor targets; not the same underlying bug/change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5 are different model-specific implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated concrete fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model paths; same tracing theme is insufficient." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: #43979 is the shared umbrella issue, and #44722 is a reasonable canonical PR representative because it explicitly targets that issue and is the later, broader GPT-J/CodeGen variant. The soft-edge verdicts stay conservative overall, with accepted pairs limited to same-family, same-path refactors that plausibly merge into one PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 29, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "99e1687742dc5b87622f836a8af8890a78ef05031c8c34e61cc118359e4d9986", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all separate model-specific PRs for the same broad standardized output-tracing refactor, but they target different code paths and should not be deduplicated together.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best representative because it has an explicit issue target and a concrete, well-scoped SpeechT5 output-tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone PR in this cluster: it is narrowly scoped, explicitly linked to an issue, and clearly describes the underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized-output refactors, but they modify different models (FocalNet vs ImageGPT) and different execution paths, so they are not the same PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are distinct model implementations; similar decorator/output-capture refactoring is not enough to treat them as one change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both touch output tracing, but one is MPNet and the other is VisualBert, with separate model-specific logic and no shared bug fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model refactors in MPNet and TextNet; they share a theme but not the same concrete code-path problem." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; the diffs indicate similar migration work, not a duplicate change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different models and the diffs address different implementations of output capture, 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": 15, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "82bfe93c766a90333091afc972c672331adaf75ff25d49c8e1487134c450cd71", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39783, + "estimated_input_tokens": 9946, + "estimated_eval_tokens": 20148 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39783, + "estimated_input_tokens": 9946, + "estimated_eval_tokens": 20148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly parallel, model-specific refactors of output tracing/can_return_tuple across different architectures, not duplicates of the same bug or change. The shared theme is too broad to merge any pair into one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest representative of the cluster: it spans two related Mamba-family files and includes the most substantial tracing/output-capture refactor among the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best global representative of this cluster because it most clearly captures the shared output-tracing refactor pattern while still being a concrete, self-contained code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model implementations and code paths (`timm_backbone` vs `upernet`)." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are tracing refactors, but they target unrelated model wrappers (`timm_backbone` vs `vision_text_dual_encoder`)." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and files; not the same underlying fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Shared helper usage, but separate Mamba-family models and distinct forward paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model families; same broad tracing refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are different code paths; this is only a similar cleanup." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and outputs; not one mergeable fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Both refactor output handling, but across unrelated models (`mobilenet_v1` vs `depth_anything`)." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and VisionEncoderDecoder are separate implementations, not the same bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Same theme, but SpeechEncoderDecoder is a different wrapper/code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `univnet`); not the same concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Vision-text dual encoder and UperNet are unrelated implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Shared tracing refactor motif, but different model internals and no common code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "These touch different model stacks; similar decorator cleanup only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet vs UperNet are unrelated models, so this is not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and modules; only superficially similar output-tracing work." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Same refactor style, but not the same model or bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are different code paths; not mergeable as one fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Mamba-family refactor vs semantic segmentation refactor; distinct changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are Mamba/decoder-related cleanup, but the changed forward logic is different and not one concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone tracing refactor and CodeGen forward signature refactor are unrelated." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen have different forward semantics; not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and code paths; only a shared refactor theme." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder vs CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are separate models; this is broad tracing cleanup, not one bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder stacks; not the same code-path problem." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint do not share the same implementation path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; similar output-tracing refactor only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are unrelated changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated model code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Two different seq2seq wrappers; same theme, not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are separate implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and forward paths; not a duplicate fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR do not share the same bug or change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate model-specific refactors, 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": 16, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "58b79c4450d9f0800d0d742d26682d7ec3fb55204a8dfc82ec471f680873edf4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are separate model-addition pull requests for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share broad HF integration boilerplate, but not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45075 is the best representative of the cluster only in the sense that it is the most complete-looking standalone model addition; the others are distinct model drops, and 45401 is still draft.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest general exemplar of this cluster\u2019s pattern because it has a full implementation surface (modeling, processing, tests, docs, conversion support) and is more mature than the draft Voxtral PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model implementations for different architectures/models (PenguinVL vs Voxtral TTS). Shared auto/docs plumbing is generic and not enough to indicate the same concrete change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "These add different models (PenguinVL vs DeepSeek-OCR-2). Overlap is only in common Transformers integration files, not the same underlying code-path fix or feature." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions for different targets (DeepSeek-OCR-2 vs Voxtral TTS). Similar files are standard model-registration boilerplate, so they should not be merged together." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "53934aaca4ed22d1e5cafdb0b210e8c6cf0c65af1b555e5aae02d49e6ed18ef9", + "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": "The two PRs are thematically related around module/kernel fusion, but they implement different layers of the stack: one adds a general Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading. They do not look like duplicates of the same concrete change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the broader, more concrete implementation: it touches the runtime integration points, KernelConfig plumbing, and includes a usage example. PR #44979 is a separate foundational API addition, so #45363 is the better representative if one PR must be chosen for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related area, but different change scope and code paths: #44979 adds a standalone Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig across model loading/integrations. They could coexist and are not the same mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "28c043a39bda6b39637fe0fb125a4291346e28fdf06d2873cd4b64c3313cffdd", + "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": "The two PRs are effectively duplicate fixes for the same AttributeError in `_patch_mistral_regex` / Mistral regex patching, with the same core code change in the same file. PR 45317 is the better canonical PR because it includes the fix plus tests.", + "confidence": 0.96, + "canonical_issue_reason": "Both PRs explicitly target issue #45081, which appears to be the shared underlying bug report for the Mistral pre-tokenizer AttributeError.", + "canonical_pr_reason": "PR 45317 is the strongest representative: it implements the same fix as 45086 and also adds test coverage, making it the more complete change.", + "best_issue_reason": "Issue #45081 is the shared upstream problem both PRs are trying to resolve.", + "best_pr_reason": "PR 45317 is the best overall PR for the cluster because it covers the same bug fix and includes tests, while 45086 is a smaller subset of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in `_patch_mistral_regex`, same touched code path/file, and 45317 is just the more complete version with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "2e1db07bab4446e00bd6f59681ac047db79c8fddf112b5666db260e2602d3691", + "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 overlap on NemotronH internals, but they are not the same change: #45115 is a focused refactor/conversion-mapping update toward GraniteMoeHybrid compatibility, while #45569 is a broader model-splitting and documentation/test update for NemotronH dense/sparse variants.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: #45115 and #45569 address related but distinct code paths and scopes, so they should not be collapsed as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best representative PR for the NemotronH work because it is the broader, more complete implementation covering new model variants, auto-mapping, docs, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files are not enough: #45115 is a narrow inheritance/conversion-mapping refactor, while #45569 introduces dense/sparse model splits plus docs/tests. They do not appear to fix the same concrete bug or be mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "a9fa4008cbc9079bb3dfa1a6fc618239651be37d9173535f3c98805c1c2fe742", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related heterogeneous-transformer workstreams, but they are not duplicates: one adds heterogeneous config/per-layer config support, the other adds broader heterogeneous modeling/runtime support built on top of it.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more central change set: it implements heterogeneous per-layer config plus modeling/runtime integration, while 45333 is the narrower config foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best representative of the cluster because it spans the main end-to-end heterogeneous model support rather than only the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but distinct scope: 45333 adds heterogeneous config/per-layer config infrastructure, while 45332 adds heterogeneous model/runtime support and only depends on that foundation. They are not the same concrete change and would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "730da11bd650f3df06f342e0282f69539a531c5f17f6c5c99d45fe70581383ba", + "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": "These are related by type-checking work, but they are not duplicates: PR 45415 is a broad repository-wide typing sweep, while PR 45425 is a narrower typing cleanup centered on modeling_utils/PEFT-related protocols and helpers.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader umbrella change and the more representative PR for the cluster, since it touches many files and sets typing-ignore policy across the tree.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the better representative artifact overall because it is the larger, more general type-checking pass; PR 45425 looks like a targeted follow-up rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared files are incidental. 45415 is a broad type-checking sweep across src/transformers/*, while 45425 adds specific typing protocols and support for modeling_utils/PEFT-related code paths. They address different underlying changes and would not plausibly be merged into one PR as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "b326de6ee5e36c07ff97fc8e9327e6e8c743313e968c9df6d6252b5dd9c7fc27", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4859, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4859, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one fixes multi-token cached forward for Qwen3.5/GDN linear attention, while the other fixes Mamba2 use_cache behavior when seq_len > 1. They touch different model families and different code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs in different architectures (Qwen3.5 linear attention vs Mamba2 cache handling); they are not the same concrete fix 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": 23, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "995641cddffb6d502fe0e100e292fa102acc58718980a94f748bcd32fccce19b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs are related thematically around expert parallelism, but they fix different loading/broadcast failure modes in different code paths, so they should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster because it addresses a concrete EP loading corruption bug with a focused fix in model loading and associated EP integration code, whereas #45548 is a separate accelerate/DeepSpeed ZeRO-3 configuration/loading issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best overall PR candidate because it targets a specific, user-visible correctness problem and has the broader set of code changes tied to that bug; #45548 is narrower and solves a different EP-related configuration serialization/loading path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention expert parallelism, but #45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while #45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. Different concrete bugs and code paths, so not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "10b3ecdbe7010fe0729a0b0c3426a19b295c734511709c9ef76564f66ceb97a0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision problem, but PR #45645 is the more complete fix because it updates both the writer and the CI consumer of those artifacts.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45561 is the shared explicit target for both PRs and appears to be the originating bug report.", + "canonical_pr_reason": "PR #45645 is the stronger canonical PR because it covers the xdist-safe artifact write path plus the workflow changes needed to read multiple captured_info files in CI.", + "best_issue_reason": "Issue 45561 is the best issue because both PRs directly link to it and the change scope matches the reported problem.", + "best_pr_reason": "PR #45645 is the best PR because it is the most complete implementation of the fix and includes the downstream CI/log handling that PR #45639 lacks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs address the same underlying xdist collision in captured_info artifacts; #45645 extends the same fix with workflow support, so they are close enough to treat as duplicates/overlapping fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-3", + "nodes": [ + "pull_request:45720", + "pull_request:46023", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259", + "pull_request:46023|pull_request:46259" + ], + "prepared_review_unit_hash": "891ee12d0a65200cf73077e2742e0f15aaf4a209d5885059c5acf92f32028491", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate linter/modeling-rule changes. The apparent overlap is mostly shared docs/rule infrastructure and some shared model files, not the same concrete bug or fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46023 is the clearest standalone change in the cluster: it implements fixes for TRF016 across concrete model files, with a focused scope and direct code-path changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #46023 is the strongest representative artifact here because it has the most concrete implementation fix and a narrower, more actionable scope than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying rules and code paths: TRF003 changes return-tuple behavior in model forwards, while TRF018 adds a modeling rule for do_* flag consumption in image/video processors. Shared files are only broad framework overlap." + }, + { + "left": "pull_request:46023", + "right": "pull_request:46259", + "accept": false, + "reason": "Both are linter-rule PRs, but they target different rule numbers and different concrete problems. Overlap in docs and some model files is too broad to treat as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "ae37ee62401b612b8ee218e320094f8cf8a0cedaa3b8b5e37f57e4c55f0c072b", + "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 are related by the same high-level goal (SDPA dispatch support), but they target different model families and distinct code paths, so they are not duplicates of one another. The broadest and most representative PR is the wav2vec2_conformer/bert + SeamlessM4T/v2 one.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster: it covers multiple model families and has the largest implementation surface, making it the best anchor if one PR must represent the theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the strongest overall representative because it spans several architectures and includes the most comprehensive SDPA dispatch work in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Same general SDPA feature, but different model implementations (CTRL vs T5) and different concrete forward paths. They are not the same underlying bug/change and would not be merged into one PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "These target different model families and separate code paths (CTRL vs wav2vec2/seamless M4T variants). Shared SDPA theme is too broad to treat as a duplicate." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both add SDPA dispatch support, but for unrelated architectures (T5 vs wav2vec2/seamless M4T variants). Different implementations and tests, so not a duplicate pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "28099c6c5b7b5abe309f9c758b51380a6f80d950edc9842416ebab834535afb2", + "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 are related only by distributed/transformers overlap, but they do not look like the same change. PR 46126 is a focused EP + Trainer integration feature, while PR 46269 is a much broader distributed branch base touching many subsystems.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more specific, self-contained change; PR 46269 is a broad umbrella branch and not a duplicate of it.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative of the cluster\u2019s concrete change because it has a narrower, clearer code-path focus than the wide-ranging base PR 46269.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here: 46126 implements EP/trainer integration, while 46269 is a large base PR spanning many unrelated distributed components. They are not 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": 29, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "2328e5910cc125a2cd246a837b10461c8a58eda90420ae6de568b622fb1691cb", + "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 aim to remove direct source-file opening, but they fix different code paths in different modules: one hardens import-time resource resolution, the other changes a modeling_utils source-inspection heuristic. They are related in theme, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46152 is the broader infrastructure-style change around avoiding raw file opens when resolving package resources, so it is the more central theme representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the cleaner standalone bugfix: it targets a specific modeling_utils code path and includes tests, making it the strongest merge candidate among the two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Different concrete fixes in different modules; they share a general \"avoid open() for source reading\" theme but do not appear to solve the same bug or belong in one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/manifest.json b/snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..80f76149c78393438f777f5b6914adeb38ec0127 --- /dev/null +++ b/snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260530t120027z", + "artifacts": { + "hybrid": "snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-30T12:07:40Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260530T120027Z", + "variant": "hybrid" +} diff --git a/snapshots/20260530T120027Z/manifest.json b/snapshots/20260530T120027Z/manifest.json index 3ea8e02cea2f2eba43733d61f5e18c2b54a22d83..870ca3bb3607a3e2c05d309213a9f57aec2cf8b7 100644 --- a/snapshots/20260530T120027Z/manifest.json +++ b/snapshots/20260530T120027Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 73 }, "extracted_at": "2026-05-30T12:00:27Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260530t120027z", + "runs": { + "hybrid-model-20260530t120027z": { + "analysis_id": "hybrid-model-20260530t120027z", + "artifacts": { + "hybrid": "snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/manifest.json", + "model": null, + "published_at": "2026-05-30T12:07:40Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260530T120027Z", "watermark": {