diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 292186e8d6b42494bbfc382ae8b4c47573dd94c5..240c0c4bb4b8dc99b56cf3274590bf087cc9752d 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": "20260509T180029Z", - "generated_at": "2026-05-09T18:04:22Z", + "snapshot_id": "20260510T000023Z", + "generated_at": "2026-05-10T00:05:56Z", "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 b100d52c59f8a51afdc2d62527bf15504835f39b..229dab992f065c96463b59680e2b1bd7f0f2c848 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260509T180029Z", - "generated_at": "2026-05-09T18:04:22Z", + "snapshot_id": "20260510T000023Z", + "generated_at": "2026-05-10T00:05:56Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "6bf651a68b2d723bbbf9fa2370230f1543b4039ed2190305558c5fd903edea3a", + "prepared_review_unit_hash": "6ecb5e0f3a8a83d0a456d71df09f36534fc6fc3f219e64fd95715f0bbf3d4045", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only loosely related by theme, but they describe different problems: tokenization mismatch, private-model auth/error messaging, and a generic model-loading failure. I would not merge any of them as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue #16618 is the most generic and discussion-heavy of the three, so it is the best representative if one must be chosen, but it still appears to be a distinct bug from the other two.", + "summary": "These three issues are about different failure modes: Tapas tokenization behavior, a private-model download authentication/error-message problem, and a model-loading failure for bert-base-uncased. They do not look like the same underlying bug cluster.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 16618 is the most active and most general user-facing report in the set, but it is still a different problem from the other two.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best issue to anchor the cluster because it is the broadest model-loading report and has the most activity, but it should not subsume the others as a duplicate.", + "best_issue_reason": "16618 is the strongest representative only by discussion/activity, not because it matches the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization behavior matching TensorFlow code is a different subsystem and failure mode from being unable to load a model." + "reason": "Tapas tokenization mismatch is a different code path and symptom than a bert-base-uncased model-loading failure." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is about the error shown when downloading a private model without login, while #16618 concerns failing to load 'bert-base-uncased'; same area, but not the same bug." + "reason": "Private-model authentication/error-message handling is distinct from a generic inability to load bert-base-uncased." } ] }, @@ -84,8 +84,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -208,427 +208,415 @@ "issue:43541|issue:43828", "issue:36010|issue:39290", "issue:44841|issue:45084", - "issue:45800|issue:45823", - "issue:41093|issue:41762" + "issue:41093|issue:41762", + "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "f58c354d214dcb2df40150e9fa284b06a36d4ee3965eb8d0d583aa0bc5878760", + "prepared_review_unit_hash": "616cd81c38e8480ed7d8f53468498fdf7fd59fd92209ddc88a0170377250f824", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 71, - "serialized_chars": 48865, - "estimated_input_tokens": 12217, - "estimated_eval_tokens": 24690 + "serialized_chars": 48875, + "estimated_input_tokens": 12219, + "estimated_eval_tokens": 24694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated model-specific bugs and doc issues; only one pair looks like a true duplicate. The strongest duplicate is the Bert/DeepSpeed ZeRO-3 index-out-of-bounds reports.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43596 is the best representative because it states the core failure clearly and broadly (index 0 out of bounds with DeepSpeed ZeRO-3 and BertModel), and it has a strong duplicate counterpart in issue:43638.", + "summary": "Most pairs are false positives from broad lexical similarity. The only clear duplicate is the ZeRO-3 Bert index-out-of-bounds report pair; the rest differ by model, backend, or failure mode.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the real duplicate pair: it describes the ZeRO-3/Bert index-out-of-bounds failure clearly and can serve as the canonical target for issue:43638.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the clearest anchor for the shared Bert/ZeRO-3 out-of-bounds bug among the issues here; the rest are either different models, different error classes, or documentation cleanups.", + "best_issue_reason": "issue:43596 is the best issue to anchor duplicate triage because it is specific, reproducible, and has a true near-duplicate in issue:43638.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: one is a missing config attribute, the other is a streaming chat/completions API issue." + "reason": "Same project area (Qwen3.5) but different failures: config attribute error vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated problems: GPT-OSS on AMD GPUs vs an MPS histogram error in a MoE path." + "reason": "Different models and backends: GPT-OSS on AMD GPUs vs an MPS histogram/int error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and failure modes: image-preprocessor dtype mismatch vs AMD GPU runtime failure." + "reason": "Different bugs: Mistral-3 dtype mismatch in preprocessing vs GPT-OSS not working on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both mention dtype/runtime issues, but they are different models and different concrete code paths." + "reason": "Both are dtype/back-end themed, but they are unrelated model-specific failures with no shared code path." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS AMD GPU failure is not the same bug as GraniteMoEHybrid calling an invalid method." + "reason": "Different model families and symptoms: AMD GPU failure vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model-specific runtime errors; no clear shared code-path." + "reason": "Unrelated failures: Qwen-3 NVFP4 runtime error vs GPT-OSS AMD GPU issue." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Both are model/runtime failures, but one is DeepSpeed ZeRO-3 collectives and the other is ONNX export." + "reason": "Different subsystems entirely: DeepSpeed collective mismatch vs ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export issues: ModernBERT ONNX export vs Qwen3Moe FineGrainedFP8." + "reason": "Both are model/runtime issues, but one is ModernBERT ONNX export and the other is Qwen3Moe FP8 loading." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export and auto device-mapping cuda assert are unrelated." + "reason": "Different concrete problems: ONNX export vs auto device mapping cuda assert." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 doc cleanups, but they fix different stale references (pipeline tasks vs run command)." + "reason": "Both are v5 docs cleanup items, but they reference different removed docs/features and are not the same underlying issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug is unrelated to the GenerationMixin import error." + "reason": "Different code paths: ONNX export vs missing GenerationMixin import." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both are shape/device-style errors, but one is a mask/tensor index mismatch and the other is a Gemma4 PLE device-mapping bug." + "reason": "Both involve tensor shape/device problems, but the reports are about different models and different failure modes." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Similar index errors, but one is a ZeRO-3 Bert initialization bug and the other is a generic mask-vs-tensor shape mismatch." + "reason": "Similar error shape, but one is ZeRO-3 Bert index-out-of-bounds and the other is a generic mask/index shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad index-error wording, but the specific trigger differs: ZeRO-3 Bert init vs mask/tensor shape mismatch." + "reason": "Not the same bug: ZeRO-3 Bert loading failure vs a separate mask shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different issues: generic mask index mismatch vs GPT-OSS MoE tensor-parallel problem." + "reason": "Generic shape-mismatch IndexError vs a GPT-OSS tensor-parallel issue." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Embedding unpacking with TRL is not the same as a mask/tensor shape mismatch." + "reason": "Different failure mechanisms: mask/index shape mismatch vs Qwen3.5 embedding unpacking with TRL SFT." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is Bert ZeRO-3 index-out-of-bounds." + "reason": "Both involve distributed loading, but the specific failures and model paths are different." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying ZeRO-3 Bert bug with the same out-of-bounds error; 43638 is just a more specific reproduction." + "reason": "Same underlying ZeRO-3/Bert index-out-of-bounds bug; the titles differ only in model specificity." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy invocation is unrelated to GPT-OSS MoE tensor-parallel behavior." + "reason": "Liger Kernel cross-entropy routing issue vs GPT-OSS tensor-parallel failure; not the same bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different problems: detokenization regression vs LoRA save/load output mismatch." + "reason": "DeepSeek detokenization regression and LoRA save/load inconsistency are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is not the same as LoRA merge/save/load inconsistency." + "reason": "Different model/runtime issues: Qwen-3 NVFP4 error vs LoRA merge/reload mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are training-time failures, but FSDP checkpointing mismatch is different from the mask/tensor index error." + "reason": "Both are shape-related, but activation-checkpointing/FSDP mismatch is a different code path from the mask-index error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but the concrete failures are different and not the same code-path." + "reason": "DeepSpeed training weight-shape error is unrelated to the Jamba collective mismatch." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index-out-of-bounds is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "ZeRO-3 Bert loading failure vs GPT-OSS tensor-parallel issue." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP size mismatch and CustomTrainer keyword mismatch are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "Different model families and different failure classes." + "reason": "Activation-checkpointing tensor mismatch and compute_loss signature mismatch are unrelated." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Image-preprocessor dtype mismatch and invalid method call are different bugs." + "reason": "Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute missing and Mistral tokenizer regex patch crash are unrelated." + "reason": "Gemma3 vLLM config attribute error is unrelated to the Mistral tokenizer regex patch crash." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS MoE tensor-parallel issues are different." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as the GPT-OSS tensor-parallel bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and a Qwen-3 NVFP4 runtime issue are different problems." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRl SFT embedding unpacking failure is unrelated to GPT-OSS MoE TP behavior." + "reason": "TRL embedding unpacking issue is unrelated to GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpoint/activation mismatch is unrelated to auto device-map cuda asserts." + "reason": "FSDP checkpointing mismatch and Qwen3 auto-device-map cuda assert are different failures." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mistral-3 image dtype mismatch and MPS histogram-not-implemented are different bugs." + "reason": "Mistral-3 preprocessing dtype mismatch vs MPS histogram/int limitation." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Grouped_mm tracing error and image-preprocessor dtype mismatch do not share the same underlying bug." + "reason": "Different model paths and error types: torch dynamo grouped_mm tracing vs image-preprocessor dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch and Qwen-3-8B-NVFP4 runtime failure are different concrete problems." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is not the same as the MPS histogram error." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different models and different failure modes." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "NVFP4 runtime failure and TRL SFT embedding unpacking are unrelated." + "reason": "Different models and failures: autocast dtype mismatch vs Qwen-3 NVFP4 runtime error." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy path is not the same issue as Qwen3.5 embedding unpacking." + "reason": "Liger Kernel cross-entropy call issue is unrelated to Qwen3.5 embedding unpacking." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both mention ZeRO-3 and index errors, but Gemma3 loading and Bert initialization are different bugs." + "reason": "Both mention ZeRO-3 index errors, but Gemma3 loading and Bert loading are different concrete bug reports." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions from v5 removals, but they concern different removed references." + "reason": "Both are docs regressions, but they concern different removed items and are not duplicates." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Different bugs: dtype mismatch vs video StopIteration in Qwen3-vl-embedding." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram-not-implemented are different runtime errors." + "reason": "Autocast dtype mismatch and MPS histogram/int error are unrelated." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl video processing failure is unrelated to the MPS MoE histogram issue." + "reason": "Different models and failure modes: video StopIteration vs an MPS kernel limitation." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "These are both floating-point/runtime issues, but not the same model, layer, or error path." + "reason": "Liger Kernel cross-entropy routing issue is not the same as Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer API keyword mismatch are unrelated." + "reason": "Distributed collective mismatch and trainer compute_loss kwarg incompatibility are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation checkpointing bug and GenerationMixin import failure are unrelated." + "reason": "Activation checkpointing/FSDP mismatch is unrelated to the GenerationMixin import error." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy invocation and mask/index shape mismatch are different bugs." + "reason": "Liger Kernel cross-entropy issue is unrelated to the generic mask/index shape mismatch." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "These are separate docs issues: text-classification return_all_scores vs removed run command." + "reason": "Both are documentation issues, but they refer to different deprecated APIs and different docs pages." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3-related index errors, but they occur in different model initialization paths." + "reason": "Same broad ZeRO-3 loading area, but Gemma3 and Bert reports are not clearly the same underlying bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Missing sliding_window_pattern and cudaErrorAssert on device mapping are not the same defect." + "reason": "Gemma3 text-config attribute error and Qwen3 auto-device-map cuda assert are different model-specific bugs." }, { "left": "issue:44841", - "right": "issue:45823", - "accept": false, - "reason": "Processor failure for Voxtral-Mini is unrelated to Gemma4 device-mapping mismatch." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Cross-entropy being called under Liger Kernel is unrelated to a video-processing StopIteration." - }, - { - "left": "issue:43866", - "right": "issue:44863", - "accept": false, - "reason": "Different model loading failures for different checkpoints." - }, - { - "left": "issue:43854", - "right": "issue:43866", - "accept": false, - "reason": "Both are loading/test failures, but they involve different models and likely different causes." - }, - { - "left": "issue:39290", - "right": "issue:43531", + "right": "issue:45084", "accept": false, - "reason": "Both mention sliding_window, but Gemma3TextConfig and Qwen3-MoE are different config bugs." + "reason": "Processor failure for Voxtral is unrelated to the template-node compilation error." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Generic mask/tensor shape mismatch and ZeRO-3 Bert index-out-of-bounds are not the same issue." + "reason": "Mask/index shape mismatch and ZeRO-3 Bert index-out-of-bounds are different failures." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version compatibility and Pydantic PretrainedConfig field breakage are unrelated." + "reason": "Torch version incompatibility and pydantic PretrainedConfig field regression are different issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 Bert index-out-of-bounds is unrelated to torch/transformers version incompatibility." + "reason": "ZeRO-3 Bert loading bug is unrelated to the torch/transformers incompatibility report." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model load failure and pydantic config-field breakage are unrelated." + "reason": "Whisper loading/runtime issue is unrelated to the pydantic model regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a streaming API failure; not enough to treat as the same bug." + "reason": "Both involve Qwen3.5 and chat usage, but one is a model crash in transformers chat and the other is a streaming API failure." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 lm_head weight tying and Ovis2 checkpoint corruption are different problems." + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." }, { - "left": "issue:45800", - "right": "issue:45823", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Torch/transformers compatibility and Gemma4 device-mapping mismatch are unrelated." + "reason": "GLM-4.7-Flash unit-test loading failure is unrelated to the Ovis2 checkpoint corruption report." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and load failures: corrupted checkpoint vs NemotronH checkpoint incompatibility." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to the MPS histogram/int kernel issue." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen-3 NVFP4 runtime error are different model-specific bugs." + }, + { + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "Both are shape/index runtime errors, but they are not the same code-path or model family." + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5/TRL embedding unpacking are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy routing issue is unrelated to the Qwen3-vl StopIteration bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation failure are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:43596 vs issue:43638, is a plausible duplicate on the shared Bert/DeepSpeed ZeRO-3 index-out-of-bounds failure. The other pairwise rejections are appropriately cautious and do not overclaim equivalence based on generic similarity alone." + "feedback": "The summary is grounded in the packet and stays conservative. The 43596/43638 pair is well supported as a near-duplicate ZeRO-3 Bert index-out-of-bounds report, and the other soft-edge rejections avoid overclaiming despite lexical similarity." }, "evaluator_used": true, "retried": false, @@ -644,8 +632,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -734,244 +722,244 @@ "issue:43828|issue:44928", "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "855b8f98540366ed93fc12f1017303dc3eb375868b28381b17c0260c71659dc5", + "prepared_review_unit_hash": "56e0ea3808b14e624c576e290464fb05ccb11227a14cb973ef75bd093dd0c803", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37471, - "estimated_input_tokens": 9368, - "estimated_eval_tokens": 18992 + "serialized_chars": 37475, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are false positives across unrelated model-, config-, and runtime-specific regressions. The only clear duplicate cluster here is the Transformers v5 non-persistent buffer corruption regression (43644/43950/44534).", - "confidence": 0.91, - "canonical_issue_reason": "issue:43950 is the clearest representative: it states the regression mechanism explicitly (`from_pretrained` corrupts non-persistent buffers) and matches the same underlying bug as 43644 and 44534.", + "summary": "Most items are distinct model- or release-specific bugs. The only clear duplicate set is the v5 non-persistent-buffer regression trio.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the clearest, most specific statement of the shared bug: `from_pretrained()` corrupts non-persistent buffers in Transformers 5.x.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best global issue representative because it is the most specific about the root cause and regression scope, making it the strongest anchor for the duplicate cluster.", + "best_issue_reason": "Issue 43950 is the best representative issue because it names the concrete failing path (`from_pretrained`) and the regression symptom directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: vLLM loading failure for PaddleOCR-VL vs adding GGUF/gpt-oss architecture support." + "reason": "Different failures: PaddleOCR-VL loading in vLLM vs gpt-oss GGUF architecture support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both involve config regressions, but the symptoms and fields differ (`pad_token_idx` vs `PretrainedConfig` pydantic breakage)." + "reason": "Both are v5 config regressions, but the missing `pad_token_idx` and the pydantic `PretrainedConfig` breakage are different bugs." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Quantization/OOM regression vs tied-weights regression; unrelated code paths." + "reason": "Different problem spaces: int4 memory/OOM vs tied weights in translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both mention MoE/GPT-OSS-like models, but one is a grouped_mm tracing failure and the other is a tensor-parallel support issue." + "reason": "Both involve MoE models, but one is a grouped_mm tracing error and the other is a tensor-parallel support issue." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different failures: autocast dtype mismatch in Phi MoE vs streaming chat/completions failure in Qwen3.5." + "reason": "Different code paths and symptoms: autocast dtype mismatch vs chat/completions streaming failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to the pydantic PretrainedConfig regression." + "reason": "`init_empty_weights` argument handling is unrelated to the `PretrainedConfig` pydantic regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Model-architecture support request vs streaming inference API failure; not the same bug." + "reason": "Model/architecture support vs streaming API failure; no shared concrete bug." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Broad version incompatibility complaints, but one is remote_code breakage and the other is a torch/transformers mismatch." + "reason": "Generic `remote_code` breakage vs torch/transformers version incompatibility are not the same issue." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to the PretrainedConfig pydantic regression." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the config-field regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing error vs missing Float8 storage type; different runtime failures." + "reason": "Tracing/grouped_mm failure is unrelated to missing Float8 storage support." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are indexing errors, but the shapes and triggers differ substantially." + "reason": "Both are IndexErrors, but the mask-shape mismatch and zero-sized tensor indexing are different bugs." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a relative embedding-quality complaint and the other is a pipeline/AutoModel nonsense-output report; not clearly the same bug." + "reason": "Both mention SigLIP2, but one is about worse text embeddings and the other about nonsensical AutoModel/pipeline outputs; not clearly the same concrete defect." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection issue is unrelated to torch-transformers version incompatibility." + "reason": "TensorBoard-without-TensorFlow backend handling is unrelated to the torch/transformers incompatibility." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image preprocessor/model dtype mismatch vs Qwen3.5 input-embedding unpacking failure; different code paths." + "reason": "Different failures: image preprocessor dtype mismatch vs TRL SFT embedding unpacking." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL SFT unpacking failure and an MPS histogram integer error are unrelated." + "reason": "Unpacking embeddings in Qwen3.5 and MPS histogram errors are unrelated MoE issues." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-code loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; too different to merge confidently." + "reason": "Both involve custom-code loading, but one is a leaf-directory cache collision and the other is wrong-module selection after save_pretrained; not the same concrete bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but the affected models and symptoms are different." + "reason": "Both mention tied weights, but the model families and failure modes differ." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization regression is unrelated to flash-attn fallback gating." + "reason": "Jupyter custom-model initialization and flash-attn fallback logic are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity anomaly on gpt-oss is unrelated to GLM5." + "reason": "Unrelated model/perplexity report vs a GLM5 issue." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttention linear_attention crash and tied-weights regression are different failures." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer algorithm discussion vs documentation typo; unrelated." + "reason": "An algorithmic DSA-indexer discussion is unrelated to a docs typo." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback checks." + "reason": "Qwen3-MoE FP8 failure is unrelated to flash-attn fallback checks." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is not the same as tied-weights regression." + "reason": "NemotronH checkpoint loading and tied-weight translation regressions are different bugs." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is unrelated to translation-model tied weights." + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error is unrelated to Qwen3.5/TRL input embedding unpacking." + "reason": "FSDP 2-D weight error is unrelated to TRL embedding unpacking." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a removed CLI command doc issue are not duplicates." + "reason": "A cache-strategy typo is unrelated to the removed run-command docs issue." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRl embedding unpacking failure vs GraniteMoEHybrid invalid method call; different bugs." + "reason": "Different failures in different model families; no shared code-path bug is evident." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization regression in DeepSeek-Coder is unrelated to Qwen-3-8B-NVFP4 runtime failure." + "reason": "Detokenization regression and `init_empty_weights` argument handling are unrelated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same bug: v5 corrupts non-persistent buffers; the titles describe the same regression from two angles." + "reason": "Same non-persistent-buffer regression in Transformers v5: both say `from_pretrained`/v5 fills or corrupts non-persistent buffers with junk." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Direct duplicate: both report the non-persistent buffer corruption regression in Transformers 5.x." + "reason": "Same underlying bug: Transformers v5 overwrites/corrupts non-persistent buffers during model loading." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen NVFP4 runtime error and GraniteMoEHybrid invalid method are different failures." + "reason": "Unexpected `_is_hf_initialized` argument and invalid method calls on GraniteMoEHybrid are unrelated." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs example errors for SigLIP2 are not the same as a broader text-embedding quality complaint." + "reason": "SigLIP2 docs-example errors and SigLIP2 embedding quality complaints are related only by model family, not the same concrete bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Qwen3.5 RLHF gradient explosion." + "reason": "Both mention dtype/precision problems, but autocast mismatch and RLHF NaN from 3D position_ids are different bugs." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted checkpoint vs generic loading noise; not the same underlying bug." + "reason": "Checkpoint corruption and loading noise are not the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the only accepted duplicate cluster (43644/43950/44534) is supported by the titles. The other soft-edge rejections are conservative and do not overclaim sameness." + "feedback": "The summary is grounded in the packet, and the only accepted cluster is well supported by the titles: 43644, 43950, and 44534 all describe the same Transformers v5 non-persistent-buffer corruption/regression. The rejected soft-edge pairs are stated conservatively and do not overclaim duplication from the available evidence." }, "evaluator_used": true, "retried": false, @@ -1052,8 +1040,8 @@ "issue:41553|issue:43881", "issue:42947|issue:44387", "issue:44403|issue:44451", - "issue:43643|issue:45020", "issue:43975|issue:45520", + "issue:43643|issue:45020", "issue:43054|issue:43493", "issue:43975|issue:45237", "issue:44403|issue:44488", @@ -1078,250 +1066,250 @@ "issue:42915|issue:45020", "issue:43638|issue:45823" ], - "prepared_review_unit_hash": "8491a9e4ac7e95899474a3eceebb38c3466f6ea5159376a1c3769c0c30fadff7", + "prepared_review_unit_hash": "846505c88f5c08bd3a8de30cce1ae3850e2737da3adaec4e0e33fdbaf5a3ad51", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38223, - "estimated_input_tokens": 9556, - "estimated_eval_tokens": 19368 + "serialized_chars": 38226, + "estimated_input_tokens": 9557, + "estimated_eval_tokens": 19370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated issue reports across different models and subsystems. The only clear duplicate families are the v5 docs/pipeline-removal reports and the SigLIP2 quality/discrepancy reports; the rest share only broad surface-level similarity.", - "confidence": 0.69, - "canonical_issue_reason": "43493 is the best anchor if choosing one issue: it explicitly describes the underlying SigLIP2 implementation discrepancy, which better captures the related SigLIP2 symptom reports than their symptom-only titles.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regression reports. I only see one plausible duplicate-style link: the two SigLIP2 issues, which both point to an HF-vs-reference implementation mismatch. Most other soft pairs are same broad area but not the same concrete bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43493 is the best root-cause report for the only convincing duplicate pair: it explicitly describes the SigLIP2 HF-vs-JAX implementation discrepancy, while issue:43054 reads more like a symptom report about degraded text embeddings.", "canonical_pr_reason": null, - "best_issue_reason": "43493 is the most informative and specific report in the set, and it best represents the underlying bug family rather than one narrow symptom.", + "best_issue_reason": "issue:45020 is the strongest cluster anchor overall because it is an open umbrella report for recent remote_code-related breakages and best matches the cluster\u2019s repeated loading/version-regression theme, even though many items are still not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failure modes and code paths: trainer API mismatch vs DeepSpeed ZeRO-3 index error." + "reason": "Different failures: trainer API change vs DeepSpeed ZeRO-3 loading index error." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "One is an import-name error for AutoImageProcessor; the other is a broad torch/transformers version incompatibility." + "reason": "Import error for AutoImageProcessor is unrelated to torch/transformers compatibility." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different models and different bugs: bad AutoTokenizer error message vs missing all_tied_weights_keys on Molmo." + "reason": "Different models and code paths: Voxtral AutoTokenizer error vs Molmo tied-weights attribute error." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are type errors, but the missing keyword and missing storage-object problems are unrelated." + "reason": "Both are incompatibility reports, but the concrete errors and subsystems differ." }, { "left": "issue:38175", "right": "issue:43054", - "accept": true, - "reason": "Both point to SigLIP2 behaving incorrectly in ways that suggest the same underlying implementation/discrepancy bug." + "accept": false, + "reason": "Both involve SigLIP/SigLIP2, but one is zero probabilities and the other is general embedding quality; not clearly the same bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding-quality complaint is unrelated to the broader tokenization-version-change report." + "reason": "SigLIP2 embedding quality issue vs a generic tokenization regression report." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different subsystems: flash-attn packed-sequence handling vs CPU-offload incompatibility in Qwen3.5 MoE rotary embedding." + "reason": "Different Qwen3.5 MoE problems: flash-attn packed-sequence handling vs CPU offload incompatibility." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Bad tokenizer error messaging and a GLM-4V loading failure are not the same bug." + "reason": "Unrelated model-loading failures for different models." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is gradient checkpointing/LoRA behavior and the other is int4 CUDA reserved memory regression." + "reason": "Gradient checkpointing/LoRA issue is not the same as int4 CUDA memory growth." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Unnecessary load-time noise is a logging/UX issue, not the same as failing to load a specific model." + "reason": "General loading noise vs a specific model load failure; not the same underlying bug." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "The first is a specific AutoConfig missing-fields bug; the second is a broad remote_code regression umbrella." + "reason": "Tokenizer detokenization regression and flash_attn import KeyError are unrelated." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Different areas: token detokenization regression vs import_utils KeyError on Python 3.13." + "reason": "Both mention remote_code, but one is missing fields in AutoConfig while the other is a broad compatibility report." }, { "left": "issue:43054", "right": "issue:43493", "accept": true, - "reason": "Both are SigLIP2 correctness/discrepancy reports and plausibly reduce to the same underlying implementation bug." + "reason": "Both point to the same SigLIP2 implementation discrepancy; one is the symptom, the other the root-cause report." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization and AMD GPU runtime support are unrelated." + "reason": "Deepseek tokenizer behavior vs GPT-OSS-20B on AMD GPUs are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "They both involve loading, but one is extra noise while the other is a specific model load failure." + "reason": "Both are load-failure-ish, but they involve different models and no shared concrete mechanism." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing inefficiency and Qwen3 MoE training memory usage are different problems." + "reason": "LoRA gradient checkpointing and MoE memory usage are different training issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model families and distinct load failures." + "reason": "Different model families and different failure modes." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FineGrainedFP8Config failure are unrelated." + "reason": "Gemma3 ZeRO-3 load error and Qwen3 MoE FP8 failure are unrelated." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3/LoRA, but one is cross-version incompatibility and the other is a warning about tie_word_embeddings." + "reason": "Different Qwen3/Qwen3.5 training warnings and failure modes; not the same bug." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support in MoE and Gemma4 PLE device mismatch are different bugs." + "reason": "MPS histogram/int dtype issue is unrelated to Gemma4 device mismatch." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Different manifestations in different models; detokenization is not the same as failure to load a BERT checkpoint." + "reason": "Tokenizer detokenization regression vs model loading failure are not the same issue." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a Qwen2.5 VL class and a bitsandbytes Int8Params constructor mismatch are unrelated." + "reason": "Import error for Qwen2.5-VL class is unrelated to bitsandbytes Int8Params incompatibility." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code breakage is not the same as a Gemma4 forward-pass device mismatch." + "reason": "Broad remote_code regressions and Gemma4 device placement are different bugs." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading failure vs flash-attn fallback gating are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Model-registration failure in tokenizer mappings is a different issue from broad remote_code regressions." + "reason": "Tokenizer mapping-name failure is a different code path from remote_code breakages." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device_map auto device mismatch are different execution-path bugs." + "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 PLE device mismatch are different problems." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "A broad remote_code regression is not the same as a tokenizer codec/fix_mistral_regex regression." + "reason": "Remote_code breakages and Kimi-K2.5 tokenizer regression are related only at a very broad version-regression level." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "Qwen3VL weight_only error and the GLM5 issue are unrelated model-loading problems." + "reason": "Whisper runtime failure and fbank feature extraction issue may be related, but not clearly the same underlying bug from titles alone." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crashing and flash-attn2 fallback blocking are different code paths." + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated." }, { "left": "issue:43827", "right": "issue:44509", - "accept": true, - "reason": "Both report the same v5 docs issue: removed pipeline tasks still referenced in documentation." + "accept": false, + "reason": "Both are docs-related pipeline references, but they are separate documentation cleanup reports." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied-weights bug in Mistral3 is unrelated to non-persistent buffer corruption on from_pretrained." + "reason": "lm_head tying bug and non-persistent buffer corruption are different regression types." }, { "left": "issue:43792", - "right": "issue:44220", + "right": "issue:43872", "accept": false, - "reason": "Whisper runtime failure and _torch_extract_fbank_features() complaints are too underspecified to treat as the same bug." + "reason": "Whisper/fbank failure and bitsandbytes storage-type incompatibility are unrelated." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading failure and flash-attn fallback gating are unrelated." + "reason": "MobileLLM load error vs flash-attn fallback gating are different issues." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE FP8 failure and remote_code regressions are different bugs." + "reason": "Qwen3 MoE FP8 failure and remote_code model-loading regressions are not the same bug." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "DeepSpeed ZeRO-3 with a non-pretrained BERT and Gemma4 PLE device mismatch are unrelated." + "reason": "ZeRO-3 Bert load failure and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and conservative. The summary matches the packet: most pairs are weakly related at best, while the v5 docs/pipeline-removal pair and the SigLIP2 cluster are the only defensible family-level matches. The SigLIP2 acceptances read as plausibly same-bug rather than proven exact duplicates, which is an appropriate level of caution." + "feedback": "The summary is cautious and supported by the packet. The only accepted soft edge, issue:43054 \u2194 issue:43493, is plausibly the same SigLIP2 discrepancy, and the other pair verdicts stay conservative by not over-duplicating broad but distinct regression reports." }, "evaluator_used": true, "retried": false, @@ -1337,8 +1325,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -1393,13 +1381,13 @@ "soft_pairs": [ "issue:43257|issue:43866", "issue:43940|issue:45313", - "issue:45161|issue:45823", "issue:43872|issue:44291", + "issue:45161|issue:45823", "issue:41553|issue:44991", "issue:42915|issue:43872", "issue:43854|issue:44863", - "issue:36331|issue:41093", "issue:44928|issue:45588", + "issue:36331|issue:41093", "issue:43257|issue:45305", "issue:41553|issue:44488", "issue:43872|issue:45538", @@ -1417,239 +1405,239 @@ "issue:43950|issue:45325", "issue:44560|issue:44918", "issue:43824|issue:43957", - "issue:42915|issue:43957", "issue:42617|issue:43366", - "issue:44661|issue:45823", + "issue:42915|issue:43957", "issue:36010|issue:42915", + "issue:44661|issue:45823", "issue:38175|issue:43994", "issue:43632|issue:45834" ], - "prepared_review_unit_hash": "4b607d2ec926aaab8873b57691419f0a7c960514b90f29db57d09a5c35e7f423", + "prepared_review_unit_hash": "f37d05c5d27101ba0be54f7851f3f289cf4c68d912396e16e19eab803a045e2d", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36777, - "estimated_input_tokens": 9195, - "estimated_eval_tokens": 18646 + "serialized_chars": 36775, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with a few loose thematic mini-clusters (custom model init/_is_hf_initialized, Qwen3.5 attention/position_ids, ZeRO-3 loading, tokenizer loading), but no strong duplicate group overall. No PRs are present.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43646 is the broadest, most generic report in the custom-model-initialization regression family, so it is the best provisional issue canonical; however, the cluster is too mixed to treat this as a true single-duplicate cluster.", + "summary": "The bucket is mostly heterogeneous, with only a few true duplicate subgroups. Clear matches exist for custom model initialization regressions, the _is_hf_initialized / init_empty_weights regression family, the mask-shape mismatch pair, and a couple of Qwen3/Qwen3.5 DeepSpeed or video-input regressions. No single issue cleanly represents the entire cluster.", + "confidence": 0.77, + "canonical_issue_reason": "43646 is the best canonical anchor among the actual duplicate subgroup because it states the core custom-model initialization regression broadly; 43645 is the notebook-specific variant of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the closest thing to a cluster representative because it captures the general Transformers 5 custom model initialization breakage without narrowing to a specific environment.", + "best_issue_reason": "Issue 43646 is the strongest representative of a true duplicate pair in this set, but the overall cluster is not a single coherent duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different models and failure modes: Qwen3 MoE conversion vs an Ovis2 checkpoint corruption report." + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate/deepspeed vs a corrupted Ovis2 checkpoint." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 loading failures, but they appear model-specific and not the same concrete bug." - }, - { - "left": "issue:45161", - "right": "issue:45823", - "accept": false, - "reason": "Tensor-parallel GPT-OSS MoE issue vs Gemma4 device-map mismatch; unrelated code paths." + "accept": true, + "reason": "Both describe DeepSpeed ZeRO-3 failing to load Qwen3-family weights, i.e. the same loader-path bug." }, { "left": "issue:43872", "right": "issue:44291", + "accept": true, + "reason": "Same _is_hf_initialized / init_empty_weights regression; 43872 is a bitsandbytes manifestation of the same bug." + }, + { + "left": "issue:45161", + "right": "issue:45823", "accept": false, - "reason": "Shared `_is_hf_initialized` theme, but one is bitsandbytes constructor incompatibility and the other is `init_empty_weights` loading." + "reason": "Both involve model-parallel-ish issues, but the concrete failures differ: TP on GPT-OSS MoE vs Gemma4 PLE device placement." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both concern tokenizers, but one is a bad error message and the other is a real loading regression for a different model." + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is a tokenizer load failure for a different model." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "FP8/Qwen3Moe failure and bitsandbytes `_is_hf_initialized` incompatibility are distinct bugs." + "reason": "Different failure modes and code paths: Qwen3Moe with FineGrainedFP8Config vs a global _is_hf_initialized/bitsandbytes incompatibility." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model loading problems, but they involve different architectures and likely different fixes." + "reason": "Both are model-loading complaints, but they target different architectures and likely different loader bugs." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "Trainer API keyword mismatch vs tensor mask shape mismatch; no shared code path." + "reason": "Qwen3.5 RLHF/Nan instability from 3D position_ids is unrelated to a flash_attention AttributeError on sink-less models." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Both touch attention behavior, but one is Qwen3.5 RLHF NaNs and the other is a flash-attention `s_aux=None` crash." + "reason": "Unexpected trainer kwarg and a mask/index shape mismatch are different bugs." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both are training-related, but one is missing Qwen3 MoE weight conversion and the other is gradient averaging with GAS." + "reason": "Qwen3 MoE weight conversion and DeepSpeed gradient averaging are separate training issues." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer-loading problems for different models; not the same bug." + "reason": "These are different tokenizer-loading problems for different models; no shared concrete code-path is evident." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "`_is_hf_initialized`/bitsandbytes incompatibility is unrelated to CLIPTokenizer's absurd `model_max_length`." + "reason": "A _is_hf_initialized constructor regression is unrelated to CLIPTokenizer's model_max_length default." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache group-type crash and NemotronH checkpoint loading failure are unrelated." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are different subsystems." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "The error text is similar, but there is no evidence these are the same underlying mask-shape bug." + "accept": true, + "reason": "Same indexed-tensor vs mask-length mismatch; 44805 looks like a duplicate report of the same error." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both involve Qwen variants and video/position handling, but they are different regressions with different symptoms." + "accept": true, + "reason": "Both are Qwen VL video-input regressions in transformers 5.3.0; 44560 is a specific stopiteration symptom of the broader regression." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed and void segmentation map processing are unrelated." + "reason": "DeepSpeed training weight-shape error vs void segmentation-map processing are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF GPT-OSS support and Phi-tiny-MoE autocast dtype mismatch are different issues." + "reason": "GGUF/gpt-oss support and a Phi-tiny-MoE dtype mismatch are unrelated." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug vs Gemma4 PLE device mismatch; separate failures." + "reason": "Both are Gemma4 issues, but one is an FSDP2 shared_kv_states bug and the other is a device_map='auto' forward mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen3/GPT-OSS style models, but one is GGUF support and the other is sliding-window behavior." + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index error are unrelated." + "reason": "Silent non-persistent buffer corruption is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both concern Qwen3.5 and attention, but one is torch.compile+SDPA and the other is flash-attention position_ids handling." + "reason": "Bamba torch.compile/SDPA failure and Qwen3.5 flash-attention memory access are different bugs." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These look like the same Transformers 5 custom-model initialization regression, with one being a notebook-specific manifestation of the same bug." + "reason": "Same custom model initialization regression in Transformers 5.0.0; 43645 just adds the Jupyter notebook context." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF GPT-OSS support and missing Float8 storage are different compatibility problems." + "reason": "gpt-oss GGUF support and missing Float8 storage type are unrelated." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Buffer corruption regression vs Qwen2.5-VL rope-index scaling bug; different code paths." + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope scaling are different regressions." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3.5 video/input handling, but one is a StopIteration video error and the other is embedding unpacking with TRL SFT." + "reason": "Both mention Qwen3.5, but one is a video-input regression and the other is unpacking embeddings with TRL SFT trainer." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing import for a specific model class vs meta-device loading breakage; not the same defect." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "FP8/Qwen3Moe and meta-device loading failures are different issues." + "reason": "Missing Qwen2_5_VL export and meta-device loading failures are different issues." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Cannot run 3d_parallel.py and GGUF GPT-OSS support are unrelated." + "reason": "A 3d_parallel.py runtime problem is unrelated to GGUF gpt-oss support." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "Tokenizer mapping bug and Gemma4 PLE forward device mismatch are unrelated." + "reason": "Qwen3Moe FP8 loading and meta-device model loading are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3Moe FP8 failure are unrelated." + "reason": "GenerationMixin import failure and Qwen3Moe FP8 loading are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping failure when adding a new model is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Both involve siglip2, but one is zero-probabilities behavior and the other is nonsensical AutoModel/pipeline output." + "reason": "Both concern siglip2, but one is zero-probabilities behavior and the other is nonsensical outputs with AutoModel/pipeline; not clearly the same bug." }, { "left": "issue:43632", - "right": "issue:45834", - "accept": false, - "reason": "`_is_hf_initialized` flag regression and Kosmos2.5 OCR long-input indexing are unrelated." + "right": "issue:43872", + "accept": true, + "reason": "Both stem from the Transformers v5 _is_hf_initialized change; 43872 is the bitsandbytes failure mode of that regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the cluster being mixed. The chosen representative/canonical issue (43646) is reasonable, the one accepted soft-edge pair (43645\u201343646) is supported by the titles and appears mergeable as the same bug, and the rejection reasons for the other pairs do not overstate similarity. No PRs are present, as stated." + "feedback": "The analyst stayed conservative and the accepted duplicate pairs are well grounded by the packet titles: 43645/43646, 43872/44291, 41093/44805, and the Qwen video/DeepSpeed pairs are plausible within the same bug family. The summary also correctly avoids claiming the whole bucket is one coherent duplicate set." }, "evaluator_used": true, "retried": false, @@ -1665,20 +1653,20 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ + "issue:36010", "issue:38175", + "issue:39404", "issue:39692", "issue:41720", "issue:42491", "issue:42915", "issue:43257", "issue:43317", - "issue:43404", - "issue:43454", "issue:43596", "issue:43638", "issue:43644", @@ -1736,8 +1724,8 @@ "issue:43854|issue:43931", "issue:41720|issue:42915", "issue:43708|issue:44075", - "issue:42491|issue:45276", "issue:43257|issue:43854", + "issue:42491|issue:45276", "issue:43856|issue:43873", "issue:42915|issue:44756", "issue:42491|issue:43931", @@ -1749,228 +1737,228 @@ "issue:42491|issue:45292", "issue:44488|issue:44991", "issue:45276|issue:45335", - "issue:43404|issue:43454" + "issue:36010|issue:39404" ], - "prepared_review_unit_hash": "230ca532b7367ac1ff35c6c1f129eb0e21193ca676efca0acc9278ecf032a488", + "prepared_review_unit_hash": "063b2ca454b689f48008dd2c5911e3b451ec8d83734f6fcebac87873c2f5fe0c", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36454, - "estimated_input_tokens": 9114, - "estimated_eval_tokens": 18484 + "serialized_chars": 36407, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of distinct Transformers regressions; only one pair is a clear duplicate. The strongest canonical issue is the non-persistent-buffer junk regression, with the later issue being a near-verbatim repeat.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43644 is the earliest and clearest report of the exact same non-persistent-buffer regression later restated in 44534, and its wording is broad enough to serve as the canonical issue for that duplicate pair.", + "summary": "This cluster is mostly heterogeneous, with only a couple of clear duplicate pairs. The strongest duplicate is the Transformers v5 non-persistent-buffer regression; a second plausible duplicate is the resize_token_embeddings failure across model variants.", + "confidence": 0.79, + "canonical_issue_reason": "No cluster-wide canonical issue: the node set spans many unrelated bugs. Among the duplicate candidates, the non-persistent-buffer regression is the clearest shared issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best issue to anchor the cluster because it is the cleanest exact duplicate target among the soft edges and represents a concrete, reproducible regression rather than a model-specific variant.", + "best_issue_reason": "44534 is the best representative issue: it states the Transformers v5 regression succinctly and broadly, and is the clearest canonical wording of the duplicate pair with 43644.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and different failure modes; both mention generation problems, but they do not describe the same underlying bug." + "reason": "Different audio bugs: batched inference token leakage vs Whisper empty-transcription handling." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config/loading validation, but the affected models and reported failures are different and not a clear shared code-path bug." + "reason": "Both are config-validation failures, but for different models and different failure modes." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Unrelated errors: a Qwen3-vl video StopIteration versus a tensor mask shape mismatch." + "reason": "Unrelated symptoms: Qwen3-VL video StopIteration vs a generic mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "One is a DeepSpeed/BertModel zero3 init crash; the other is a tokenizer-mapping limitation in add-new-model-like." + "reason": "Different code paths: ZeRO-3/Bert initialization vs tokenizer mapping in add-new-model-like." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different problems: dequantized model offload loading versus mmap OOM on Strix Halo." + "reason": "Both touch loading/offload memory, but one is a dequantized device_map failure and the other is a Strix Halo mmap OOM." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bug classes and code paths; one is zero3/BertModel indexing, the other is tokenizer mapping generation." + "reason": "Different bugs: ZeRO-3 Bert index error vs tokenizer mapping-name handling." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "No shared underlying bug beyond both being errors; the model/config contexts are unrelated." + "reason": "No shared underlying bug; tokenizer mapping logic and mask-shape indexing are unrelated." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is bad probabilities and the other is a documentation example with multiple setup errors; not the same concrete bug." + "reason": "Same model family, but one is zero probabilities and the other is a doc-example/model-processor mismatch plus quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-verbatim duplicate: both report Transformers v5 filling non-persistent buffers with junk." + "reason": "Same Transformers v5 regression: non-persistent buffers are filled with junk." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen3.5, but one is ZeRO-3 loading of language_model weights and the other is save_pretrained writing wrong visual encoder keys." + "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is bad save_pretrained visual-encoder keys." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different concrete tokenizer behavior." + "reason": "Both are tokenizer regressions, but they affect different model families and different concrete tokenization paths." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different failures; no shared bug is evident." + "reason": "Different models and failures; GLM5 is not the same bug as Qwen3.5 flash-attention generation." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but the titles do not identify the same underlying defect or code path." + "reason": "Both are model-loading failures, but there is not enough evidence they share the same root cause." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different subsystems: LoRA/qwen3_moe compatibility versus BitNet packed-weight handling." + "reason": "Different domains: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are loading issues, but the reported model-specific failures are different and not clearly the same bug." + "reason": "Different model-loading bugs for different architectures and failure types." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is not the same issue as FineGrainedFP8Config failure." + "reason": "Both involve Qwen3-family failures, but one is device_map/cuda assert and the other is FineGrainedFP8Config." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Training schedule math versus optimizer argument handling; unrelated bugs." + "reason": "Unrelated training scheduling vs optimizer-argument usage bug." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "One is Qwen3 MoE LoRA compatibility; the other is resize_token_embeddings not propagating in Gemma4." + "reason": "Different subsystems and models: Qwen3 MoE accelerate/deepspeed loading vs GLM-4.7 test loading." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE weight conversion during accelerate+deepspeed is unrelated to GLM-4.7-Flash load failures." + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs Gemma4 embedding resizing." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Memory-usage complaint versus quantization/offloading behavior; too broad and not the same bug." + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is quantization offload behavior." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different failure domains: Qwen3Moe FP8 config versus mmap OOM on Strix Halo." + "reason": "Different memory-related failures with no shared concrete code path." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3-family loading failures with different symptoms and code paths." + "reason": "Different model families and bugs: Qwen3 MoE LoRA compatibility vs Qwen3-VL shape mismatch." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model name, but the first is a docs-example error bundle while the second is an actual nonsensical-output regression; not clearly the same concrete bug." + "reason": "Same SigLIP2 family, but the reported bug details differ enough that this does not look like one duplicate." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is training inefficiency and the other is int4 quantization causing OOM; not the same issue." + "reason": "Both are memory problems, but one is training inefficiency and the other is int4 reserved-memory OOM regression." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is a buffer-initialization regression; the other is a custom-model notebook initialization issue." + "reason": "Both are v5 regressions, but one is buffer initialization and the other is notebook custom-model initialization." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a Qwen3.5 packed-sequence misparse and the other is an AttributeError on sink-less models." + "reason": "Different flash-attention bugs: packed-sequence position_ids vs sink-less-model s_aux handling." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different products and failures: chat crash on Qwen3.5-35B versus Gemma4Processor missing _tokenizer in serve." + "reason": "Different models and failures: Qwen3.5 chat crash vs Gemma4Processor attribute error in serve." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model-specific loading/compatibility bug vs generic resize_token_embeddings behavior." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they concern different models and no shared concrete defect is established." + "reason": "Both are tokenizer-loading regressions, but the evidence only shows separate model-specific failures." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Similar API surface, but different model families and different affected submodules; too little evidence for one duplicate bug." - }, - { - "left": "issue:45313", - "right": "issue:45357", - "accept": false, - "reason": "Different Qwen3.5 regression families: ZeRO-3 weight loading versus visual-encoder key persistence." + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: embeddings are not updated on model-specific output/decoder embeddings." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "Both involve lm_head tying, but they are separate model classes and the titles do not establish the same concrete code-path defect." + "reason": "Unrelated issues: a GenerationMixin import error vs Whisper pipeline return_language behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative overall. The only accepted soft edge is well supported by the near-identical titles for issues 43644 and 44534, and the rejected pairs generally avoid overclaiming duplicate status when the packet only shows superficial similarity. Minor phrasing like \u201cexact same regression\u201d is a bit stronger than the evidence, but not enough to overturn the overall precision." + "feedback": "Grounded and conservative overall. The cluster is clearly heterogeneous, and the two accepted duplicate pairs are well supported by the issue titles: 43644/44534 share the same Transformers v5 non-persistent-buffer regression, and 45276/45335 share the resize_token_embeddings regression across model variants. I did not see any soft-edge verdicts that overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -1991,15 +1979,15 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ - "issue:36010", - "issue:39404", "issue:39692", "issue:41720", "issue:42947", "issue:43257", "issue:43335", "issue:43381", + "issue:43404", "issue:43425", + "issue:43454", "issue:43645", "issue:43646", "issue:43708", @@ -2034,14 +2022,13 @@ "issue:45663", "issue:45684", "issue:45698", - "issue:45701", "issue:45704", "issue:45759", "issue:45823", "issue:45859" ], "soft_pairs": [ - "issue:36010|issue:39404", + "issue:43404|issue:43454", "issue:44164|issue:44291", "issue:44402|issue:44488", "issue:43425|issue:43957", @@ -2075,266 +2062,246 @@ "issue:43425|issue:43828", "issue:44589|issue:44756", "issue:44683|issue:45823", - "issue:43906|issue:44530", - "issue:39404|issue:45701", - "issue:43425|issue:45823" + "issue:43906|issue:44530" ], - "prepared_review_unit_hash": "7e515f94780e5771853fcab7e09f1d7169545ca5251face8b9c9fc6d151bd837", + "prepared_review_unit_hash": "bdece9ceb2d966be418903dee166308c8f9e29bdd0365a29497661cb2bb95d82", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38777, - "estimated_input_tokens": 9695, - "estimated_eval_tokens": 19646 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37684, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are not duplicates and span unrelated bugs. The only strong duplicate set is the resize_token_embeddings regression pair, where the generic output_embeddings report is the broader representative.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45292 is the broadest, most model-agnostic statement of the resize_token_embeddings regression and cleanly covers the Gemma4-specific variant.", + "summary": "The set is mostly a grab bag of unrelated model-loading, quantization, and training bugs. The only clear duplicate-style matches are the `resize_token_embeddings` regressions, where the generic issue and the model-specific reports look like the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the underlying `resize_token_embeddings` bug in the most general form (`output_embeddings` not updated), while the other matching reports are model-specific variants of the same failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best overall issue to represent the cluster because it names the core bug succinctly and is the most reusable canonical description among the items.", + "best_issue_reason": "issue:45292 is the best global issue representative for the duplicate cluster, since it captures the shared `resize_token_embeddings` regression more broadly than the model-specific variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Different failures: an import/export breakage vs Whisper pipeline `return_language` behavior." + "reason": "Both are lm_head tying bugs, but they hit different model classes and likely different code paths; too broad to treat as the same duplicate." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but one is `extra_state` save/load handling and the other is `init_empty_weights` argument compatibility." + "reason": "One is about `extra_state` in save/load, the other about `init_empty_weights` passing `_is_hf_initialized`; related area, different bug." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both mention model loading, but they describe different model-specific problems and different root causes." + "reason": "Both are model loading failures, but the titles point to different models and different root causes." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is a Torch version incompatibility report; the other is a `torch.device(\"meta\")` loading regression." + "reason": "Torch version incompatibility is not the same as meta-device loading failures; different failure modes." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated models and symptoms: documentation/example errors versus a GLM5 model issue." + "reason": "Completely different models and symptoms; no shared code-path evidence." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state rebuilding are unrelated bugs." + "reason": "Different architectures and failures; only a superficial theme of configuration/runtime bugs." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Gradient checkpointing/LoRA is unrelated to a T5 RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization, but one is offloading behavior and the other is a CUDA reserved-memory/OOM regression." + "reason": "Both involve quantization and OOMs, but one is offloading behavior and the other is reserved-memory growth under int4; not the same bug." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention state bug versus Qwen multimodal `text_config` unwrapping; different code paths." + "reason": "Different features: FSDP2 shared_kv_states rebuild versus multimodal config unwrapping." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different components: per-layer shared KV state rebuild versus rotary embedding CPU-offload incompatibility." + "reason": "Different Qwen/Gemma runtime paths and different failures; not the same underlying bug." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo batched inference leak is unrelated to Gemma4 device placement during forward." + "reason": "Both are forward-time bugs in multimodal models, but the reported mechanisms are different and not mergeable as one fix." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-loading regressions affecting different model families and APIs." + "reason": "Different model families and different bugs: unit-test loading vs incorrect save_pretrained checkpoint handling." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "One is an int4 quantization memory regression; the other is an mmap/OOM workaround for Strix Halo." + "reason": "Both mention OOM, but the causes are unrelated." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling and mmap/OOM avoidance are distinct issues." + "reason": "`init_empty_weights` loading error and Strix Halo mmap OOM are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different bugs: `_is_hf_initialized` argument rejection versus MXFP4 quantization fallback behavior." + "reason": "Different quantization formats, models, and symptoms; not the same concrete issue." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is LoRA ineffectiveness and the other is eval-mode prohibition." + "reason": "One says checkpointing is ineffective, the other says it cannot be used in eval mode; different behaviors." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Save permission propagation for auto-class files is not the same bug as loading the wrong custom module after save_pretrained." + "reason": "Both concern custom-model save/load, but one is permissions propagation and the other is wrong-module reloading." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings regression; 45276 is the Gemma4-specific manifestation of the broader output_embeddings failure." + "reason": "Same underlying `resize_token_embeddings` bug; 45276 is the Gemma4-specific manifestation of the broader 45292 report." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to the RLHF NaN/SDPA math-fallback issue." + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback issue." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained extra_state handling and mmap/OOM on Strix Halo are unrelated." + "reason": "Save/load `extra_state` handling is unrelated to mmap-induced OOM." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo batched inference leak are different bugs." + "reason": "Device-map CUDA assert and AudioFlamingo3 token leak are different bugs." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression in Qwen VL models and strict-config loading failure for granite_speech are different model families and paths." + "reason": "Both are regression-style multimodal issues, but they affect different models and different subsystems." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer max_steps resume math are unrelated." + "reason": "Custom model initialization breakage and Trainer checkpoint step calculation are unrelated." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink-less crash and Gemma4 shared_kv_states rebuild are different attention bugs." + "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared state rebuilding are unrelated." }, { "left": "issue:43854", "right": "issue:44960", "accept": false, - "reason": "Different model-loading failures with no shared code path implied." - }, - { - "left": "issue:43957", - "right": "issue:44756", - "accept": false, - "reason": "Meta-device loading regression and mmap/OOM workaround are unrelated." + "reason": "Both are GLM-related, but one is a specific load/test issue and the other is a broad GLM5 report." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "Both involve resize_token_embeddings, but the affected targets differ (`output_embeddings` vs `decoder.embed_tokens`) and may require separate fixes." + "accept": true, + "reason": "Same `resize_token_embeddings` regression; 45335 is the T5Gemma-specific manifestation of the broader output-embedding bug." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Two separate model-loading failures for different checkpoints, with no evidence of the same underlying bug." + "reason": "Different model load failures with no evidence of a shared root cause." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to meta-device loading failures." + "reason": "Autocast dtype mismatch and meta-device loading failures are different issues." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom model init in notebooks and `extra_state` save/load are distinct custom-model workflows." + "reason": "Jupyter/custom-model initialization breakage is not the same as `extra_state` save/load handling." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different model families and mechanisms: MOE weight conversion under accelerate/deepspeed versus checkpoint loading for NemotronH." + "reason": "Both are checkpoint/loading problems, but the models and failure mechanisms differ." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility and an autocast dtype mismatch are related only at a very broad level, not the same bug." + "reason": "Torch version incompatibility is not the same as the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and mmap/OOM avoidance are unrelated runtime issues." + "reason": "Float8 storage deserialization and mmap OOM are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch do not describe the same failure." + "reason": "Compiled flex_attention on newer torch and Gemma4 device mismatch are unrelated." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of one issue is not the same as the Qwen3.5 PagedAttentionCache crash." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper return_language pipeline regression and version-dependent tokenization changes are different behaviors." - }, - { - "left": "issue:43425", - "right": "issue:45823", - "accept": false, - "reason": "Torch version incompatibility and Gemma4 PLE device mismatch are unrelated." + "reason": "`43906` is only a reproduction of an earlier issue and does not clearly match the specific Qwen3.5 `linear_attention` crash." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The chosen canonical issue (issue:45292) is a reasonable broad representative of the resize_token_embeddings regression, and the only accepted duplicate pair (45276/45292) is well supported by the titles. The remaining soft-edge rejections are cautious and do not overclaim duplication." + "feedback": "The summary is grounded in the packet: issue:45292 is a reasonable canonical representative for the resize_token_embeddings regression, and the accepted soft edges to issue:45276 and issue:45335 are conservative given the very similar titles and the shared output_embedding/decoder.embed_tokens symptom. The other pairwise rejections are generally cautious and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -2359,6 +2326,7 @@ "issue:36032", "issue:39404", "issue:40990", + "issue:42915", "issue:42947", "issue:43299", "issue:43421", @@ -2368,12 +2336,10 @@ "issue:43596", "issue:43611", "issue:43632", - "issue:43643", "issue:43644", "issue:43645", "issue:43716", "issue:43856", - "issue:43883", "issue:43901", "issue:43931", "issue:43994", @@ -2397,17 +2363,20 @@ "issue:44898", "issue:44912", "issue:44918", - "issue:44987", "issue:44991", "issue:45081", "issue:45084", + "issue:45701", "issue:45759", + "issue:45823", "issue:45859" ], "soft_pairs": [ + "issue:39404|issue:45701", + "issue:43425|issue:45823", "issue:43611|issue:43645", - "issue:43931|issue:44863", "issue:43425|issue:43716", + "issue:42915|issue:44863", "issue:44530|issue:45084", "issue:43901|issue:44509", "issue:39404|issue:44912", @@ -2420,8 +2389,8 @@ "issue:40990|issue:42947", "issue:39404|issue:44671", "issue:43994|issue:44079", - "issue:36032|issue:43452", "issue:44164|issue:45759", + "issue:36032|issue:43452", "issue:43596|issue:44683", "issue:44671|issue:44991", "issue:44991|issue:45081", @@ -2434,237 +2403,228 @@ "issue:43582|issue:43632", "issue:43611|issue:43644", "issue:44206|issue:44220", - "issue:43716|issue:45084", - "issue:43883|issue:44488", - "issue:44488|issue:44987", - "issue:43643|issue:44530" + "issue:43716|issue:45084" ], - "prepared_review_unit_hash": "410fd0b4ab5109e8cd52baa3e3ca2a2ec969590de2cd4b19785890feb2d88f6a", + "prepared_review_unit_hash": "ed6af37e5c8fe762aa29e551cc635bf57d571b69fd9db788c6fe29b86914d769", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37676, - "estimated_input_tokens": 9419, - "estimated_eval_tokens": 19094 + "soft_pair_count": 32, + "serialized_chars": 37279, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions, model-loading edge cases, tokenizer issues, and docs problems. None of the soft pairs looks like the same concrete bug/change, so I would not deduplicate any of them.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43611 is the broadest representative model-loading regression in the set and is the best anchor for triage, though it is not a duplicate of the others.", + "summary": "The cluster is heterogeneous: most items are unrelated Transformers regressions or feature requests, and none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43611 is the best representative anchor because it is a concrete v5 model-loading regression with a clear code path and broader scope than the more model-specific reports, though the overall cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the clearest umbrella issue among these mostly loading/regression reports, so it is the most suitable single issue to represent the cluster.", + "best_issue_reason": "issue:43611 is the strongest issue to keep as the cluster anchor: it is specific enough to be actionable, but broad enough to represent the dominant v5 loading-regression theme in this noisy group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Both are v5 model-init/loading regressions, but one is about base_model_prefix handling and the other is custom model initialization in notebooks; different code paths." + "reason": "Whisper pipeline return_language regression and a tokenization-behavior report are different problems and code paths." }, { - "left": "issue:43931", - "right": "issue:44863", + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility and Gemma4 device-mismatch during forward are unrelated failures." + }, + { + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Both are checkpoint loading failures, but for different models and failure modes (shape mismatch vs NemotronH checkpoint/class incompatibility)." + "reason": "base_model_prefix loading regression and Jupyter custom-model initialization issues are distinct bugs." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "One is Torch version incompatibility, the other is a multimodal dtype mismatch; unrelated." + "reason": "A torch version compatibility issue is not the same as a multimodal dtype mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures; no shared concrete bug." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs template-node compilation TypeError; different subsystems." + "reason": "PagedAttentionCache linear_attention crash and template compilation error are separate code paths." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both touch docs, but they refer to different pipeline-task deprecations and different documentation pages." + "reason": "Docs mentioning return_all_scores and docs mentioning removed pipeline tasks are different documentation issues." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline regression vs MXFP4 quantization fallback; unrelated." + "reason": "Whisper return_language behavior and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/torch_compilable_check failure vs Perceiver image-size interpolation bug; different paths." + "reason": "torch.export / torch_compilable_check failure and Perceiver non-default resolution failure are different bugs." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-VL loading problems, but one is a MoE model-loading breakage and the other is a specific weight-shape mismatch." + "reason": "Qwen3VL-MoE loading breakage and Qwen3-VL-30B weight-shape mismatch are not the same issue." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models vs a mask/index shape error; no shared bug." + "reason": "Video-input regression for Qwen VL models and a mask-shape IndexError are not the same underlying bug." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch 2.10 compatibility vs TRL SFT embedding unpacking; unrelated." + "reason": "Torch compatibility and Qwen3.5 embedding unpacking in TRL are unrelated." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different errors in different code paths: storage lookup vs template compilation." + "reason": "Float8 storage lookup failure and non-template-node compile error are different failures." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Memory usage in Qwen3 MoE training vs mmap/OOM on Strix Halo; not the same issue." + "reason": "Qwen3 MoE training memory usage and mmap OOM on Strix Halo are different performance problems." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b vs LoRA gradient checkpointing ineffectiveness; different problems." + "reason": "High perplexity on gpt-oss and gradient checkpointing ineffectiveness with LoRA are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline regression vs CamemBERT MLM prediction regression; unrelated." + "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction regression are different model issues." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 loading/inference corruption vs ModelOutput key assignment bug; different layers." + "reason": "SigLIP2 bad outputs and ModelOutput key assignment with None are unrelated." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Tokenizer special-tokens method conflict vs gguf_file loading regression; separate tokenizer bugs." + "reason": "extra_state save/load handling and Qwen multimodal text_config unwrapping are different serialization paths." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "save/from_pretrained extra_state handling vs from_config text_config unwrapping; distinct serialization/loading issues." + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are distinct tokenizer/loading bugs." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error vs compiled flex_attention torch>=2.9 failure; unrelated." + "reason": "DeepSpeed zero3 BertModel IndexError and compiled flex_attention torch-version failure are unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM predictions vs EMBEDDIA tokenizer loading; different models and symptoms." + "reason": "CamemBERT prediction regression and tokenizer loading failure for a different checkpoint are not the same bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure for est-roberta vs Mistral regex patch crash; separate tokenizer paths." + "reason": "Different tokenizer regressions with different failure modes and different affected models." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "CPU device placement bug in XLNet vs CPU-offload incompatibility in Qwen3.5 MoE embedding; not the same defect." + "reason": "XLNet CPU device placement bug and CPU-offload incompatibility in Qwen3_5Moe are separate issues." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error vs Whisper return_language pipeline regression; different stacks." + "reason": "Trainer _gpu_broadcast_one NoneType error and Whisper return_language regression are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization extra_state bug vs video-input regression; unrelated." + "reason": "Serialization extra_state handling and video input regression are different code paths." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Model loading failure for cjvt/sleng-bert vs Mistral tokenizer regex crash; different models and causes." + "reason": "Loading cjvt/sleng-bert and Mistral regex patching failures are distinct tokenizer issues." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping-name add-new-model-like bug vs compiled flex_attention torch version issue; unrelated." + "reason": "Tokenizer mapping-name failure and compiled flex_attention failure are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b vs runtime special-token post-processor update bug; no overlap." + "reason": "High perplexity on a model and runtime post-processor updates in TokenizersBackend are not the same issue." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; separate internals." + "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are different failures." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are broad v5 regressions, but one is model loading/base_model_prefix and the other is junk-filled non-persistent buffers; different root causes." + "reason": "Model loading with base_model_prefix and junk-filled non-persistent buffers are different regressions." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio feature-extraction reports, but one is an unsupported center argument in LasrFeatureExtractor and the other is a separate _torch_extract_fbank_features issue." + "reason": "Unsupported center argument in LasrFeatureExtractor and _torch_extract_fbank_features are related to audio preprocessing but not clearly the same concrete bug." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch vs template-compilation TypeError; unrelated." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Molmo tied-weights attribute error vs sleng-bert tokenizer load failure; different model bugs." - }, - { - "left": "issue:44488", - "right": "issue:44987", - "accept": false, - "reason": "Two different model-loading failures for different checkpoints, with different underlying causes." - }, - { - "left": "issue:43643", - "right": "issue:44530", - "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig vs Qwen3.5 linear_attention cache crash; unrelated." + "reason": "Mistral-3 dtype mismatch and non-template-node compilation error are unrelated." } ] }, @@ -2683,8 +2643,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -2704,10 +2664,10 @@ "issue:43540", "issue:43541", "issue:43632", + "issue:43643", "issue:43644", "issue:43645", "issue:43646", - "issue:43742", "issue:43819", "issue:43883", "issue:43994", @@ -2718,6 +2678,7 @@ "issue:44403", "issue:44451", "issue:44466", + "issue:44488", "issue:44530", "issue:44534", "issue:44610", @@ -2725,7 +2686,6 @@ "issue:44756", "issue:44811", "issue:44849", - "issue:44877", "issue:44987", "issue:44991", "issue:45081", @@ -2738,6 +2698,9 @@ "issue:45584" ], "soft_pairs": [ + "issue:43883|issue:44488", + "issue:44488|issue:44987", + "issue:43643|issue:44530", "issue:34567|issue:40444", "issue:44811|issue:45584", "issue:43644|issue:43646", @@ -2759,275 +2722,270 @@ "issue:44403|issue:45081", "issue:43322|issue:43540", "issue:43377|issue:43819", - "issue:42915|issue:45084", "issue:43645|issue:44534", + "issue:42915|issue:45084", "issue:44451|issue:45081", "issue:45216|issue:45357", + "issue:44265|issue:44610", "issue:44987|issue:45081", "issue:44220|issue:44683", - "issue:44265|issue:44610", "issue:43404|issue:45127", "issue:43296|issue:43531", "issue:43632|issue:44756", - "issue:44062|issue:44987", "issue:42915|issue:44291", - "issue:36032|issue:43742", - "issue:43531|issue:44877" + "issue:44062|issue:44987" ], - "prepared_review_unit_hash": "2b74febea85212e5e4a52814bb6f0b8c1ccb766074ef829f15161ce9ff9eac14", + "prepared_review_unit_hash": "c5a3b15716260e725c6382fc5e208214d22dd9e0dbb4f62050bd038363741a97", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38205, - "estimated_input_tokens": 9552, - "estimated_eval_tokens": 19360 + "soft_pair_count": 36, + "serialized_chars": 38560, + "estimated_input_tokens": 9640, + "estimated_eval_tokens": 19536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet mostly contains unrelated issues. Among the listed soft edges, only issue:45216 and issue:45357 are a clear duplicate pair. The non-persistent-buffer regression is still best anchored by issue:43644, but this packet does not include a soft-edge acceptance for issue:44534, so I\u2019m not treating that relationship as evidenced here.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43644 is the best issue anchor because it is the clearest and broadest report of the non-persistent-buffer junk regression; however, the packet does not provide a soft-edge pair for 43644 versus 44534, so I\u2019m only using it as the canonical issue, not as a packet-supported duplicate match.", + "summary": "This cluster is mostly a collection of separate Transformers regressions around loading, tokenizer/model init, quantization, and model-specific edge cases. I did not find any soft pair that looks like the same concrete bug strongly enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the v5 model-initialization regression subgroup, so it is the best anchor if one must be chosen; however, the cluster is heterogeneous and not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest overall issue candidate for the non-persistent-buffer regression because the title is explicit and broad, but the soft-edge evidence in this packet does not directly pair it with 44534.", + "best_issue_reason": "43646 is the most general issue title among the initialization-related reports and is the clearest representative of the closest mini-cluster, though still not a reliable duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different error paths; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two separate checkpoint-loading failures for different models; no concrete shared code-path is evident." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is unrelated to PagedAttentionCache group-type handling." + }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting and Qwen2.5-VL iterable-dataset/multi-image failures are different bugs." + "reason": "Trainer token-count tracking and Qwen2.5-VL iterable dataset/image handling are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are different code paths." + "reason": "Both involve Whisper token handling, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; different bugs." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent-buffer junk and custom model initialization are distinct regressions." + "reason": "Both are v5 initialization regressions, but one is non-persistent buffer serialization and the other is custom model initialization in notebooks; too different to merge." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different models and different loading failure modes." + "reason": "Different model-loading failures for different checkpoints; no same underlying defect is shown." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing and non-template-node compilation are unrelated failures." + "reason": "Torch dynamo grouped_mm tracing failure and template-node compilation error are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config loading are unrelated." + "reason": "Tokenizer attribute conflict and Qwen3Moe FineGrainedFP8Config failure are different subsystems and failure modes." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Broad gguf_file/from_pretrained regression and a model-specific Qwen2.5-GGUF v5 failure are not the same bug." + "reason": "Both mention GGUF loading, but one is API breakage around gguf_file and the other is a specific Qwen2.5-GGUF v5 failure; not clearly the same bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config loading and PagedAttentionCache linear_attention crash are different issues." + "reason": "FineGrainedFP8Config loading failure and PagedAttentionCache linear_attention crash are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map/offload dequantization and Qwen2.5-GGUF loading failures are unrelated." + "reason": "device_map auto offload failure and GGUF model loading failure are different code paths." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and Qwen2.5-VL rope-index scaling are different regressions." + "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL rope-index scaling bug are unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + "reason": "Both are tokenizer/model loading complaints, but for different models and different errors." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Missing lm_head weight tying and inconsistent serialization of tied weights are different symptoms." + "reason": "Both concern tied weights, but one is a model-specific untied lm_head bug and the other is serialization differing by device; not the same concrete issue." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and notebook custom-model initialization are not the same bug." + "reason": "Tokenizer method conflict and notebook custom-model initialization breakage are unrelated." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Non-template-node compilation and GraniteMoEHybrid invalid-method calls are different code-path failures." + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are different failures." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are separate issues." + "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single output mismatch are different bugs." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage and non-persistent-buffer junk are distinct regressions." + "reason": "Both are v5 initialization-related, but one is about custom model init and the other about non-persistent buffers being filled with junk; related theme, not same bug." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "A model-specific load failure and a tokenizer conflict are different failure surfaces." + "reason": "Separate model-loading failures for different repositories and error causes." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 nonsensical outputs and OmDet-Turbo input-size mismatch are unrelated." + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo image-size mismatch are different model issues." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise and Mistral regex patch crashes are not the same bug." + "reason": "Generic loading noise and Mistral regex patch crash are unrelated." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal bugs." + "reason": "Llava Next segmentation fault and Qwen3OmniMoe video-processing ValueError are distinct multimodal loading/runtime bugs." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask mismatch and DAC forward-vs-from_latents mismatch are unrelated." + "reason": "Padding-mask support in MIMI encoder and DAC from_latents STE mismatch are separate audio/model-consistency issues." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "FineGrainedFP8Config failure and template-node compilation error are different problems." + "reason": "Custom-model initialization in notebooks is not the same as non-persistent buffer junk filling." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Notebook custom initialization and non-persistent-buffer junk are distinct regressions." + "reason": "Qwen3Moe FP8 loading failure and template-node compilation error are unrelated." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral tokenizer regex crash are unrelated." + "reason": "Different model-loading failure and tokenizer regex patch crash; no shared concrete bug." }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression with incorrect serialization/visual encoder keys across versions." + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is incorrect checkpoint saving broadly and the other is incorrect visual-encoder keys; related family but not the same specific bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export exportability with torch_compilable_check is unrelated to OmDet-Turbo input resolution mismatch." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Physical-intelligence/fast loading failure and Mistral regex patch crash are different bugs." + "reason": "A model-loading regression and a tokenizer regex patch crash are different code paths." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Feature-extraction fbank issues and compiled flex_attention on torch >= 2.9 are unrelated." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export with torch_compilable_check and OmDet processor image sizing are different issues." + "reason": "Feature-extraction issue and compiled flex_attention failure are unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Missing lm_head tie and LoRA-merge collapse with extended vocabulary are not the same regression." + "reason": "Both involve tied weights/LM head behavior, but one is missing tying in a specific model and the other is LoRA merge collapse with extended vocab; not the same bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window bug are unrelated." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag regression and mmap/OOM mitigation are different concerns." - }, - { - "left": "issue:44062", - "right": "issue:44987", - "accept": false, - "reason": "AddedToken special-argument conflict and model loading failure are unrelated." + "reason": "_is_hf_initialized flag regression and disabling mmap on Strix Halo to avoid OOM are unrelated." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FineGrainedFP8Config failure and init_empty_weights _is_hf_initialized argument regression are different bugs." - }, - { - "left": "issue:36032", - "right": "issue:43742", - "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key errors are unrelated." + "reason": "FineGrainedFP8 loading and init_empty_weights unexpected _is_hf_initialized argument are different initialization/quantization issues." }, { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "_is_hf_initialized flag regression and Strix Halo mmap/OOM behavior are different issues." - }, - { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and granite_speech config strictness are unrelated." + "reason": "AddedToken special-argument conflict and a model-loading failure for physical-intelligence/fast are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The canonical issue choice is reasonable, but the writeup overstates the evidence. The summary says only three soft pairs are true duplicates, yet the verdict list explicitly accepts only one pair and rejects the others, so the conclusions and the pair-level judgments do not line up. Also, the claimed non-persistent-buffer duplicate with issue:44534 is not reflected in the soft-edge verdicts, so that part is not fully grounded in the packet. Please either soften the summary or align the verdicts with the evidence shown." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3039,8 +2997,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -3064,11 +3022,11 @@ "issue:43611", "issue:43632", "issue:43646", + "issue:43742", "issue:43792", "issue:43818", "issue:43856", "issue:44079", - "issue:44265", "issue:44291", "issue:44403", "issue:44462", @@ -3079,9 +3037,9 @@ "issue:44683", "issue:44811", "issue:44829", + "issue:44877", "issue:44991", "issue:45020", - "issue:45072", "issue:45081", "issue:45325", "issue:45357", @@ -3093,15 +3051,17 @@ "issue:45812" ], "soft_pairs": [ + "issue:36032|issue:43742", "issue:42915|issue:44589", "issue:43611|issue:44534", + "issue:43531|issue:44877", "issue:41553|issue:43582", "issue:43317|issue:43856", "issue:44479|issue:45325", "issue:43425|issue:44403", "issue:40990|issue:44811", - "issue:42175|issue:45542", "issue:43818|issue:45357", + "issue:42175|issue:45542", "issue:44462|issue:45812", "issue:36032|issue:41720", "issue:43421|issue:44568", @@ -3109,9 +3069,9 @@ "issue:43792|issue:44589", "issue:43632|issue:44534", "issue:44403|issue:44991", - "issue:44683|issue:45020", - "issue:43482|issue:45538", "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:44683|issue:45020", "issue:33666|issue:40444", "issue:43482|issue:43525", "issue:44291|issue:44589", @@ -3120,218 +3080,216 @@ "issue:41720|issue:45081", "issue:42175|issue:43296", "issue:43531|issue:44291", - "issue:43611|issue:43646", - "issue:44265|issue:45072", - "issue:43632|issue:45072" + "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "9158ba581bd02f810c298440d936a33c5ce4137d7b91e7b79315647a2e7b4545", + "prepared_review_unit_hash": "6aa89efb21ad358fa4f0c0caaf4b621b257a50a1e8621ffcd75b9ab44bc368ec", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36274, - "estimated_input_tokens": 9069, - "estimated_eval_tokens": 18394 + "serialized_chars": 36181, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose pile of superficially similar but distinct issues, centered around Transformers v5 regressions, tokenizer/model loading quirks, and a few unrelated model-specific bugs. I do not see any soft pair that is clearly the same underlying bug/change, so I reject all soft edges.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43611 is the broadest, most representative Transformers v5 regression in the set, but it is still only a theme-level anchor rather than a true duplicate of the others.", + "summary": "This cluster is mostly heterogeneous: several separate Transformers v5 regressions and model-specific loading/training bugs, but no soft pair looks like a true duplicate. The broadest umbrella issue is the open remote_code regression report.", + "confidence": 0.47, + "canonical_issue_reason": "issue:45020 is the broadest open issue here, covering recent-version breakage in model loading with remote_code, which is the closest umbrella for the loading/regression-heavy subset of this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best global representative because it captures the common \u2018Transformers v5 breaks loading\u2019 motif shared by several nearby issues, even though the actual failures differ.", + "best_issue_reason": "issue:45020 is the best single issue to keep as the cluster anchor because it is open, broad, and captures the common theme of recent Transformers regressions better than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures: T5 tokenizer method conflict vs a key error while loading MobileLLM." + }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Different failure modes: FineGrainedFP8Config behavior for Qwen3Moe vs missing Float8 storage lookup during loading." + "reason": "Both mention float8-related failures, but one is Qwen3Moe FP8 config handling and the other is a missing Float8 storage type; not the same bug." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + "reason": "Separate v5 regressions: base_model_prefix loading failure vs non-persistent buffer corruption." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated model/config bugs: Qwen3-MoE sliding_window issue vs granite_speech strict config loading." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Unrelated topics: tokenizer loading error messaging for Voxtral vs Apple Silicon caching_allocator_warmup TypeError." + "reason": "Different subsystems entirely: tokenizer error message vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Both mention memory/offload style problems, but one is device_map dequantized model offload and the other is Qwen3 MoE training memory usage." + "reason": "One is device_map/offload loading failure; the other is Qwen3 MoE training memory inefficiency. Same broad area, different bug." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL/video issues, but one is a broad video input regression and the other is a specific still-image rope index scaling bug." + "reason": "Both are Qwen VL-related, but one is a broad video-input regression and the other is a still-image temporal position_ids scaling bug." }, { - "left": "issue:43421", + "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Special-token/post-processor runtime updates vs generic loading noise; different code paths and symptoms." + "reason": "Incompatible torch/backend issue vs an unrelated logging/noise issue during model loading." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity on GPT-OSS WikiText evaluation is unrelated to Whisper processor batch_decode skip_special_tokens handling." + "reason": "Completely different problems: perplexity on GPT-OSS vs Whisper decode skipping special tokens." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Both involve backend/package availability, but TensorFlow missing from torch install is not the same as tensorboard being installed without TensorFlow." + "reason": "Different model families and code paths: Video-LLaVA weight/temporal attention issue vs Qwen3.5 save_pretrained key regression." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Video-LLaVA missing temporal attention/weight sharing is unrelated to Qwen3.5 save_pretrained visual key regression." + "reason": "Both involve TensorFlow packaging/backend, but one is missing TF from the torch extra and the other is an undefined tf backend when only tensorboard is installed." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related, but one ignores tokenizer.json while the other emits wrong token IDs for Granite models; different underlying bugs." + "reason": "Both are tokenizer regressions, but one ignores tokenizer.json and the other yields wrong Granite token IDs; not the same concrete failure." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Tokenizer method conflict vs Qwen3 auto device mapping cuda assert; unrelated bugs." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processing update bug is distinct from add_special_tokens=True not adding BOS/EOS for a specific tokenizer in v5." + "reason": "Both touch special-token handling, but one is runtime post-processor refresh and the other is add_special_tokens not adding BOS/EOS for a specific tokenizer." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Generic ModelOutput key assignment logic does not match Gemma-4 FSDP2 shared_kv_states reconstruction failure." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states reconstruction error; different code paths." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model inference failure is unrelated to Float8 storage lookup errors." + "reason": "Whisper runtime failure vs missing Float8 storage type; unrelated." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized flag breakage and non-persistent buffer junk are separate Transformers v5 regressions." + "reason": "Different Transformers v5 regressions: _is_hf_initialized breakage vs junk-filled non-persistent buffers." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unnecessary loading noise is a UX/logging issue, not the tokenizer-loading failure for EMBEDDIA/est-roberta." + "reason": "Broad loading noise report vs tokenizer loading failure for a specific model; not a duplicate." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code model breakage are unrelated." + "reason": "Both are classification-training regressions, but one is flash_attention_3-induced degeneration and the other is a zero-loss problem from num_labels=1." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure in v5 is not the same as CLIPTokenizer using an absurd model_max_length." + "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer model_max_length handling; unrelated." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Flash Attention 3 causing degenerate training is different from zero-loss single-label classification behavior across models." + "reason": "Torch flex_attention compilation failure vs remote_code model loading regressions; different layers of the stack." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable dataset multi-image failures are related only by model family, not the same bug." + "reason": "Both are Qwen-VL training issues, but multi-GPU training and iterable-dataset multi-image finetuning are distinct bugs." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading in transformers v5 and missing pad_token_id on Llama4Config are distinct model/config regressions." + "reason": "Different loading failures: GGUF/v5 compatibility vs missing pad_token_id on Llama4Config." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument handling is a different loading path than Float8 storage resolution." + "reason": "Init_empty_weights/_is_hf_initialized argument issue vs Float8 storage lookup failure; not the same bug." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset multiple-image finetuning failure is unrelated to Qwen2.5-VL still-image temporal position_id scaling." + "reason": "Different Qwen2.5-VL regressions: multi-image iterable dataset failure vs still-image temporal position scaling." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI encoder batching/padding-mask bug is unrelated to Gemma3 sliding-window NaN embeddings." + "reason": "Different model families and symptoms: MIMI padding-mask issue vs Gemma3 sliding-window NaNs." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Mistral tokenizer regex patch crash are unrelated failures." + "reason": "Qwen3 A800 cuda assert vs Mistral tokenizer regex patch crash; unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow backend packaging issue is unrelated to PaddleOCR-VL model loading in vLLM." + "reason": "TensorFlow packaging/backend issue vs PaddleOCR-VL load failure in vLLM; separate causes." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are different regressions." + "reason": "Qwen3-MoE sliding_window bug vs init_empty_weights unexpected argument error; unrelated." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both mention Transformers v5 model init/loading, but base_model_prefix loading and custom model initialization are distinct concrete bugs." - }, - { - "left": "issue:44265", - "right": "issue:45072", - "accept": false, - "reason": "torch.export/export with torch_compilable_check is unrelated to dtype mismatches in bfloat16 inference." - }, - { - "left": "issue:43632", - "right": "issue:45072", - "accept": false, - "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches are separate issues." + "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is custom model initialization; too different to merge." } ] }, @@ -3350,8 +3308,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -3371,6 +3329,7 @@ "issue:43550", "issue:43572", "issue:43606", + "issue:43632", "issue:43644", "issue:43701", "issue:43746", @@ -3394,7 +3353,6 @@ "issue:44617", "issue:44877", "issue:44898", - "issue:44991", "issue:45072", "issue:45325", "issue:45381", @@ -3405,6 +3363,8 @@ "issue:45834" ], "soft_pairs": [ + "issue:44265|issue:45072", + "issue:43632|issue:45072", "issue:43454|issue:44466", "issue:43994|issue:44898", "issue:44079|issue:44534", @@ -3431,243 +3391,245 @@ "issue:43526|issue:43883", "issue:43454|issue:43550", "issue:43377|issue:44610", - "issue:43454|issue:45072", "issue:43377|issue:44898", - "issue:43572|issue:45759", + "issue:43454|issue:45072", "issue:40990|issue:45584", - "issue:39692|issue:40444", - "issue:43881|issue:44991" + "issue:43572|issue:45759", + "issue:39692|issue:40444" ], - "prepared_review_unit_hash": "740d414b763b6ef9e861a20a6103b5e739afe07d725ec70f4c66fea6d8cbd1ed", + "prepared_review_unit_hash": "e7f90e29b8ebe9c37644eb9fe77fc3070ae5229e6d700c1559880aedfb7195a2", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37306, - "estimated_input_tokens": 9327, - "estimated_eval_tokens": 18910 + "soft_pair_count": 33, + "serialized_chars": 37595, + "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 heterogeneous; the only plausible duplicate pair is the Qwen2.5-VL position-id/rope-index regression. No PRs are present.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 44479 is the broadest and most central Qwen multimodal regression report in the set, so it is the best umbrella issue if these Qwen vision/position-id bugs are grouped together.", + "summary": "Mostly a heterogeneous set of unrelated bug reports. I only found one plausible duplicate pair: the Qwen video-input regression reports (#44479 and #45381). All other soft edges look like different bugs or different code paths.", + "confidence": 0.71, + "canonical_issue_reason": "#44479 is the broadest and most representative report of the Qwen video-input regression; it covers multiple affected Qwen variants, while #45381 is the narrower qwen2.5-vl manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 has the widest scope across multiple Qwen multimodal variants and is the strongest representative for the only nearby duplicate theme in this cluster.", + "best_issue_reason": "#44479 is the best issue anchor here because it captures the most general version of the only likely duplicate bug in the set and is the clearest representative for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: export failures around torch_compilable_check vs bfloat16 dtype mismatches during inference." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: _is_hf_initialized / v5 initialization breakage vs dtype mismatch under bfloat16 inference." + }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied-weights behavior, but one is a model-specific tie failure and the other is a generic serialization inconsistency; not the same concrete bug." + "reason": "Related theme (tied weights) but different code paths: one is failing to tie lm_head weights, the other is inconsistent serialization behavior by device." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and different failures; both are vision-model issues but not the same underlying bug." + "reason": "Different models and failure modes: SigLIP2 AutoModel/pipeline nonsense outputs vs Perceiver non-default-resolution failure." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Unrelated regressions: ModelOutput key handling vs non-persistent buffer initialization." + "reason": "Different underlying bugs: ModelOutput key assignment vs non-persistent buffer junk in v5." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both involve multimodal position logic, but they target different models and symptoms; not enough to treat as the same bug." + "reason": "Different Qwen-family problems: still-image rope scaling bug vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure vs meta-device loading issues for other models; different code paths." + "reason": "Both involve model loading, but the concrete failures differ: whisper runtime failure vs meta-device loading breakage in v5." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different loading/quantization problems affecting different model families." + "reason": "Different problems: FineGrainedFP8Config failure vs GGUF loading failure in transformers v5." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to dtype mismatch inference failures." + "reason": "Different bugs: ModelOutput key handling vs dtype mismatch during bfloat16 inference." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen multimodal, but one is finetuning with multiple images and the other is a video-input position-id regression; not clearly the same bug." + "reason": "Both are Qwen2.5-VL related, but one is iterable-dataset multi-image finetuning and the other is video position-id computation." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL rope/position-id regression in transformers 5.3.0; still-image and video inputs appear to hit the same `get_rope_index` bug." + "accept": false, + "reason": "Both concern Qwen2.5-VL positioning, but one is still-image temporal scaling and the other is video-input vision_position_ids." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer corruption and ModelOutput key assignment are unrelated." + "reason": "Different regressions: non-persistent buffer junk vs ModelOutput key assignment." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Generic CUDA OOM in a specific model is not the same as the quantization memory regression." + "reason": "Both mention OOM, but one is increased reserved memory under int4 quantization and the other is a model-specific video OOM." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures with no clear shared root cause." + "reason": "Both are loading failures, but they affect unrelated models with no shared concrete code path evident." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "vLLM/PaddleOCR-VL loading failure is unrelated to a torch/transformers version incompatibility report." + "reason": "Different layers and failures: PaddleOCR-VL load in vLLM vs torch/transformers version incompatibility." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 device mismatch are different bugs." + "reason": "Different bugs: Qwen video-input regression vs Gemma4 PLE device mismatch under device_map=auto." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multimodal finetuning with multiple images." + "reason": "Different generation/training scenarios and model families; no shared concrete bug path." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are model/config loading issues, but they are different failures and different root causes." + "reason": "Different loading/config issues: unexpected _is_hf_initialized arg vs strict config blocking granite_speech config." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure and the other is a broad offloading complaint; not the same concrete bug." + "reason": "Related offload/quantization area, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading complaint." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export failures via `torch_compilable_check` are unrelated." + "reason": "Different failure modes and subsystems: CPU offload device mismatch vs torch.export / torch_compilable_check export failure." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint-key mismatch and Qwen2.5-VL position-id regression are unrelated." + "reason": "Completely different problems: checkpoint resume key mismatch vs Qwen2.5-VL rope index scaling." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crashes are unrelated to export-time `torch_compilable_check` failures." + "reason": "Tokenizer padding/truncation crash vs torch.export failure; unrelated code paths." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC `from_latents` vs forward discrepancies." + "reason": "Different audio-model bugs: CPU offload device mismatch vs DAC latent/STE mismatch." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate defaulting and PEFT checkpoint loading are different issues." + "reason": "Different GraniteSpeech-related issues: audio chat-template sampling rate default vs PEFT adapter local checkpoint loading." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different models and different device-mapping failures." + "reason": "Different device-map failures on different models; no evidence of the same underlying bug." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute failure." + "reason": "Different regressions: BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys on Molmo." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied lm_head weights vs torch.compile/SDPA failure are unrelated." + "reason": "Different bugs: tied lm_head weight issue vs torch.compile SDPA failure in Bamba-9B-v2." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor resolution mismatch." - }, - { - "left": "issue:43454", - "right": "issue:45072", - "accept": false, - "reason": "Tied-weight serialization issue is unrelated to dtype mismatches in inference." + "reason": "Different problems: batching/padding-mask output mismatch in MIMI vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different models and different image-processing bugs." + "reason": "Different bugs in different models: MIMI batching mismatch vs Perceiver resolution handling." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Missing pad_token_idx and text_config unwrapping for composite multimodal configs are different problems." + "reason": "Different bugs: lm_head weight tying vs dtype mismatch during bfloat16 inference." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper empty-transcription generation failure." + "reason": "Unrelated failures: perplexity anomaly on gpt-oss-20b vs Whisper empty-transcription generation failure." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning failures." + "reason": "Different issues: missing pad_token_idx in StableLmConfig vs from_config not unwrapping text_config for multimodal Qwen configs." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "Different loading failures for different models and different failure modes." + "reason": "Different models and bugs: SigLIP2 documentation example errors vs Qwen2.5-VL multi-image finetuning failure." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The single accepted soft pair (45325/45381) is a reasonable Qwen2.5-VL position-id/rope-index duplicate candidate, and the other pair judgments do not overstate evidence. No PRs are present, so there is nothing mergeability-related to reject." - }, - "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 }, @@ -3679,8 +3641,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -3693,6 +3655,7 @@ "issue:43296", "issue:43316", "issue:43317", + "issue:43322", "issue:43404", "issue:43450", "issue:43454", @@ -3723,17 +3686,16 @@ "issue:44977", "issue:44991", "issue:45072", - "issue:45081", "issue:45357", "issue:45406", "issue:45632", "issue:45684", "issue:45701", "issue:45704", - "issue:45812", "issue:45823" ], "soft_pairs": [ + "issue:43881|issue:44991", "issue:44466|issue:45357", "issue:43792|issue:44683", "issue:43296|issue:44877", @@ -3764,222 +3726,228 @@ "issue:42915|issue:43317", "issue:43316|issue:44913", "issue:43550|issue:43606", - "issue:45081|issue:45812" + "issue:41720|issue:43322" ], - "prepared_review_unit_hash": "218fda107289796b30426dfbe931ea86fb90a843a6616cc40387d0d19d115a39", + "prepared_review_unit_hash": "982c472f21e17977c55557050a8d624b5ca3568bc9689ba77260645181c4a213", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37111, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly topic-similar but not duplicate-level matches: they span unrelated bugs in offloading, quantization, tokenizer/config loading, multimodal processors, trainer APIs, and model-specific regressions. None of the soft pairs look like the same concrete bug or change, so all soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue; the cluster is heterogeneous and the soft pairs are only topical similarities, not duplicates.", + "summary": "This cluster is heterogeneous: the issues span unrelated bugs in loading, configs, generation, offloading, processors, and trainer behavior. I found no true duplicate pairs; all soft matches should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No clear duplicate anchor exists. If a representative is required, issue 43873 is the broadest and most referenced offloading/quantization report, but it is not the same underlying bug as the others.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for dedup triage; 43873 is broad, but it is still a distinct offloading/quantization bug rather than a representative duplicate target for the others.", + "best_issue_reason": "Issue 43873 is the best representative by breadth and activity, but only as a loose thematic anchor; it should not be treated as a duplicate of the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failure classes: model loading for glm-4v-9b vs tokenizer loading for a specific RoBERTa model." + }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both mention save/tied weights, but one is about v5 serialization of lm_head.weight and the other is Qwen3.5 visual encoder key persistence; different bugs and code paths." + "reason": "Both involve serialization, but one is tied lm_head weights in v5 and the other is incorrect visual encoder keys for Qwen3.5." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Whisper runtime failure vs torch>=2.9 flex_attention compilation failure; unrelated root causes." + "reason": "Unrelated paths: Whisper model runtime failure vs compiled flex_attention breakage on newer torch." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL load in vLLM vs strict config blocking granite_speech." + "reason": "Different loader issues: PaddleOCR-VL model loading vs strict config rejecting granite_speech config." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Both are model-loading issues, but AyaVision lm_head tying and BitNet packed-weight unpacking are distinct mechanisms." + "reason": "Both mention loading and weights, but they are different models and different bugs: tied lm_head weights vs unpacking BitNet packed weights." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization regression vs tokenizer/version behavior change; not the same bug." + "reason": "Offloading/quantization behavior is unrelated to tokenizer changes across versions." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Qwen3.5 flash-attention generation regression are different failures." + "reason": "Same model family, but different code paths and symptoms: device-map CUDA assert vs flash-attention generation regression." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different model families and errors: Gemma3n forward name collision vs Gemma4 PLE device mismatch." + "reason": "Different Gemma variants and different bugs: forward variable-name collision vs PLE device mismatch." }, { "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": "Both touch save/cache flows, but one is a trust_remote_code cache collision and the other is permission propagation in save_pretrained." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 tied-weight bug vs Qwen3.5 visual encoder save regression; no shared code path." + "reason": "Both involve model serialization/weights, but one is Mistral3 tied weights and the other is Qwen3.5 visual encoder keys." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Voice preset handling in BarkProcessor and generation with inputs_embeds/past_key_values are separate issues." + "reason": "Completely different areas: Bark voice preset handling vs progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Different processors and failures in serve: Qwen3.5 continuous batching vs Gemma4Processor missing _tokenizer." + "reason": "Both are serve/processor crashes, but the concrete failures differ: multimodal .to on str vs Gemma4Processor missing _tokenizer." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash vs dtype mismatch during bfloat16 inference; unrelated." + "reason": "Different subsystems and symptoms: tokenizer padding/NER crash vs dtype mismatch in inference wrappers." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype loading problem vs Trainer max_steps recalculation on resume; different subsystems." + "reason": "BLIP2 dtype loading bug and Trainer max_steps resume math are unrelated." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with embeddings/past KV is unrelated to Qwen3 device mapping CUDA asserts." + "reason": "Progressive generation bug and device-map CUDA assert are different failure modes with no shared code-path." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both involve memory/offload concerns, but one is quantization offloading behavior and the other is mmap on Strix Halo; not the same bug." + "reason": "Both relate to memory/offloading, but one is quantization offload behavior and the other is mmap on Strix Halo causing OOM." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection for granite_speech is unrelated to tokenizer loading failure for est-roberta." + "reason": "Config strictness blocking granite_speech is not the same as tokenizer loading failing on a specific model in v5." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression and non-persistent buffer junk fill are different loading bugs." + "reason": "Both concern model loading/state handling, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffers being filled with junk." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are distinct." + "reason": "Unrelated issues: 3d_parallel.py execution failure vs Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug vs tokenization regression; no overlap in concrete bug." + "reason": "Video processor batch-shape bug and tokenizer behavior changes are unrelated." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to packed-weight unpacking during accelerate loading in BitNet." + "reason": "Different model/code paths: torch.compile SDPA failure in Bamba vs packed-weight unpacking in BitNet loading." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss API mismatch vs Qwen3Moe FP8 config failure; unrelated." + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3Moe FP8 loading." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both touch image preprocessing sizes, but the models and root causes differ: OmDet-Turbo processor output size vs Perceiver interpolation behavior." + "reason": "Both involve image preprocessing size, but they are different models and different bugs, not the same underlying issue." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are preprocessing/shape problems, but one is a tokenizer crash and the other is image resolution mismatch in a different model." + "reason": "Tokenizer crash in LayoutLMv2 and OmDet-Turbo resolution mismatch are unrelated." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer signature change and 3d_parallel.py runtime failure are unrelated." + "reason": "Trainer API mismatch and 3d_parallel execution failure are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Increased int4 CUDA reserved memory in Transformers 5.x is not the same as T5 using apex.FusedRMSNorm with a leak." + "reason": "Both are memory-related, but one is int4 quantization OOM in Transformers 5.x and the other is a T5-apex RMSNorm memory leak." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Qwen VL video-input regression and Qwen3.5 SFT input-embedding unpacking failure are different code paths." + "reason": "Different multimodal failures: video-input regression in Qwen VL variants vs TRL SFT unpacking of input embeddings." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + "reason": "BEIT label reduction bug and glm-4v-9b load failure are unrelated." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FP8 config failure for Qwen3Moe and device_map auto dequantized-model offload failure are distinct loading issues." + "reason": "Both are loading/config issues, but one is Qwen3Moe FP8 config failure and the other is dequantized model loading with gpu+cpu offload." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different config bugs." + "reason": "Both are config/API persistence issues, but the concrete fields and models differ: Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct reload." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba compile/SDPA issue and Bark small CPU-offload device mismatch are unrelated." + "reason": "Unrelated problems: Bamba SDPA torch.compile failure vs Bark-small CPU offload device mismatch." }, { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Granite token-ID regression are separate tokenizer bugs." + "reason": "Different bugs and symptoms: Qwen3 device-map CUDA assert vs Llava Next segmentation fault on load." } ] }, @@ -4026,7 +3994,6 @@ "issue:43782", "issue:43873", "issue:43927", - "issue:44062", "issue:44186", "issue:44361", "issue:44368", @@ -4042,6 +4009,7 @@ "issue:44991", "issue:45059", "issue:45072", + "issue:45081", "issue:45161", "issue:45357", "issue:45406", @@ -4053,7 +4021,7 @@ "issue:45859" ], "soft_pairs": [ - "issue:41720|issue:43322", + "issue:45081|issue:45812", "issue:40990|issue:45701", "issue:43295|issue:45701", "issue:41720|issue:45161", @@ -4080,231 +4048,224 @@ "issue:34567|issue:35707", "issue:44368|issue:45357", "issue:44451|issue:44991", - "issue:45759|issue:45859", "issue:43873|issue:45704", - "issue:44062|issue:44451", + "issue:45759|issue:45859", "issue:44898|issue:45072" ], - "prepared_review_unit_hash": "e3a2dbafa7dd9188e63f8eb7a0f32c77dafc95490454b9d625cc476dedba4515", + "prepared_review_unit_hash": "2d3a809d1d86f0264bcbebdb2821585b30eab274778dae8d34caab27e99722b8", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36950, - "estimated_input_tokens": 9238, - "estimated_eval_tokens": 18732 + "soft_pair_count": 30, + "serialized_chars": 36745, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated issues that only share broad subsystem keywords. The only clear duplicate is the pair about `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 44514 is the earlier and clearer report; issue 44545 is essentially the same batched-input/padding=False crash and should be treated as its duplicate.", + "summary": "Only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports. The rest are different models, code paths, or unrelated bug classes.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44514 is the cleaner canonical issue: it was opened earlier and has the more complete report for the same batched-input `padding=False` crash.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44514 is the best representative because it is the cleanest canonical duplicate target and has the more complete, earlier report text.", + "best_issue_reason": "issue:44514 is the best issue overall for the same reason: it is the same bug as 44545 but has the fuller, earlier report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "Different failure modes: CUDA assert under auto device mapping vs segmentation fault while loading Llava Next models." + "reason": "Different tokenizer bugs for different model families (Mistral regex patch crash vs Granite token ID regression)." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "One is high perplexity on a specific GPT-OSS model; the other is a broad tokenizer-version regression with no matching concrete bug." + "reason": "Different symptoms and likely roots: perplexity evaluation problem vs tokenization behavior changes across versions." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Custom processor/tokenizer access regression is not the same as a tokenizer output change across versions." + "reason": "Processor/tokenizer regression for multimodal custom code vs general tokenization change report; not the same bug." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both involve large-model parallelism, but the concrete bugs and code paths differ materially." + "reason": "Different model/runtime failures: CUDA assert with auto device mapping vs tensor-parallel not working on GPT-OSS MoE." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to StableLmConfig missing pad_token_idx." + "reason": "Unrelated issues in different components: Qwen3-MoE sliding window vs StableLmConfig pad_token_idx regression." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Both mention generation/model behavior, but one is masked LM prediction drift and the other is recurrent-state reset in modular Qwen3.5 code." + "reason": "Different code paths and models: CamemBERT MLM outputs vs recurrent state reset in modular Qwen3.5 cache handling." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Runtime post-processor updates and Granite tokenizer ID regression are different tokenizer issues, not the same bug." + "reason": "Runtime special-token post-processing update bug is distinct from Granite tokenizer wrong IDs." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "CUDA assert on Qwen3 differs from inability to run `3d_parallel.py`." + "reason": "Different failures in different features; no shared concrete bug path." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing `GenerationMixin` and running `3d_parallel.py` are unrelated failures." + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe is not the same as Qwen3VL `weight_only=True` loading failure." + "reason": "Different multimodal model issues: video input processing vs from_pretrained weight_only loading error." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers and failures: NER/padding crash vs AttributeError on tasks." + "reason": "Different tokenizer/task crashes; same broad area but not the same underlying bug." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Serve crashes due to missing `_tokenizer` are not the same as streaming inference failures in chat/completions." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming API failure." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "A runtime special-token update bug is distinct from a version-wide tokenization regression report." + "reason": "TokenizersBackend post-processor sync bug is not the same as a general tokenization-version change report." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation maps and Bark voice preset are unrelated processor bugs." + "reason": "Completely different components and behaviors: image segmentation maps vs BarkProcessor voice preset." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is unrelated to removed pipeline-task docs." + "reason": "Both are docs-related, but one is a typo and the other is removed pipeline-task documentation; not duplicates." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Deepseek tokenizer drift and Granite tokenizer ID regression are separate model-specific tokenizer bugs." + "reason": "Different tokenizer regressions affecting different model families and outputs." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure and Llava Next segmentation fault are unrelated." + "reason": "Different model/runtime failures: FP8 config issue vs segmentation fault on Llava Next loading." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload, but the concrete failures and affected paths differ." + "reason": "Both involve loading/offload, but the concrete bugs are different model/code paths and not mergeable as one fix." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are unrelated." + "reason": "Different subsystems and symptoms: gather_for_metrics label truncation vs SAM3 PCS text/box behavior." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is not the same as BigBirdTokenizer special-token registration bug." + "reason": "Different areas entirely: torch.compile/SDPA vs tokenizer special-token registration." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Near-identical title and described failure: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + "reason": "Same exact crash report: `Qwen2_5_VLProcessor.apply_chat_template` fails on batched input with `padding=False`." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `from_config` failing to unwrap `text_config`." + "reason": "Different Qwen model/config bugs: sliding window behavior vs `from_config` text_config unwrapping." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and BigBirdTokenizer special-token registration are different bugs." + "reason": "Different bug classes and model families; no shared underlying change." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates and DiaConfig custom token IDs after save/load are distinct issues." + "reason": "Runtime special-token update bug is unrelated to DiaConfig save/load token ID loss." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count tracking and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." + "reason": "TrainerState token count tracking is unrelated to progressive generation with embeds and cache." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A LoRA warning about `tie_word_embeddings` is not the same as incorrect visual encoder keys saved by Qwen3.5." + "reason": "Different Qwen3.5 issues: config warning vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but they appear model-specific and do not point to the same root cause." - }, - { - "left": "issue:45759", - "right": "issue:45859", - "accept": false, - "reason": "Composite-config unwrapping and CPU-offload rotary embedding incompatibility are different code paths." + "reason": "Both are tokenizer-loading failures, but for different models and with no evidence of the same root cause." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior and T5 using apex FusedRMSNorm memory leak are unrelated." + "reason": "Quantization/offload behavior is unrelated to the apex FusedRMSNorm memory leak." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "`AddedToken()` keyword conflict and tokenizer loading failure for ScandiBERT are different problems." + "reason": "Different Qwen 3.5/3.6 multimodal config handling vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver positional interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Different model execution problems: Perceiver positional interpolation vs dtype mismatch in bfloat16 inference." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on soft-edge matches. The only clearly supported duplicate pair is 44514/44545, and the rest of the false verdicts are reasonable based on the issue titles and available metadata." + "feedback": "The conclusions are grounded in the packet. The lone accepted pair, issue:44514/issue:44545, is an exact title match and the earlier issue also has the fuller report, so the canonicalization choice is conservative. The other soft-edge rejections stay within what the titles support and avoid overstating duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -4343,17 +4304,16 @@ "issue:43618", "issue:43653", "issue:43697", - "issue:43720", "issue:43746", "issue:43782", - "issue:43819", "issue:43844", "issue:43873", "issue:43994", "issue:44008", - "issue:44077", + "issue:44062", "issue:44186", "issue:44220", + "issue:44451", "issue:44589", "issue:44610", "issue:44625", @@ -4376,6 +4336,7 @@ ], "soft_pairs": [ "issue:41720|issue:43746", + "issue:44062|issue:44451", "issue:44987|issue:45042", "issue:43531|issue:44589", "issue:33666|issue:35707", @@ -4393,220 +4354,212 @@ "issue:45081|issue:45356", "issue:34634|issue:41720", "issue:43994|issue:44671", - "issue:39692|issue:43873", "issue:43381|issue:45704", + "issue:39692|issue:43873", "issue:42915|issue:45759", "issue:43596|issue:44220", "issue:43540|issue:44008", "issue:43618|issue:43697", "issue:44220|issue:44661", "issue:45183|issue:45479", - "issue:44077|issue:44625", - "issue:30064|issue:36010", - "issue:43720|issue:43819" + "issue:30064|issue:36010" ], - "prepared_review_unit_hash": "acee2615f5ef472b0914e9c4897b98b3087179bd165ec0d4aaf4c6e01dee6003", + "prepared_review_unit_hash": "cbafb5631f9b38104abeec8db3b4f4af8f7eaff0dcff30a64587688523acc641", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36553, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35665, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span unrelated models, tokenizers, processors, training loops, and version-specific regressions. None of the soft pairs look like true duplicates or mergeable PRs for the same concrete bug/change.", - "confidence": 0.91, - "canonical_issue_reason": "No canonical issue: the set does not collapse to one underlying bug; the items are from many different subsystems and model families.", - "canonical_pr_reason": "No PRs are present in this cluster, so there is no canonical PR.", - "best_issue_reason": "No clear global best issue: none of the issues meaningfully represents the whole mixed set.", - "best_pr_reason": "No PRs are present in this cluster, so there is no best PR candidate.", + "summary": "This cluster is highly heterogeneous. The soft links are mostly broad semantic overlaps (tokenizers, Qwen, gradient/checkpointing, image processors) rather than the same concrete bug, so they should be rejected. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44843 is the most concrete, broadly relevant issue in the cluster and has a clear, actionable tokenizer/offline failure mode; it is also the closest to another soft pair in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is a good representative because it describes a specific reproducible regression with a clearly identified code path (_patch_mistral_regex / HF_HUB_OFFLINE) and is more general than the other similarly themed tokenizer issues.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different model families and failure modes: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + "reason": "Different models and failures: Qwen3 device-mapping CUDA assert vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different bugs: AddedToken special-kwarg conflict vs failure to load a specific model checkpoint." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Both are loading-related, but one is a specific model load failure and the other is a PIL/image-processor torchvision dependency regression." + "reason": "Unrelated failures: model loading for a specific repo vs PIL image processors requiring torchvision." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Float8 storage import failure are unrelated bugs." + "reason": "Different code paths: Qwen3-MoE sliding_window behavior vs missing Float8 storage type." }, { "left": "issue:33666", "right": "issue:35707", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and progressive generation with inputs_embeds/past_key_values are different issues." + "reason": "Qwen2-VL multi-GPU training is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Tokenizer post-processor runtime updates and BigBirdTokenizer mask-token decode failure are different tokenizer bugs." + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is BigBirdTokenizer mask-token registration." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Different code paths: flash_attention sink-less crash vs from_config not unwrapping composite Qwen text_config." + "reason": "Different concrete problems: flash_attention s_aux=None crash vs missing text_config unwrap in composite Qwen configs." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both involve offline/tokenizer loading, but one is cache loading with HF_HUB_OFFLINE and the other is an unconditional model_info() call in mistral regex patching." + "reason": "Both concern offline behavior, but one is cache loading and the other is an unconditional model_info call in _patch_mistral_regex." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode is a different problem from abnormal gradient growth under HfDeepSpeedConfig + ZeRO-3." + "reason": "Both mention gradients, but one is eval-mode checkpointing misuse and the other is ZeRO-3 gradient explosion." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT input-embeddings unpacking and trainer.evaluate() after trainer.train() are separate training lifecycle bugs." + "reason": "Trainer/SFT issues, but they are distinct failures: unpacking embeddings vs evaluate-after-train behavior." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Documentation/example errors and an OmDet-Turbo processor/model size mismatch are not the same underlying bug." + "reason": "Both are model/processor mismatches, but they affect different models and different preprocessing mistakes." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Runtime special-token/post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer issues." + "reason": "Different tokenizer defects: runtime post-processor sync vs NER/batched padding crashes." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Unrelated Qwen3-MoE sliding_window bug vs missing pad_token_id on Llama4Config." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both touch classification config, but num_labels propagation and degenerate zero-loss with single_label_classification are distinct defects." + "reason": "Both involve num_labels, but one is config propagation and the other is degenerate loss for num_labels=1." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "T5 Apex RMSNorm memory leak and Qwen3_5Moe rotary embedding CPU-offload incompatibility are unrelated." + "reason": "Different components: T5 apex RMSNorm memory leak vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different multimodal model/version bugs: Qwen3VL weight_only loading vs Qwen2.5-VL video vision_position_ids." + "reason": "Different multimodal bugs: weight_only loading error vs wrong video vision_position_ids." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention tokenizer regex handling, but the Mistral backend_tokenizer AttributeError and Kimi-K2.5 codec/warning regression are not the same bug." + "reason": "Related tokenizer area, but not the same bug: one crashes in _patch_mistral_regex, the other is a Kimi-K2.5 regression with codec handling/warning text." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "Different models and behaviors: BarkProcessor voice_preset vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 nonsensical outputs and CamemBERT masked LM prediction errors are different model-specific regressions." + "reason": "Different model-specific output regressions: SigLIP2 pipeline/model mismatch vs CamemBERT masked LM predictions." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Docs/example mistakes do not match the quantization/offloading behavior reported here." + "reason": "Unrelated gradient-checkpointing mode issue vs T5 RMSNorm memory leak." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and a T5 memory leak are unrelated." + "reason": "Different problems: documentation/model mismatch vs quantization offloading behavior." }, { "left": "issue:42915", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen 3.x, but FineGrainedFP8Config failure and composite-config text_config unwrapping are different code paths." + "reason": "Different Qwen families and failures: FineGrainedFP8Config error vs missing text_config unwrap." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel init failure and _torch_extract_fbank_features() are unrelated." + "reason": "Different runtime errors in unrelated paths: ZeRO-3/BertModel init vs _torch_extract_fbank_features." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Gemma 3n audio_mel_mask variable collision are different model bugs." + "reason": "Different multimodal failures: Qwen3OmniMoe video processing vs Gemma 3n audio_mel_mask name collision." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment and RTDetrV2 differing outputs in v5 are not the same issue." + "reason": "Different issues: CLIPOutput attentions assignment regression vs RTDetrV2 output differences in v5." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction and add-new-model-like failure inside TOKENIZER_MAPPING_NAMES are unrelated." + "reason": "Different subsystems: audio feature extraction vs add-new-model-like/tokenizer mapping logic." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error messaging and the zero-loss classification regression are different problems." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "PatchTSTMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + "reason": "Generic validation error messaging vs a sequence-classification loss/label bug; not the same underlying defect." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation map processing and GenerationMixin import failure are completely different bugs." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "Packed-weight unpacking during accelerate loading and DAC.from_latents/STE mismatch are distinct model/runtime issues." + "reason": "Completely unrelated: void segmentation map processing vs GenerationMixin import failure." } ] }, @@ -4625,14 +4578,13 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ "issue:30064", "issue:36331", - "issue:39692", "issue:42915", "issue:43295", "issue:43322", @@ -4656,13 +4608,14 @@ "issue:43994", "issue:44008", "issue:44062", + "issue:44077", "issue:44186", "issue:44448", - "issue:44479", "issue:44485", "issue:44488", "issue:44509", "issue:44561", + "issue:44625", "issue:44671", "issue:44811", "issue:44821", @@ -4680,7 +4633,9 @@ "issue:45834" ], "soft_pairs": [ + "issue:43720|issue:43819", "issue:43335|issue:43756", + "issue:44077|issue:44625", "issue:43653|issue:43720", "issue:43716|issue:44008", "issue:42915|issue:43746", @@ -4691,227 +4646,225 @@ "issue:43550|issue:43819", "issue:44186|issue:44898", "issue:44843|issue:45081", - "issue:43531|issue:43643", "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:43577|issue:43818", "issue:43643|issue:44877", "issue:43421|issue:44811", - "issue:43577|issue:43818", "issue:43540|issue:45381", "issue:43653|issue:43819", "issue:44448|issue:44671", "issue:43782|issue:44977", "issue:45584|issue:45834", "issue:43322|issue:45685", - "issue:44561|issue:45020", "issue:43825|issue:43994", + "issue:44561|issue:45020", "issue:44821|issue:45084", "issue:44485|issue:44509", - "issue:39692|issue:45834", - "issue:30064|issue:36331", - "issue:44479|issue:45834" + "issue:30064|issue:36331" ], - "prepared_review_unit_hash": "94b7d9204e910a006bf514aba686bc3b806076cf09a34bcdcd79c5cd016ae096", + "prepared_review_unit_hash": "581afd0ed426f7995d3c02bdaaa8d01fedf7bd5c76d40daf4317db52df2d72d9", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36627, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "serialized_chars": 36556, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; the only near-overlap is around Mistral regex patching, but the reported failures are different enough that I would not merge them. No PRs are present.", - "confidence": 0.41, - "canonical_issue_reason": "If a single anchor is needed, issue #45020 is the broadest umbrella-style report in the set (remote_code regressions) and is open, but the cluster does not really form a true duplicate group.", + "summary": "This set is highly heterogeneous: most items are unrelated model-, tokenizer-, config-, or docs-level regressions. The soft matches mostly share only subsystem vocabulary, not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must anchor the cluster, issue:45020 is the broadest/open report and best matches a general umbrella of recent remote_code regressions.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the best global issue anchor only because it is the broadest and most central open regression report among otherwise unrelated issues.", + "best_issue_reason": "Issue:45020 is the most representative of the cluster's broad regression theme, but only weakly so because the surrounding items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Both are loading/runtime failures, but one is BitNet packed-weight unpacking during accelerate loading and the other is DAC from_latents vs forward mismatch from missing STE. Different code paths and bugs." + }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different models and different bugs: sparse-layer config construction vs RoPE-layer dropping." + "reason": "SwitchTransformers config layer-count bug and Smollm3 RoPE-layer omission are unrelated model/config issues." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "One is about patchtsmixer post_init policy; the other is Qwen3.5 num_labels propagation. Same broad config area, different bugs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; unrelated failure modes." + "reason": "Tokenizer special-token decode issue vs BitNet packed-weight loading bug; no shared underlying failure." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different multimodal code paths: image preprocessor dtype mismatch vs Gemma3n forward variable collision." + "reason": "Both are multimodal dtype-ish reports, but one is Mistral image preprocessor/model dtype mismatch and the other is a Gemma3n variable-name collision in forward()." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "FP8 config failure in Qwen3Moe is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Qwen3Moe FineGrainedFP8Config failure and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression in one model versus OCR index error in another." + "reason": "Processor.tokenizer regression and Kosmos2.5 OCR long-input index error are different code paths." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "Checkpoint loading with adapters is unrelated to Qwen video position-id bugs." + "reason": "GraniteSpeech local-checkpoint loading and qwen2.5-vl video position-id bug are unrelated model-specific issues." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different backends and problems: torch.compile SDPA issue vs bfloat16 dtype mismatch." + "reason": "Both mention dtype/compile concerns, but they affect different models and failures (Bamba torch.compile SDPA vs SwitchTransformers/TimmWrapper bfloat16 mismatch)." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is not the same as quantization offloading behavior." + "reason": "GraniteSpeech PEFT loading and quantization offloading behavior are not the same bug." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Unrelated models and code paths; compile/SDPA bug does not match DAC latent mismatch." + "reason": "Bamba SDPA torch.compile failure and DAC latent/STE mismatch are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to Perceiver image classification resolution handling." + "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver interpolation failure are different tokenizer vs vision-model bugs." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is offline network access and the other is an AttributeError on tokenizer structure; not the same concrete bug." + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError. Same helper, different failure mode." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument collision is unrelated to the sleng-bert loading problem." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code missing-fields config loading are unrelated." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "AddedToken constructor misuse is not the same as loading a specific model failing." + "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing are different bugs." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict GraniteSpeech config rejection." + "reason": "Both are config-loading regressions, but one is trust_remote_code missing fields and the other is strict config rejection for granite_speech." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens are different tokenizer behaviors." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal attention/shared weights are unrelated." + "reason": "Special-token post-processor updates and Whisper skip_special_tokens handling are related only at a high level, not the same bug." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-related, but they affect different Qwen model families and distinct bugs." + "reason": "Both involve video inputs, but Qwen3OmniMoe video processing and qwen2.5-vl vision_position_ids are distinct issues." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC from_latents/forward mismatch are unrelated." + "reason": "BigBirdTokenizer mask-token decoding and DAC forward/from_latents mismatch are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions with different outputs; not the same issue." + "reason": "Both are v4/v5 behavior regressions, but on different models and code paths; not duplicates." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Weight-only loading error for Qwen3VL is unrelated to flash-attention generation behavior in Qwen3.5." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are different Qwen model failures." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index error are different models and failures." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index error are unrelated." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault in Llava Next loading is unrelated to MPS histogram support for MoE int tensors." + "reason": "Llava Next segfault and MPS histogram Int error are unrelated runtime failures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Docs/error-message mismatch for removed pipeline tasks and SigLIP2 bad outputs are different issues." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Removal of is_torch_fx_available is one specific cause; #45020 is a broad remote_code regression report, not the same concrete bug." + "reason": "Both concern remote_code regressions, but 44561 is a specific missing utility and 45020 is a broad umbrella report; not the same underlying bug." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Pipeline task messaging regression is unrelated to SigLIP2 inference producing nonsensical results." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to v5 docs still mentioning removed tasks." - }, - { - "left": "issue:39692", - "right": "issue:45834", - "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to Kosmos2.5 OCR indexing." + "reason": "GLM-5 RoPE implementation discussion and v5 docs cleanup are unrelated." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation-map processing bug is unrelated to CustomTrainer compute_loss argument breakage." - }, - { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Qwen video regression across multiple models is unrelated to Kosmos2.5 OCR input length handling." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "Loading AutoImageProcessor from URL and non-template-node compilation errors are different problems." + "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature breakage have no common code path." } ] }, @@ -4930,13 +4883,14 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ "issue:34634", "issue:36010", + "issue:39692", "issue:42175", "issue:43262", "issue:43329", @@ -4953,7 +4907,6 @@ "issue:43697", "issue:43720", "issue:43742", - "issue:43746", "issue:43749", "issue:43782", "issue:43819", @@ -4964,10 +4917,10 @@ "issue:44186", "issue:44368", "issue:44442", + "issue:44479", "issue:44610", "issue:44671", "issue:44805", - "issue:44811", "issue:44857", "issue:44912", "issue:44936", @@ -4981,9 +4934,12 @@ "issue:45538", "issue:45600", "issue:45701", - "issue:45803" + "issue:45803", + "issue:45834" ], "soft_pairs": [ + "issue:39692|issue:45834", + "issue:44479|issue:45834", "issue:43825|issue:43827", "issue:44186|issue:44442", "issue:43606|issue:45072", @@ -4994,11 +4950,11 @@ "issue:42175|issue:45081", "issue:44610|issue:45072", "issue:43720|issue:45072", - "issue:44060|issue:44368", "issue:45081|issue:45406", - "issue:44671|issue:45701", - "issue:43404|issue:43782", + "issue:44060|issue:44368", "issue:43650|issue:43906", + "issue:43404|issue:43782", + "issue:44671|issue:45701", "issue:43582|issue:44857", "issue:43262|issue:43819", "issue:43526|issue:43697", @@ -5006,195 +4962,200 @@ "issue:45084|issue:45538", "issue:43644|issue:43749", "issue:43329|issue:45600", - "issue:43742|issue:45020", "issue:43653|issue:44912", - "issue:43638|issue:44936", - "issue:43746|issue:44811" + "issue:43742|issue:45020", + "issue:43638|issue:44936" ], - "prepared_review_unit_hash": "0cc2bcc817561ab74b8345494bc878a32693dfc3643eb7b0314fc22a5e084640", + "prepared_review_unit_hash": "cf251d1549d265c23d29f66c2da4d404863d954f73873b874f1cfd1dd8e15ae9", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35264, - "estimated_input_tokens": 8816, - "estimated_eval_tokens": 17888 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36120, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous; the soft-similarity pairs mostly share only broad Transformers-theme vocabulary and do not look like true duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs across tokenization, loading, precision, audio, multimodal, training, and CI paths.", + "summary": "No soft edge looks like a true duplicate; the pairs are mostly unrelated model-specific regressions or, at most, adjacent documentation/runtime issues. The broadest issue in the set is the open remote_code regression tracker.", + "confidence": 0.7, + "canonical_issue_reason": "issue:45020 is the broadest open umbrella here, covering recent-version regressions that break model loading under remote_code; most other issues are narrower, model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative issue, issue 45020 is the broadest open report, but it is still too general to anchor the rest of the cluster as duplicates.", + "best_issue_reason": "issue:45020 best represents the cluster because it is open, general, and captures the shared Transformers-v5 regression theme better than the single-model reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors and Kosmos2.5 OCR index errors are unrelated models and failure modes." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen VLM video-input regression is a different code path from Kosmos2.5 long-OCR indexing." + }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related v5/pipeline theme, but one is an error-message bug and the other is stale documentation; not the same underlying defect." + "reason": "One is a runtime error message about translation pipelines; the other is documentation still mentioning pipeline()." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer problems, but they affect different tokenizers and different failure modes." + "reason": "LayoutLMv2 tokenizer NER/padding crashes and FastSpeech2Conformer tokenizer loading are unrelated tokenizer bugs." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both mention inference mismatches, but they involve different models and different code paths (CPU offload vs bfloat16 dtype handling)." + "reason": "Bark CPU offload device mismatch and SwitchTransformers/TimmWrapperModel dtype mismatch are different loading failures." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Unrelated issues: BLIP2 dtype loading versus an Apple Silicon allocator TypeError." + "reason": "BLIP2 dtype propagation and Apple Silicon allocator warmup TypeError do not share the same bug." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Different subsystems and failures: BarkProcessor voice preset versus a transformers import error." + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Different bugs: tensor/mask shape mismatch versus training-to-evaluation state transition failure." + "reason": "A tensor mask shape IndexError is not the same failure as trainer.evaluate() after trainer.train()." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both concern loading, but one is gguf_file handling and the other is tokenizer loading for a specific model; not the same bug." + "reason": "gguf_file/pretrained-loading breakage and est-roberta tokenizer loading are different loader paths." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "No shared underlying defect: backend dependency packaging versus Mistral regex patching." + "reason": "TensorFlow backend packaging and Mistral regex patch crashes are unrelated." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different problem domains: processor image size mismatch versus dtype mismatch during inference." + "reason": "OmDet-Turbo image-size mismatch is unrelated to dtype mismatch inference bugs." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different loading bugs with different models and causes; not mergeable as one PR-worthy fix." + "reason": "BitNet packed-weight unpacking and SwitchTransformers/TimmWrapperModel dtype issues are different concrete bugs." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Same general Qwen family, but one is a bad tied-weights warning path and the other is a user-facing config warning during LoRA fine-tuning." + "reason": "Mistral tokenizer regex patching and Gemma4Processor missing _tokenizer are separate tokenizer/processor failures." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Both are AttributeErrors during loading, but on different objects and different code paths." + "reason": "Both mention tied-weight warnings, but they concern different models and different underlying causes." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Only loosely related to tokenization changes; one is CamemBERT MLM output regression and the other is a general tokenization change report." + "reason": "A placeholder 'ADD THE DATA' issue is not a duplicate of an isolated reproduction report." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Different model families and different loading failures; too broad to be duplicates." + "reason": "Mistral lm_head tying and Qwen3VL weight_only loading error are unrelated model-specific problems." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "No meaningful overlap beyond being issue reports; one is a placeholder title and the other is a reproduction of another bug." + "reason": "CamemBERT masked-LM regression and a general tokenization-change report are not the same bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Allocator TypeError and CUDA AMP image-loss crash are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and CUDA float16 loss crash are unrelated platform-specific issues." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Both are audio-related, but one is sampling-rate default handling and the other is a DAC latent/forward mismatch." + "reason": "Audio apply_chat_template sampling-rate defaulting and DAC latent reconstruction mismatch are different behaviors." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different components: Beit image processor label reduction versus RTDetrV2 output regression." + "reason": "BEiT FastImageProcessor label reduction and RTDetrV2 output drift are unrelated model/processor bugs." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve overly broad exception handling, but they are in different modules and hide different classes of failures." + "reason": "Both involve exception handling, but they are different functions with different failure surfaces." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "No duplicate signal: template compilation error versus CLIP model_max_length configuration." + "reason": "Template-compilation TypeError and CLIPTokenizer model_max_length are unrelated tokenizer/template issues." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both are loading/initialization regressions, but one is non-persistent buffer filling and the other is FSDP RAM-efficient loading." + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading breakage are different loading bugs." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Unrelated CI/runtime issues in different files and code paths." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "A specific key error on one model is not the same as the broader remote_code compatibility regression." + "reason": "Undefined video-token helpers and stale auto_mappings references are unrelated regressions." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug versus MXFP4 quantization fallback; different defects." + "reason": "BigBird special-token decode failure and MXFP4 quantization fallback are unrelated." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Different training/evaluation failures with different triggers and stack paths." + "reason": "A key error for one model is too specific to be the same underlying bug as the broad remote_code regression tracker." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "DeepSpeed ZeRO-3 with a non-pretrained Bert model and post-train evaluate failure are different training/runtime issues." } ] }, @@ -5226,7 +5187,6 @@ "issue:39692", "issue:40990", "issue:41720", - "issue:42915", "issue:43257", "issue:43262", "issue:43329", @@ -5242,7 +5202,7 @@ "issue:43645", "issue:43697", "issue:43720", - "issue:43742", + "issue:43746", "issue:43749", "issue:43819", "issue:43854", @@ -5268,6 +5228,7 @@ "issue:45859" ], "soft_pairs": [ + "issue:43746|issue:44811", "issue:44589|issue:45042", "issue:43854|issue:44977", "issue:38175|issue:44610", @@ -5285,8 +5246,8 @@ "issue:43531|issue:45042", "issue:43262|issue:44811", "issue:44568|issue:45356", - "issue:43643|issue:45759", "issue:36010|issue:36331", + "issue:43643|issue:45759", "issue:44849|issue:45701", "issue:34567|issue:40990", "issue:43329|issue:43450", @@ -5296,217 +5257,216 @@ "issue:43697|issue:45357", "issue:45823|issue:45859", "issue:44291|issue:45042", - "issue:41720|issue:43540", - "issue:42915|issue:43742" + "issue:41720|issue:43540" ], - "prepared_review_unit_hash": "4080b1a852aaaea31239a695218c42092f155d668e244d45c5a31af92a0d17fe", + "prepared_review_unit_hash": "34a231f632c19b9b90b7b070c40cdb5bfa1932ccfe4a7e7aa5eebc9620f3db25", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36931, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "serialized_chars": 36446, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and spans many unrelated Transformers regressions (tokenizers, loading, multimodal processors, device mapping, and training APIs). I do not see any safe duplicate pair to merge.", - "confidence": 0.93, - "canonical_issue_reason": "No true duplicate canonical stands out, but issue:43749 is the strongest representative by activity and inbound references, and it sits on a high-impact loading-regression path.", + "summary": "The cluster is heterogeneous: it mixes unrelated Transformers regressions across loading, tokenization, vision/audio processors, and model-specific inference paths. None of the soft pairs looks like a true duplicate; the best representative is the broad tokenizer-regression issue.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45701 is the broadest, most umbrella-style bug here and best matches the recurring tokenizer/version-regression theme; it is more representative than the many narrow model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best overall anchor for the cluster because it has the most traction and reflects a core loading-path regression that is more central than the other items.", + "best_issue_reason": "issue:45701 is the best cluster representative because it describes a version-wide tokenization regression rather than a single model or narrow code path, making it the most reusable anchor for this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: PEFT/local checkpoint loading vs Whisper batch decoding behavior." + }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different subsystems: a storage/type error versus PIL image processor dependency requirements." + "reason": "Unrelated bugs: Float8 storage lookup vs PIL backend image-processor dependency handling." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model/runtime failures: GLM-4.7 loading in tests vs Qwen3.5 flash-attention generation." + "reason": "Both are model-specific regressions, but they affect different models and different code paths (loading vs flash-attention generation)." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unrelated bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor output shape mismatch." + "reason": "Vision-related, but one is a probability/output issue and the other is an input-size preprocessing mismatch." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Different code paths and domains: BEiT label reduction vs MPS attention correctness." + "reason": "Different areas: Beit image label reduction vs MPS attention correctness." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 docs/quantization example errors are unrelated to git-oss MXFP4 loading fallback." + "reason": "Docs/example issues and quantization fallback are not the same underlying bug." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both involve Transformers 5 changes, but the concrete failures differ: import path breakage vs notebook custom-model initialization." + "reason": "Both involve loading/import behavior, but one is an import path break and the other is custom model initialization in notebooks." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice preset and CustomTrainer.compute_loss are unrelated API bugs." + "reason": "Audio processor preset handling and Trainer API incompatibility are separate bugs." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different components: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs." + "reason": "Different code paths: DAC latent decoding vs config save/load token IDs." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE loading with accelerate+deepspeed is unrelated to a multimodal token counting video-branch bug." + "reason": "Both mention Qwen3/MoE and multimodal code, but one is weight conversion during loading and the other is a video token-counting bug." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Different defects: weight tying failure in AyaVision vs dtype propagation problem in BLIP2 loading." + "reason": "Both are model-loading related, but the failures are different: tied weights vs dtype propagation." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading in BitNet is not the same as OmDet processor shape handling." + "reason": "Packed-weight loading and image processor output shape are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to git-oss MXFP4 quantization fallback." + "reason": "torch.compile/SDPA failure is unrelated to MXFP4 quantization loading behavior." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and have different concrete causes." + "reason": "Both are tokenization regressions, but they affect different tokenizers and different mechanics (special tokens vs pre-tokenizer override)." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights/_is_hf_initialized." + "reason": "Both are loading-related, but FSDP CPU RAM loading and init_empty_weights have different failure modes and code paths." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency handling." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL/torchvision processor dependency issues." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are separate processor bugs." + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode token skipping are different processor behaviors." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions on different models and code paths." + "reason": "Both are tokenizer regressions, but they are distinct bugs affecting different models and failure mechanisms." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Both touch config loading, but missing remote-code fields is not the same as failing to unwrap text_config in composite Qwen configs." + "reason": "ImportError from generation module and CustomTrainer signature breakage are unrelated." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "ImportError for GenerationMixin and unexpected compute_loss kwargs are unrelated failures." + "reason": "Both touch config/model loading, but missing custom fields in AutoConfig is not the same as text_config unwrapping for multimodal causal LM creation." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state output bug is not the same as a broad tokenization version-change report." + "reason": "Qwen3.5 hidden-state output regression is not a tokenization-version issue." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated training issues." + "reason": "Trainer token counters and perplexity evaluation are unrelated." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined video token-count helpers are not the same as batched video processor output shapes." + "reason": "Both are video-related, but one is token counting/undefined names and the other is batched processor output shape." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both mention video paths, but the failing logic and affected models differ." + "reason": "Both mention video regressions, but they appear to hit different layers: token counting vs model video-input regression." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Different device/offload bugs in different models and code paths." + "reason": "Both are CPU-offload/device issues, but they affect different models and different failing operations." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Accelerate+deepspeed weight conversion and Qwen3-VL shape mismatches are different loading bugs." + "reason": "Different loading failures: MOE weight conversion vs weight-shape mismatch." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained key corruption are unrelated regressions." + "reason": "Different regressions: v5 output drift for RTDetrV2 vs Qwen3.5 save_pretrained key corruption." }, { "left": "issue:45823", "right": "issue:45859", "accept": false, - "reason": "Both mention offload/device behavior, but Gemma4 PLE mismatch and Qwen3_5Moe rotary embedding CPU-offload incompatibility are distinct." + "reason": "Both involve device/offload, but the underlying failures and model code paths are different." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Model-loading init_empty_weights error is unrelated to image processor torchvision dependency requirements." + "reason": "init_empty_weights loading and PIL backend torchvision dependency are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video-processing ValueError are different failures." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are separate model-loading issues." + "reason": "Both are Qwen3-family issues, but one is auto device mapping/cuda assert and the other is video-input validation in a different model." } ] }, @@ -5525,8 +5485,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -5579,12 +5539,13 @@ "issue:45823" ], "soft_pairs": [ - "issue:43317|issue:45538", "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:43317|issue:45538", "issue:33357|issue:34567", + "issue:43927|issue:44912", "issue:44987|issue:45538", "issue:42915|issue:44821", - "issue:43927|issue:44912", "issue:44479|issue:45381", "issue:42915|issue:45538", "issue:43257|issue:43756", @@ -5594,16 +5555,16 @@ "issue:43577|issue:45072", "issue:45137|issue:45405", "issue:38175|issue:44898", - "issue:44062|issue:44991", "issue:44737|issue:45588", + "issue:44062|issue:44991", "issue:43742|issue:44291", "issue:43540|issue:45823", "issue:43906|issue:45381", "issue:43646|issue:43749", "issue:44062|issue:45081", - "issue:43643|issue:45375", "issue:43749|issue:44756", "issue:34567|issue:36331", + "issue:43643|issue:45375", "issue:36010|issue:42175", "issue:43493|issue:43994", "issue:42175|issue:43824", @@ -5611,229 +5572,235 @@ "issue:44291|issue:44821", "issue:44792|issue:44964" ], - "prepared_review_unit_hash": "3702f772e27f08fc3af1d30729de03ebf402f749558772d660e88e0d886a1a5d", + "prepared_review_unit_hash": "f2973b0975d256d41feea2602dfdce8172471a882fc5fe3413cce4f04bc08230", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36471, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "soft_pair_count": 32, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous bag of unrelated model-loading, tokenizer, video, quantization, and training issues. Only two soft pairs look like true duplicates: the Qwen2.5-VL video regression pair and the SigLIP2 discrepancy pair.", - "confidence": 0.93, - "canonical_issue_reason": "No canonical issue: the items span different bugs and subsystems, so one issue would not represent the cluster well.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No single issue is a strong global anchor; the cluster is too heterogeneous, with only a couple of genuine duplicate pairs.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "The packet is mostly heterogeneous. The only clear duplicate-worthy pairs are the Qwen video-input regression reports (44479/45381) and the SigLIP2 implementation/output reports (43493/43994). For the global issue anchor, 43824 is the stronger overall representative on the supplied activity totals, slightly ahead of 43749; I would avoid claiming a clearly reproducible regression from metadata alone.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44479 is the better duplicate anchor for the Qwen video-input pair because its title is the broader regression statement, while 45381 reads like a narrower symptom report for qwen2.5-vl video position IDs. That makes 44479 the more general anchor based on the packet text.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the best overall issue anchor in this packet because it has the strongest combined engagement signal in the supplied metadata (discussion plus inbound references), and its import error spans the broader Qwen2.5-VL family rather than a narrower single-symptom report.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Different bugs: device_map/offload dequantized-model loading vs CLIPTokenizer model_max_length behavior." + "reason": "Tokenizer/model-loading failure vs Apple Silicon allocator warmup TypeError; different code paths and symptoms." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs MobileLLM key error; unrelated models and bugs." + }, + { + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Different code paths: GGUF AutoTokenizer/AutoModel loading vs Apple Silicon mmap warmup TypeError." + "reason": "Dequantized offload/device-map issue vs CLIPTokenizer max_length setting; not the same defect." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Unrelated failures: MacOS bus error on CLIP vs TrainerState token-count bookkeeping." + "reason": "MacOS CLIP bus error vs TrainerState token counter not updating; different subsystems." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config token-ID loss during save/load vs MXFP4 quantization fallback; distinct failures." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different issues: a model-loading failure for physical-intelligence/fast vs tokenizer max length setting." + "reason": "Model-loading regression vs tokenizer max_length behavior; unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different subsystems: Qwen3Moe FP8/quantization failure vs loading AutoImageProcessor from URL." - }, - { - "left": "issue:43927", - "right": "issue:44912", - "accept": false, - "reason": "Different bugs: DiaConfig save/load token ID loss vs MXFP4 quantization fallback." + "reason": "FP8 Qwen3Moe issue vs AutoImageProcessor URL loading; different areas of the library." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Same underlying regression: both report the v5.3.0 Qwen2.5-VL video-input/vision_position_ids bug; 45381 is a narrower symptom of 44479." + "reason": "Both describe the same Qwen video-input regression around incorrect video position IDs in the shared video code path." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Unrelated topics: Qwen3Moe fine-grained FP8 failure vs CLIPTokenizer max-length behavior." + "reason": "Qwen3Moe FP8 config bug vs CLIPTokenizer length default; unrelated." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different model families and failures: Qwen3 MoE weight conversion vs Smollm3 RoPE-layer mismatch." + "reason": "Qwen MOE weight conversion bug vs Smollm3 RoPE-layer mismatch; different model families and fixes." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input errors, but on different Qwen model paths with different failure modes." + "reason": "Both are Qwen video issues, but the model families and concrete failures differ too much to treat as one bug." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Different model families: Qwen3OmniMoe video processing error vs Qwen2.5/Qwen3 video-input regression." + "reason": "Shared video theme, but different Qwen model families and failure modes; too broad to merge." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Different bugs: Qwen3 MoE loading/weight-conversion issue vs GPT-oss-20b OOM." + "reason": "MOE conversion bug vs CUDA OOM during GPT-oss loading; not the same problem." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different models and different failure mechanisms." + "reason": "Different dtype mismatch reports in different models/code paths." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "Completely unrelated: ZeRO3 deque error vs a dependency-version bump complaint." + "reason": "ZeRO3 deque error vs PEFT version pinning; unrelated." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." + "reason": "SigLIP2 zero-probability issue vs Perceiver interpolation bug; different models and symptoms." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer-loading issues, but different root causes and models; not the same bug." + "reason": "XLNet CPU tensor creation bug vs flash-attention sinkless-model crash; unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Different subsystems: XLNet positional encoding device placement vs flash-attention sink-less model crash." + "reason": "AddedToken kwarg duplication vs tokenizer load failure for a specific model; different causes." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different loading failures: MobileLLM key error vs init_empty_weights/_is_hf_initialized TypeError." + "reason": "MobileLLM key error vs init_empty_weights signature regression; different loading failures." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Different model-specific forward-path bugs in different multimodal architectures." + "reason": "Qwen video-processing failure vs Gemma4 PLE device mismatch; unrelated." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Isolated reproduction of another issue vs a Qwen2.5-VL video-input regression; not the same artifact." + "reason": "Isolated reproduction of another issue vs a specific Qwen2.5-VL video-position bug; not the same defect." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Different problems: custom model initialization breakage vs FSDP CPU RAM efficient loading." + "reason": "Custom model initialization breakage vs FSDP CPU RAM-efficient loading; different code paths." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but the actual errors and code paths are different." - }, - { - "left": "issue:43643", - "right": "issue:45375", - "accept": false, - "reason": "Related config-field loss theme, but one is generic trust_remote_code behavior and the other is a specific Qwen config field dropped by @strict; not clearly the same bug." + "reason": "Different tokenizer bugs with different error mechanisms." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different memory/loading issues: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo." + "reason": "Both are loading/memory related, but one is FSDP CPU loading and the other is mmap on Strix Halo; different fixes." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Different Trainer API issues: token count tracking vs unexpected compute_loss keyword argument." + "reason": "TrainerState token counting bug vs custom compute_loss signature change; unrelated training APIs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "trust_remote_code field handling vs strict-dropped Qwen vision config field; different serialization paths." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "Unrelated: GenerationMixin import regression vs TensorFlow backend packaging." + "reason": "GenerationMixin import regression vs TensorFlow backend packaging; unrelated." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 problem: 43994 describes the user-visible bad outputs caused by the HF-vs-JAX discrepancy in 43493." + "reason": "Both are SigLIP2 reports pointing to the same underlying implementation mismatch and output-quality regression for the same model family." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Different import/package issues: TensorFlow backend omission vs missing Qwen2.5-VL class export." + "reason": "Backend packaging issue vs Qwen import error; unrelated." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Different model loading failures: GGUF handling vs sleng-bert loading." + "reason": "gguf_file loading breakage vs a specific model-load failure; different concrete causes." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different failures: init_empty_weights argument mismatch vs AutoImageProcessor URL loading." + "reason": "init_empty_weights argument bug vs AutoImageProcessor URL loading; unrelated." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal model issues with no shared code path." + "reason": "Janus image-generation test failure vs Phi-4 multimodal load failure; different models and symptoms." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet: it correctly reflects a heterogeneous cluster and only elevates the two soft pairs that are marked as true duplicates in the packet (44479/45381 and 43493/43994). The non-duplicate verdicts are also appropriately cautious, with no obvious overstatement of evidence. No PRs are present, so that part is consistent." + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the top-level ranking overstates the packet. Issue 43749 is not clearly the most-discussed or most-referenced item in the set\u201443824 appears stronger by the provided activity counts\u2014and the phrase \"clear reproducible regression\" is not supported by the packet metadata. The canonical duplicate anchor choice for 44479 vs 45381 is plausible, but the representative-issue rationale needs to be more cautious and fully grounded in the supplied data." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5846,8 +5813,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -5906,14 +5873,14 @@ "issue:43756|issue:45325", "issue:43742|issue:44589", "issue:45405|issue:45600", - "issue:43697|issue:45216", "issue:43531|issue:44821", - "issue:44484|issue:44704", + "issue:43697|issue:45216", "issue:44514|issue:45381", "issue:28282|issue:29127", + "issue:44484|issue:44704", "issue:43643|issue:44561", - "issue:44625|issue:44877", "issue:43582|issue:44977", + "issue:44625|issue:44877", "issue:43720|issue:44898", "issue:42175|issue:44938", "issue:43452|issue:43577", @@ -5927,30 +5894,30 @@ "issue:44936|issue:45823", "issue:24643|issue:29127" ], - "prepared_review_unit_hash": "9d58f481c37cef9a89a806474f136abdb94b1e0bdd1f40f8e84edbe561cdd054", + "prepared_review_unit_hash": "d0a4ac06784cd0031f239c440bcbf3d6296a765359c14a0c120631f1feb7df61", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35360, - "estimated_input_tokens": 8840, - "estimated_eval_tokens": 17936 + "serialized_chars": 35370, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested soft-edge pairs are false positives: they share broad keywords or subsystems, but not the same concrete bug or change. No canonical duplicate issue/PR emerges from this set.", - "confidence": 0.96, + "summary": "This cluster is not a duplicate group: the items span unrelated loading, tokenizer, processor, model-specific, and backend regression bugs. None of the soft-edge pairs look like the same underlying issue.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -5960,157 +5927,157 @@ "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different bugs in sequence-label handling vs classification loss behavior; same label terminology only." + "reason": "Different bugs: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior across many models." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Generic PyTorch import failure vs a specific Llama 3.2 Vision model-loading regression." + "reason": "Both are loading-related, but one is missing PyTorch detection and the other is a specific Llama 3.2 Vision regression." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "One is an unwanted torchvision dependency; the other is an AttributeError in Mistral regex patching." + "reason": "Both touch image/tokenizer paths, but one is PIL/torchvision dependency handling and the other is a Mistral regex backend attribute crash." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve positional encoding, but they affect different models and different code paths." + "reason": "Different model families and failures: Smollm3 RoPE-layer handling vs Qwen2.5-VL still-image temporal position IDs." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "KeyError while loading a model vs a float8 storage lookup failure; unrelated failure modes." + "reason": "Different low-level failures: MobileLLM key error on load vs missing Float8 storage object error." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Dependency version bump vs stale auto-mapping references; not the same bug." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "Different regressions: RTDetr output drift versus Qwen3.5 checkpoint serialization." + "reason": "PEFT version bump issue is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE vs loading AutoImageProcessor from a URL." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Save-pretrained shard-size discussion vs missing kwargs passthrough in AutoProcessor." + "reason": "Different regressions: RTDetrV2 output mismatch in v5 vs Qwen3.5 checkpoint serialization correctness." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Different Qwen2.5-VL bugs: chat-template batching crash vs video rope-index scaling." + "reason": "Different Qwen2.5-VL problems: chat-template batching crash vs video vision_position_ids calculation." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to LayoutLMv3 error-message clarity." + "reason": "One is missing PyTorch in environment; the other is a LayoutLMv3 boxes validation/error-message issue." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Both touch trust_remote_code, but one loses config fields while the other removes a helper used by remote models." + "reason": "save_pretrained shard-size behavior is unrelated to AutoProcessor kwargs not reaching cached_file." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Config num_labels propagation bug vs overly strict loading of granite_speech config." + "reason": "Both involve v5/trust_remote_code compatibility, but one is missing config fields and the other is removal of is_torch_fx_available." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon warmup TypeError vs Qwen3.5 flash-attention generation bug; unrelated." + "reason": "Apple Silicon warmup TypeError is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is a model config bug, not the strict granite_speech config-loading failure." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Packed-weight loading issue in BitNet vs Perceiver image-classification resolution handling." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation/resolution failure." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend dependency packaging problem vs Python 3.14 import/load failure." + "reason": "Backend packaging mismatch for torch install is unrelated to Python 3.14 import/load failure." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file tokenizer/model loading breakage vs BLIP2 dtype propagation bug." + "reason": "gguf_file tokenizer/model loading breakage is unrelated to BLIP2 dtype propagation." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading error vs trainer.evaluate() failing after train()." + "reason": "Gemma3 ZeRO-3 loading index error is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is batched padding behavior and the other is assistant tool-call content handling." + "reason": "Both are chat-template issues, but one is batched padding behavior and the other is tool-call messages with empty content." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading failure vs offline mistral-regex patch calling model_info()." + "reason": "gguf_file loading bug is unrelated to offline mistral_regex patch calling model_info() unconditionally." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model weight-tie issues." + "reason": "Both concern tied weights, but they are different serialization/save_pretrained regressions affecting different model classes." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor tokenizer access regression vs Kimi-K2.5 codec/mistral-regex warning regression." + "reason": "Custom processor.tokenizer regression is unrelated to Kimi-K2.5 codec handling and mistral-regex warning." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent decoding mismatch vs Whisper batch_decode special-token handling." + "reason": "DAC from_latents mismatch is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer special-token bugs affecting different tokenizers and symptoms." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to mdeberta-v3 add_special_tokens not adding BOS/EOS in v5." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer evaluation failure after training vs Gemma4 device-map forward mismatch." + "reason": "trainer.evaluate() failure after train() is unrelated to Gemma4 device mismatch under device_map=\"auto\"." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed weight-shape runtime error is unrelated to LayoutLMv3 box-information messaging." + "reason": "DeepSpeed weight-dimension runtime error is unrelated to LayoutLMv3 insufficient-box-information validation." } ] }, @@ -6129,8 +6096,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -6203,9 +6170,9 @@ "issue:43504|issue:43550", "issue:43504|issue:43720", "issue:43122|issue:43906", - "issue:43504|issue:44610", "issue:28282|issue:35141", "issue:32090|issue:33666", + "issue:43504|issue:44610", "issue:43452|issue:44451", "issue:44849|issue:45357", "issue:44568|issue:45812", @@ -6217,232 +6184,232 @@ "issue:43329|issue:45325", "issue:43688|issue:43749" ], - "prepared_review_unit_hash": "db02144138b601cdef850b5476484b79cfd1b9bd38a69e807cb5aae09cf8d30f", + "prepared_review_unit_hash": "b909d741ef8fa533178917c30fb1cb5f5af960dae7c0036ae027dc369ac9c79c", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37179, - "estimated_input_tokens": 9295, - "estimated_eval_tokens": 18846 + "serialized_chars": 37186, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated Transformers issues across tokenizers, model/config reloads, multimodal processors, training, generation, and MoE internals. I don\u2019t see a true duplicate cluster here; the soft links are mostly superficial similarity only.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue: the cluster is not centered on one underlying bug. If a representative issue is needed, issue:45812 is the broadest recent tokenizer-regression report, but it is not a true duplicate anchor for the rest.", + "summary": "The candidate pairs are mostly superficial matches by subsystem only; none appear to describe the same underlying bug or change. This looks like a mixed set of unrelated issues rather than one duplicate cluster.", + "confidence": 0.9, + "canonical_issue_reason": "There is no single canonical duplicate here because the issues span many unrelated areas. If forced to pick the broadest representative, issue 45812 is the most general tokenizer regression, but it still does not represent the rest of the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45812 is the strongest representative bug report in the set because it describes a broad, user-visible tokenizer regression affecting multiple Granite models and has the most general scope among the issues.", + "best_issue_reason": "Issue 45812 is the strongest global representative only in the narrow sense that it is a broad, open tokenizer regression affecting multiple Granite models. Even so, it is not a true canonical for this heterogeneous group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Different subsystems and failure modes: image processor segmentation-map handling vs multi-GPU training for Qwen2-VL." + "reason": "Image processor segmentation-map failure and Qwen2-VL multi-GPU training are different components and different failure modes." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different bug classes: zero probabilities in SigLIP2 inference vs processor/tokenizer regression in custom multimodal code." + "reason": "Zero-probabilities in SigLIP2 and a processor/tokenizer regression in v4.57.5 are unrelated bugs." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but one is an AttributeError in MLukeTokenizer tasks and the other is AutoTokenizer failing to load a specific tokenizer; not the same bug." + "reason": "MLukeTokenizer attribute error and AutoTokenizer failing on FastSpeech2ConformerTokenizer are distinct tokenizer-loading issues." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Unrelated tokenizer bugs: BigBird special-token registration vs MLukeTokenizer task AttributeError." + "reason": "BigBird mask-token registration and MLukeTokenizer task failures do not describe the same bug." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different model families and symptoms: BLIP2 dtype casting vs RTDetrV2 output divergence." + "reason": "BLIP2 dtype handling and RTDetrV2 output drift are separate model behavior problems." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation behavior, but one is compiled-forward chunked generation and the other is recurrent-state reset with cache; different code paths." + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different generation bugs." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both concern tokenizer loading regressions, but the root causes differ: offline hub call in Mistral regex patch vs model-specific tokenizer load failure." + "reason": "HF_HUB_OFFLINE/model_info patching and tokenizer loading for est-roberta are different tokenizer path regressions." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Too little evidence for the same bug: one is a Qwen3 auto device-mapping CUDA assert, the other is only an isolated reproduction of a different issue." + "reason": "Qwen3 auto device mapping CUDA assert and an isolated reproduction of another issue are not the same concrete failure." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Different models and defects: Qwen3.5 flash-attention generation vs Kimi-K2.5 tokenizer codec/regex regression." + "reason": "Flash-attention generation failure and Kimi-K2.5 tokenizer codec/regex regression are unrelated." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are MoE-related, but the reported issues differ: auxiliary-loss normalization vs divergence from a remote implementation." + "reason": "Aux-loss normalization and DeepseekV3MoE implementation divergence are different algorithmic issues." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "No shared underlying bug: Qwen3-MoE sliding-window logic vs MobileLLM model-loading key error." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM loading key errors are unrelated." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Different components: tokenizer special-token registration vs config save/load dropping custom token IDs." + "reason": "BigBird special-token registration and DiaConfig custom token-ID loss on save/load are different tokenizer/config bugs." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Different failure modes and models: compiled-forward chunked generation vs flash-attention generation on Qwen3.5." + "reason": "Compiled chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Unrelated issues: torch.compile with SDPA in Bamba vs DiaConfig custom token IDs lost on save/load." + "reason": "Bamba torch.compile/SDPA failure and DiaConfig token-ID persistence are different failure modes." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Different code paths: BLIP2 dtype loading vs flash_attention.py crashing on s_aux=None." + "reason": "BLIP2 dtype loading and flash_attention.py crashing on s_aux=None are unrelated." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "No match beyond vague model/runtime errors; Bamba SDPA compile bug is unrelated to MLukeTokenizer task errors." + "reason": "Bamba compile/SDPA and MLukeTokenizer attribute errors are unrelated areas and symptoms." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Different trainer issues: NoneType broadcast error vs TrainerState counter not updating." + "reason": "Trainer broadcast NoneType error and num_input_tokens_seen not updating are separate trainer-state bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different model-loading bug vs compile/SDPA runtime bug; not the same underlying issue." + "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA are different code paths and bugs." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Both are model-loading related, but one is a legacy-field preset load failure and the other is packed-weight unpacking during accelerate loading." + "reason": "Beit legacy-field load failure and BitNet packed-weight unpacking are unrelated loading issues." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Different problem domains: tokenization changes across versions vs Qwen3 auto device-mapping/CUDA assert." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Different models and symptoms: Beit preset loading vs OmDet-Turbo processor image-size mismatch." + "reason": "Tokenizer behavior change across versions and an isolated reproduction of another issue are not enough to identify the same bug." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Unrelated issues: missing PyTorch dependency vs output embedding reinitialization after resizing token embeddings." + "reason": "Missing PyTorch ImportError and output embedding reinitialization after resize are unrelated." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast/type issue is unrelated to Qwen2-VL multi-GPU training." + "reason": "NoneType broadcast in Trainer and Qwen2-VL multi-GPU training are different training problems." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained-load legacy field issue and OmDet-Turbo input-size mismatch are unrelated vision bugs." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are loading failures, but one is about gguf_file support and the other is a specific model load regression; not enough to treat as one bug." + "reason": "gguf_file handling for AutoTokenizer/AutoModelForCausalLM and inability to load ScandiBERT are distinct load failures." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Same model family but different regressions: hidden-states behavior vs incorrect visual-encoder keys on save_pretrained." + "reason": "Qwen3.5 hidden-state bug and incorrect visual-encoder keys on save_pretrained are different regressions." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different symptoms; not the same underlying bug." + "reason": "mdeberta special-token insertion and Granite token-ID regression are both tokenizer issues but not the same model-specific bug." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Different load paths and failure types: MobileLLM key error vs AutoImageProcessor URL loading failure." + "reason": "MobileLLM key error on load and AutoImageProcessor-from-URL failure are unrelated loading paths." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Different runtime failures: Qwen3 auto device mapping CUDA assert vs chunked generation inconsistency under compiled forward." + "reason": "Qwen3 device-mapping CUDA assert and compiled chunked generation inconsistency are different runtime failures." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Unrelated Qwen2-VL training issue vs GenerationMixin import error." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import error are unrelated." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar pattern of missing config fields, but different attributes, model families, and reload behavior; not the same bug." + "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are similar in theme but different model/config bugs." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Both involve rotary/RoPE config behavior, but one is about Smollm3 layer composition and the other about GPTNeoX rotary_pct reload semantics." + "reason": "Smollm3 RoPE-layer dropping and GPTNeoX rotary_pct reload defaulting are distinct config issues." }, { "left": "issue:43329", "right": "issue:45325", "accept": false, - "reason": "Different multimodal bugs: undefined helpers in video token counting vs Qwen2.5-VL rope index scaling for still images." + "reason": "Undefined video-branch helpers in multimodal token counting and Qwen2.5-VL still-image position scaling are different RoPE/multimodal bugs." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Both affect training/loading infra, but one is MoE auxiliary-loss normalization and the other is FSDP CPU RAM efficient loading." + "reason": "Aux-loss normalization and broken FSDP CPU RAM efficient loading are unrelated." } ] }, @@ -6461,8 +6428,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -6524,17 +6491,17 @@ "issue:28282|issue:33357", "issue:43577|issue:44554", "issue:33666|issue:36331", - "issue:39692|issue:43493", "issue:43720|issue:44361", - "issue:43334|issue:43572", + "issue:39692|issue:43493", "issue:43688|issue:45704", + "issue:43334|issue:43572", "issue:43540|issue:44977", "issue:44964|issue:45405", "issue:44479|issue:44625", "issue:43493|issue:43844", - "issue:43334|issue:45759", "issue:43756|issue:45083", "issue:45200|issue:45229", + "issue:43334|issue:45759", "issue:44488|issue:44843", "issue:43257|issue:43299", "issue:43278|issue:43844", @@ -6550,20 +6517,20 @@ "issue:44423|issue:44734", "issue:43927|issue:44361" ], - "prepared_review_unit_hash": "a7d9f99b4afff41d12d5da3763ecdeb40e3e922a326117e6106faa85c35874e4", + "prepared_review_unit_hash": "8a826ea6616c851b6136ceca47fd6d31e00541cdbc8940dc62a9b995a6abac2c", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37970, + "serialized_chars": 37972, "estimated_input_tokens": 9493, "estimated_eval_tokens": 19242 }, @@ -6572,210 +6539,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated bug reports that only share broad themes like model loading, multimodal regressions, or Transformers v5 breakage. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR-level change, so all soft edges are rejected.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43646 is the broadest umbrella-style report here (generic Transformers 5.0 custom initialization breakage), so it is the best representative issue for this noisy cluster, even though the set is heterogeneous.", + "summary": "The cluster is highly heterogeneous: the soft-linked pairs mostly share only broad Transformer subsystems or model families, not the same concrete bug. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43824 is the most prominent standalone issue in the set by discussion and inbound references, with a concrete reproducible loading failure; the rest of the cluster is too diverse to serve as a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most general and central issue among the candidates, making it the closest thing to a canonical representative for the cluster.", + "best_issue_reason": "issue:43824 is the best overall issue representative if one must be chosen, because it has the strongest visibility and a clearly scoped bug report; however, it is not a duplicate of most other items here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "Both are transformer/model related, but one is a SigLIP2 implementation discrepancy and the other is a pipeline error message regression; different bugs and code paths." + "reason": "Different bugs: SigLIP2 implementation mismatch vs a pipeline error-message regression about translation support." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate handling is unrelated to the processor.tokenizer / image-to-tokenizer regression." + "reason": "Different code paths: audio processor sampling-rate default vs processor.tokenizer/image passthrough regression." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig losing token IDs on save/load." + "reason": "Unrelated failures: CPU offload device mismatch vs DiaConfig custom token IDs lost on save/load." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from config token ID persistence." + "reason": "Different issues: BitNet packed-weight handling during accelerate loading vs DiaConfig token ID persistence." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Import-time PyTorch missing error is unrelated to Trainer NoneType broadcast failure." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "AutoModel import failure is not the same as the MacOS CLIP bus error regression." + "reason": "PyTorch availability error and MacOS CLIP bus error are distinct bugs." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are distinct bugs." + "reason": "BLIP2 dtype persistence and an MPS attention correctness bug are different concrete problems." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training support request is unrelated to a CustomTrainer compute_loss API break." - }, - { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "Documentation example mistakes are not the same as a SigLIP2 implementation mismatch with JAX." + "reason": "Multi-GPU Qwen2-VL training request is unrelated to the custom compute_loss signature error." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task errors are different code paths and symptoms." + "reason": "BitNet packed-weight loading failure and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Qwen3-VL pad_token_id missing and StableLmConfig pad_token_idx missing are separate model/config bugs." + "reason": "Docs/example mistakes are not the same as the SigLIP2 HF-vs-JAX implementation discrepancy." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Auxiliary-loss normalization and T5 apex RMSNorm memory leak are different model bugs." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve config fields, but they are different models and different missing fields, not the same bug." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError is different from a flash-attention generation bug in Qwen3.5." + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are separate failures." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Loading Phi-4 multimodal fails for model reasons; MIN_PEFT_VERSION being unreleased is a dependency/versioning issue." + "reason": "Model load failure and a bumped unreleased dependency requirement are unrelated." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression across Qwen multimodal models is not the same as num_labels propagation in Qwen3.5." + "reason": "Video-input regression across Qwen variants is unrelated to num_labels propagation in Qwen3.5." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "A SigLIP2 discrepancy is unrelated to gradient explosion under HfDeepSpeedConfig + ZeRO-3." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL text config is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." + "reason": "SigLIP2 implementation drift and DeepSpeed gradient growth are different bugs." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "Smollm3 RoPE-layer counting is unrelated to the qwen3_omni_moe feature-length helper behavior." + "reason": "Smollm3 RoPE-layer drop and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros is a training-input bug, while the other is an inference OOM." + "reason": "Default mm_token_type_ids behavior and Gemma4 multi-GPU OOM are not the same underlying issue." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id error and the other is from_config not unwrapping text_config." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A model load failure for sleng-bert is not the same as model_info() being called offline in _patch_mistral_regex." + "reason": "Model load failure for a specific checkpoint is unrelated to HF_HUB_OFFLINE behavior in tokenizer patching." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Accelerate+deepspeed weight conversion and generic Qwen3VL MOE loading breakage are related in theme but not the same concrete bug." + "reason": "Different Qwen MOE loading regressions with different failure modes and code paths." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Training/eval dtype mismatch is not the same as abnormal gradient growth under ZeRO-3." + "reason": "Embedding dtype drift in train/eval is unrelated to the ZeRO-3 gradient increase report." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated." + "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated load-time errors." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different problems." + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are separate issues." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 multi-GPU inference OOM and a Gemma4 PLE device mismatch are distinct failures." + "reason": "Gemma4 inference OOM and PLE device mismatch are different forward-pass failures." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage resolution and a Python 3.13 flash_attn import_utils KeyError are unrelated." + "reason": "Float8 storage lookup error is unrelated to the flash_attn KeyError on Python 3.13." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "MoE auxiliary-loss normalization is not the same as a broad tokenization change across versions." + "reason": "Auxiliary-loss normalization and tokenization changes across versions are not the same bug." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Doc-example mistakes do not match the processor.tokenizer / image-passing regression." + "reason": "Documentation example errors are unrelated to the processor.tokenizer regression in v4.57.5." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx after v5 update and unexpected _is_hf_initialized in init_empty_weights are different loading issues." + "reason": "Missing pad_token_idx in StableLmConfig is a different problem from init_empty_weights passing _is_hf_initialized." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A MacOS CLIP bus error is unrelated to Qwen2-VL multi-GPU training." + "reason": "MacOS bus error with a CLIP model and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field loading failure in Beit is not the same as a CPU-offload device mismatch in bark-small." + "reason": "Legacy-field load failure in BEiT is unrelated to the Bark device-mismatch CPU offload bug." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "The serve multimodal '.to' crash and KV-cache continuation tensor-indexing bug affect different server paths." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are distinct serve-path issues." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token persistence and MLukeTokenizer task errors are unrelated." + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError do not describe the same failure." } ] }, @@ -6794,8 +6761,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -6862,8 +6829,8 @@ "issue:28218|issue:34567", "issue:45084|issue:45520", "issue:44554|issue:45446", - "issue:44568|issue:45701", "issue:43688|issue:43873", + "issue:44568|issue:45701", "issue:15354|issue:38175", "issue:43232|issue:44849", "issue:43540|issue:45200", @@ -6877,20 +6844,20 @@ "issue:44466|issue:45127", "issue:43295|issue:44610" ], - "prepared_review_unit_hash": "cde9e27e67ee89ac99f90bcdff79fd6451109859eb732514d96e2fb19f3f23e6", + "prepared_review_unit_hash": "c391cf41884d7611a219891571e059c421c53f2ecc555dd738a1e1fd4216f75d", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35869, + "serialized_chars": 35870, "estimated_input_tokens": 8968, "estimated_eval_tokens": 18192 }, @@ -6899,181 +6866,184 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, multimodal, training, runtime, and CI failures. The soft pairs share only superficial vocabulary or a broad subsystem, not the same concrete bug or fix path, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a duplicate set; it mixes many unrelated bugs across different models and code paths.", + "summary": "Mostly unrelated issues spanning tokenization, generation, multimodal preprocessing, training, and CI. Only one soft edge looks like a plausible duplicate pair: the Qwen composite-config propagation/from_config handling issues.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45759 is the best canonical issue: it states the broader root cause in composite Qwen multimodal config handling, while issue:44625 is a narrower symptom of the same config-propagation path.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative for the cluster; any choice would overfit one narrow bug and misrepresent the rest of the unrelated items.", + "best_issue_reason": "issue:45759 is the strongest representative because it describes the underlying API/config plumbing problem most clearly and broadly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Both involve token-related behavior, but one is a BEiT model load failure from a legacy field and the other is a BigBirdTokenizer special-token registration bug. Different components and fixes." + "reason": "Different subsystems and failures: BEiT legacy config loading vs BigBird tokenizer special-token registration." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "One is an OOM during tensor-parallel loading of a Qwen model; the other is a version/dependency issue with PEFT. Not the same bug path." + "reason": "One is tensor-parallel OOM on a model load; the other is a dependency version bump problem. No shared bug." }, { "left": "issue:44625", "right": "issue:45759", - "accept": false, - "reason": "Both mention Qwen 3.5 configs, but one is num_labels propagation and the other is AutoModelForCausalLM config unwrapping. Related area, different concrete defects." + "accept": true, + "reason": "Both point to the same composite Qwen config plumbing in model/config construction; one is a specific propagation symptom, the other the broader from_config unwrap bug." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both are CI/device mismatch problems, but they affect different models, tests, and execution paths. Not mergeable into one fix." + "reason": "Both mention device mismatches, but they affect different models and test paths; not the same underlying fix." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failed janus image-generation test and an unreleased PEFT version bump are unrelated." + "reason": "Janus image-generation test failure is unrelated to the PEFT minimum-version packaging issue." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Siglip2 nonsensical outputs and a position-id key regression are different failures with different likely causes." + "reason": "Different symptoms and code paths: SigLIP2 wrong outputs vs position-id key handling." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content. Distinct edge cases." + "reason": "Both involve apply_chat_template, but one is multimodal assistant-mask generation and the other is a crash on tool-call/no-content messages; not clearly the same bug." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription generation are unrelated generation bugs." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling after token alignment." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "A Flash Attention 2 test failure and an MLflow reporting issue are different subsystems and problems." + "reason": "Flash Attention CI failures and MLflow reporting on failed jobs are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth during training and a model loading regression are not the same code-path issue." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are different problems." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token counters are unrelated." + "reason": "Tokenizer added-space behavior and TrainerState token counter updates are unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compile errors for non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Template compilation error and Python 3.13 flash_attn import KeyError are different issues." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness bug and an incorrect PyTorch version check in flex_attention are different defects." + "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are not the same code path." }, { - "left": "issue:44568", - "right": "issue:45701", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "The first is a specific add_special_tokens/BOS-EOS regression in one tokenizer; the second is a broad version-dependent tokenization change. Not the same bug." + "reason": "Aux-loss normalization and quantization/offload behavior are separate model/runtime issues." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:44568", + "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and quantization offloading are separate training/runtime issues." + "reason": "Tokenizer special-token regression and generic tokenization changes across versions are too broad to treat as the same bug." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and zero probabilities from siglip2-base are unrelated." + "reason": "TorchScript export support and zero-probability outputs from SigLIP2 are unrelated." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus and a Qwen3.5 hidden-states bug are different code paths." + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-state output behavior are different bugs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal bugs." + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 text-only token-type defaults are unrelated." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "One is missing default mm_token_type_ids for text-only tuning; the other is a device mismatch in Gemma4 PLE with device_map=auto. Different fixes." + "reason": "Same model family, but one is missing default mm_token_type_ids and the other is a device-map forward mismatch; not the same fix." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save_pretrained/tokenization failures are unrelated." + "reason": "Dtype mismatch inference failures and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel not applied with model_init and Qwen3.5 output_hidden_states behavior do not share a concrete bug." + "reason": "Liger Kernel application with model_init is unrelated to Qwen3.5 hidden-state output behavior." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype changing between train/eval and resume_from_checkpoint key mismatch are unrelated." + "reason": "Training/eval dtype drift and resume_from_checkpoint key mismatch are separate training-state problems." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP model loading are different problems." + "reason": "Token spacing after added tokens and a MacOS bus error in CLIP loading are unrelated." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and a Kimi tokenizer codec regression are unrelated." + "reason": "MPS attention correctness and Kimi tokenizer codec/regression handling are different concerns." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Defaulting mm_token_type_ids and incorrect temporal position scaling in Qwen2.5-VL are different multimodal bugs." + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope position scaling are different multimodal bugs." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Inconsistent lm_head serialization and LoRA merge collapse with extended vocab are not the same underlying defect." + "reason": "Serialization of tied weights and LoRA merge collapse with extended vocabulary are not the same bug." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer API regression and OmDet processor image-size mismatch are separate multimodal issues." + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:44625 vs issue:45759, is a plausible duplicate based on both titles pointing to Qwen composite config propagation/from_config handling. The rest of the rejects are cautious and do not overstate shared causality." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7085,8 +7055,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -7140,47 +7110,47 @@ ], "soft_pairs": [ "issue:44898|issue:45412", + "issue:43493|issue:43701", "issue:37428|issue:43957", "issue:43572|issue:44987", - "issue:43493|issue:43701", "issue:43334|issue:43525", "issue:43572|issue:43957", "issue:43873|issue:44464", - "issue:43824|issue:43975", "issue:43295|issue:43450", "issue:43844|issue:44936", + "issue:43824|issue:43975", "issue:43295|issue:43873", "issue:38175|issue:45412", "issue:37428|issue:43824", "issue:42915|issue:43824", "issue:44514|issue:44521", - "issue:44442|issue:45198", "issue:38175|issue:43493", + "issue:44442|issue:45198", "issue:43278|issue:43856", - "issue:43653|issue:44112", "issue:43827|issue:43901", + "issue:43653|issue:44112", "issue:43450|issue:43493", - "issue:44792|issue:45563", "issue:43450|issue:43575", + "issue:44792|issue:45563", "issue:45127|issue:45245", "issue:44360|issue:44561", "issue:43819|issue:45083", "issue:44206|issue:45584", "issue:43819|issue:44112", - "issue:37428|issue:43425", - "issue:44610|issue:44857", "issue:43262|issue:43450", + "issue:44610|issue:44857", + "issue:37428|issue:43425", "issue:44857|issue:45593", "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "02a8a0df7796ea73592d5b83f4d6f53eb2da1a38657892ca9913eb5657274687", + "prepared_review_unit_hash": "79beb0f0305d5fdef32a6795d8f8bfc594314295aad690874d07040af09fdb25", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, @@ -7195,210 +7165,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the set is a heterogeneous mix of unrelated bugs, regressions, and docs issues. There are no PRs to triage here.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue for the whole set: the items span unrelated failure modes across imports, processors, training, generation, and docs, and none of the soft pairs are clear duplicates.", + "summary": "This cluster is mostly a grab-bag of unrelated issues across model loading, processors, training, docs, and CI. The soft pairs share broad keywords in some cases, but they do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43824 is the strongest standalone anchor: it has a clear, reproducible import traceback, multiple references, and a focused regression signature.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be singled out, issue 44521 is the strongest standalone report because it is open, active, and concrete; however, it is not representative of the other issues as a duplicate target.", + "best_issue_reason": "Issue 43824 is the best representative issue because it is concrete, well-discussed, and easy to triage or search by its exact failing import path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Different models and failure classes: Perceiver image resolution bug vs RT-DETR memory release issue." + "reason": "Different subsystems and failures: Perceiver resolution handling vs RT-DETR memory release." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation discrepancy vs checkpoint key mismatch." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Both mention loading/import problems, but one is a missing symbol import and the other is a meta-device model-loading regression affecting different code paths." + "reason": "Both are loading-related, but they describe different root causes and model paths." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are v5-era model-loading complaints, but they concern different configs/models and likely distinct fixes." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Unrelated: missing pad_token_idx in one config vs loading failure for a specific model repo." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are missing pad_token_id errors, but they affect different model families and are not the same concrete bug." + "reason": "Same symptom class, but different model configs and no evidence of one shared code defect." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "A StableLm config attribute issue is not the same as a broad meta-device loading breakage." + "reason": "Different issues: tokenizer config field regression vs meta-device loading problems." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantization/offloading behavior and compiled-forward chunked generation are separate subsystems and symptoms." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "Importing Qwen2.5-VL vs DeepSeek-Coder detokenization are unrelated failures." + "reason": "Different areas: quantization/offloading vs compiled-forward chunked generation consistency." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video-shape bug are different processor problems." + "reason": "Different modalities and failures: processor/tokenizer regression vs batched video-shape bug." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 gradient inflation during training is unrelated to evaluate-after-train failure." + "reason": "Training instability with ZeRO-3 is unrelated to trainer.evaluate() breaking after train()." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different models and failure modes: import error vs detokenization regression." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom processor API regression and quantization offloading are different bugs." + "reason": "Processor API regression and quantization offloading are unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory cleanup are unrelated." + "reason": "Different components: SigLIP2 zero probabilities vs RT-DETR memory leak." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different missing symbols from different transformer modules; not the same import breakage." + "reason": "Both are import errors, but they involve different symbols, modules, and root causes." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FP8 config failure for Qwen3-MoE is unrelated to a Qwen2.5-VL import error." + "reason": "Different model families and different failure signatures." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input while the other yields all-zero assistant masks; distinct symptoms and likely distinct bugs." + "reason": "Same general processor area, but one crashes on batching and the other returns wrong masks; not the same bug." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are different tokenizer issues." + "reason": "Both mention SigLIP2, but one is zero probabilities while the other is a HF-vs-JAX discrepancy." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "SigLIP2 probability output issue and SigLIP2 JAX-vs-HF discrepancy overlap in model family but not the same concrete bug." + "reason": "Tokenizer load failure and save/tokenization failure are separate model-specific issues." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in eval and Qwen3 MoE memory usage are unrelated training issues." + "reason": "Embedding dtype mismatch in eval is unrelated to MoE training memory usage." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to a GraniteSpeech CI device-override test failure." + "reason": "Both touch docs/pipeline behavior, but they concern different API topics and fixes." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline APIs and different deprecations." + "reason": "Tokenizer special-token registration bug vs CI test staleness are unrelated." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Batched video processor shape bug and SigLIP2 implementation discrepancy are different subsystems and failures." + "reason": "Batched video processor shape bug is unrelated to SigLIP2 model discrepancy." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." + "reason": "Video preprocessing shape issue and tensor-parallel OOM are not the same bug." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Video processor batching and Qwen2 large-model TP OOM are not the same bug." + "reason": "Different generation issues: failing Janus test vs stale warning for paged generate()." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit error." + "reason": "LoRA merge collapse and category-count runtime error have no shared code path." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A DSA indexer architecture discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "A missing ReLU in one component is unrelated to removal of a torch-fx helper." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent mismatch and a qwen3_omni_moe helper behavior issue are different code paths." + "reason": "Different numerical/helper-function bugs in different models." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are distinct regressions." + "reason": "Unsupported feature-extractor arg and empty-transcription Whisper failure are unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward mismatch and GraniteSpeech CI device override are unrelated." + "reason": "DAC latent mismatch and a stale CI test are unrelated." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "A specific import error is not the same as broad Torch 2.10 incompatibility." + "reason": "Audio chat-template sampling-rate default and batched video shape are unrelated." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output size mismatch and float16 AMP loss crash are different failures." + "reason": "Processor resize mismatch vs AMP/CUDA loss crash are different bugs." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Audio apply_chat_template sample-rate defaulting and video batching shape bugs are unrelated." + "reason": "ImportError on a missing symbol is unrelated to Torch 2.10 compatibility concerns." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA loss instability and missing auxiliary losses with denoising off are different training bugs." + "reason": "Different training bugs: AMP/CUDA crash vs auxiliary-loss omission." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Training/eval dtype drift and a pipeline docs error are unrelated." + "reason": "Embedding dtype regression is unrelated to pipeline error messaging." } ] }, @@ -7474,54 +7444,54 @@ "soft_pairs": [ "issue:45290|issue:45381", "issue:43606|issue:45083", - "issue:45200|issue:45588", "issue:43335|issue:43550", + "issue:45200|issue:45588", "issue:44448|issue:44743", "issue:37428|issue:44351", "issue:43611|issue:43931", - "issue:44462|issue:44561", "issue:39692|issue:43526", + "issue:44462|issue:44561", "issue:44206|issue:45823", "issue:44561|issue:44779", "issue:43388|issue:43526", "issue:43335|issue:43653", - "issue:45310|issue:45478", "issue:43819|issue:44493", + "issue:45310|issue:45478", + "issue:44855|issue:45083", "issue:45588|issue:45859", "issue:43550|issue:44112", - "issue:44855|issue:45083", + "issue:43335|issue:45083", "issue:29942|issue:32090", "issue:43335|issue:43504", - "issue:43335|issue:45083", "issue:39692|issue:44493", "issue:44292|issue:45520", "issue:38175|issue:44493", "issue:44448|issue:44779", "issue:28218|issue:35141", "issue:43335|issue:45072", - "issue:43720|issue:44112", "issue:43335|issue:45593", + "issue:43720|issue:44112", "issue:44977|issue:45229", "issue:44448|issue:44977", "issue:44568|issue:45491", "issue:43606|issue:44857", - "issue:45459|issue:45712", - "issue:44857|issue:45072" + "issue:44857|issue:45072", + "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "bfb027ce0d5bdf1e32440c2024c8c2714ee33fbcc7746e9198c4876778f3bc62", + "prepared_review_unit_hash": "ba8689049f719a6e53eba3d2b8eda9f35a2ef6a03e8d3a8bd06279350cc2cdbb", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38457, + "serialized_chars": 38458, "estimated_input_tokens": 9615, "estimated_eval_tokens": 19486 }, @@ -7530,42 +7500,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports across unrelated models/components. The only clear duplicate pair is the repeated Qwen3.5 Moe `from_pretrained` regression report.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45310 is the earlier, cleaner report of the Qwen3.5 Moe `from_pretrained` failure and matches the later duplicate almost exactly.", + "summary": "Most items are unrelated issue reports; only one soft pair looks like a true duplicate. The two Qwen3.5 Moe from_pretrained reports are the same bug, while the rest are different failure modes or subsystems.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier of the two exact duplicate reports for the same Qwen3.5 Moe from_pretrained regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the best canonical representative because it is specific, actionable, and has a near-identical duplicate in the cluster.", + "best_issue_reason": "issue:45310 is the strongest issue candidate overall: it has the exact duplicate match, is earlier, and best represents the confirmed duplicate bug in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal/chat-template related, but one is a tool-call tokenization crash and the other is a Qwen2.5-VL vision position-id bug; different failure modes." + "reason": "Different bugs: chat template/tool-call crash vs qwen2.5-vl video position-id mismatch." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is unrelated to a qwen3_omni_moe feature-length helper bug." + "reason": "Different subsystems and failures: CPU offload device mismatch vs helper length computation in qwen3_omni_moe." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Gemma 4 text-only mm_token_type_ids handling and a flash_attention aux-state crash are separate issues." + "reason": "Different concrete problems: SwitchTransformers sparse-layer config bug vs Bamba SDPA torch.compile failure." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA behavior are unrelated." + "reason": "Different bugs: Gemma4 mm_token_type_ids defaults vs flash_attention s_aux=None crash." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output drift across Transformers versions is not the same bug as qwen recurrent-state resets with cache." + "reason": "Different models and code paths: Pegasus v4/v5 output drift vs qwen3_5 recurrent-state reset." }, { "left": "issue:37428", @@ -7577,181 +7547,181 @@ "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are distinct loading problems." + "reason": "Different loading failures: base_model_prefix handling vs Qwen3-VL weight shape mismatch." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Tokenizer.json precedence and removal of `is_torch_fx_available` affect different subsystems and symptoms." + "reason": "Different BEiT/SigLIP2 issues: documentation example errors vs BeitImageProcessorFast reduce_labels bug." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:44462", + "right": "issue:44561", "accept": false, - "reason": "SigLIP2 docs/quantization errors and BeitImageProcessorFast `reduce_labels` behavior are unrelated." + "reason": "Different regressions: AutoTokenizer ignoring tokenizer.json vs removal of is_torch_fx_available breaking trust_remote_code." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device placement with `device_map=auto`." + "reason": "Different model bugs: unsupported center arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "A missing utility symbol in v5 and Deepseek tokenizer correctness regression are different problems." + "reason": "Unrelated breakages: trust_remote_code import regression vs Deepseek tokenizer behavior change." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Batch-gather label truncation and Beit fast image processor label reduction are not the same underlying bug." + "reason": "Different data handling bugs: gather_for_metrics last-batch label truncation vs BeitImageProcessorFast reduce_labels output." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and BigBird mask-token registration are unrelated tokenizer/model issues." + "reason": "Different issues: SwitchTransformers sparse-layer creation vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: DAC.from_latents mismatch vs unexpected position-id key warnings across models." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same exact Qwen3.5 Moe `from_pretrained` error report with matching title and symptom; later duplicate of the same bug." + "reason": "Exact same Qwen3.5 Moe from_pretrained error; same title and same regression report." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "DAC latent decoding mismatch and unexpected position-id keys are different model behaviors." + "reason": "Different failures: Python 3.13 import indentation error vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both mention flash-attention/CPU-offload-adjacent code, but one is an aux=None crash and the other is a rotary-embedding offload incompatibility." + "reason": "Different flash-attention-related bugs: s_aux=None crash vs CPU-offload incompatibility in text rotary embedding." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "SDPA compile failure in Bamba and a stale GraniteSpeech device override test are unrelated." + "reason": "Different problems: Bamba torch.compile/SDPA failure vs GraniteSpeech stale device override test." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:45072", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2 import is not the same as qwen3_omni_moe length-helper behavior." + "reason": "Different failures: SwitchTransformers sparse-layer config bug vs dtype mismatch in bfloat16 inference." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` TypeError are different CI/runtime issues." + "reason": "Different issues: Flash Attention 2 tests failing vs Trainer NoneType broadcast error." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Beit legacy-field loading are unrelated." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "SwitchTransformers sparse-layer bug does not match the qwen3_omni_moe helper-function issue." + "reason": "Different model/config bugs: sparse-layer creation vs BEiT legacy-field loading failure." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 documentation/quantization problems are not the same as position-id key warnings." + "reason": "Different symptom sets: SigLIP2 doc/model mismatch vs unexpected key with position id." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 flash_attn import KeyError are distinct." + "reason": "Different runtime failures: Qwen-3-8B-NVFP4 error vs flash_attn import KeyError on Python 3.13." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are unrelated symptoms." + "reason": "Different model behaviors: zero probabilities in SigLIP2 vs unexpected position-id key warnings." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are different models and failure modes." + "reason": "Different models and regressions: Pegasus output mismatch vs Deepseek tokenizer breakage in v5." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space handling and post_init reinitializing embeddings are unrelated." + "reason": "Different tokenizer/model initialization bugs: added-token spacing vs output embedding reinitialization after resizing." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and dtype mismatches in bfloat16 inference are different bugs." + "reason": "Different failures: SwitchTransformers sparse-layer creation vs dtype mismatch during bfloat16 inference." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Packed-weight loading in BitNet and GraniteSpeech device override failures are unrelated." + "reason": "Different model issues: SwitchTransformers config bug vs D-FINE auxiliary-loss handling." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss omission are unrelated." + "reason": "Different issues: BitNet packed-weight loading vs GraniteSpeech device override test flakiness." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue and Gemma4 multi-GPU OOM are different problems." + "reason": "Different bugs: Qwen3.5 flash-attention generation failure vs Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are not the same underlying bug." + "reason": "Different models and code paths: Pegasus v4/v5 output difference vs Qwen3.5 flash-attention failure." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings with sliding-window attention are unrelated." + "reason": "Different tokenizer/model bugs: mdeberta add_special_tokens regression vs Gemma3 mixed-length NaN embeddings." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Bark CPU-offload device mismatch and LwDetr AMP crash are different device/dtype issues." + "reason": "Different failures: CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer error masking with protobuf missing and leftover dummy classes are unrelated maintenance issues." + "reason": "Both involve mixed precision, but the models and failure mechanisms are unrelated." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "AMP crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different bugs." + "reason": "Different bugs: tokenizer error masking with protobuf absent vs leftover dummy classes leaking into API surface." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge pairs. The only clearly supported duplicate is issue:45310 / issue:45478, and the summary does not overclaim additional matches." + "feedback": "Grounded in the packet: issue:45310 and issue:45478 share the same title and clearly point to the same Qwen3.5 Moe from_pretrained regression, so choosing the earlier report as canonical is reasonable. The other soft pairs are handled conservatively as non-matches based on distinct titles/subsystems." }, "evaluator_used": true, "retried": false, @@ -7767,8 +7737,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -7827,23 +7797,23 @@ "issue:43927|issue:45698", "issue:45198|issue:45803", "issue:34689|issue:35141", - "issue:45372|issue:45588", "issue:40444|issue:43526", "issue:43701|issue:45083", + "issue:45372|issue:45588", "issue:43550|issue:45083", "issue:43412|issue:45588", "issue:45245|issue:45563", - "issue:43873|issue:44493", "issue:29942|issue:35141", + "issue:43873|issue:44493", "issue:36010|issue:37428", "issue:43066|issue:44462", "issue:45372|issue:45459", "issue:44857|issue:45588", "issue:44448|issue:44466", "issue:43065|issue:45412", - "issue:45588|issue:45823", "issue:43278|issue:43381", "issue:43653|issue:44743", + "issue:45588|issue:45823", "issue:25251|issue:32090", "issue:44451|issue:45520", "issue:43976|issue:45440", @@ -7852,118 +7822,118 @@ "issue:43994|issue:45412", "issue:43421|issue:45491" ], - "prepared_review_unit_hash": "b1b683106585e034d9b7fe98b643d7afeb8f00155c315c503ab6f7f458dbbd9b", + "prepared_review_unit_hash": "6a30dfacdda4571cabe2203178f2a1ff8f77005a093002709f8c7459526bb7b8", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36376, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs mostly link unrelated bugs across different models, tokenizer paths, export flows, and trainer/runtime behaviors. I do not see a single underlying duplicate issue or a safe canonical representative.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The set is mostly a collection of unrelated singleton bugs; none of the soft pairs look like true duplicates or mergeable same-bug reports.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the most active, broadly scoped, still-open bug report in the set, so it is the best anchor even though the items are largely unrelated.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 has the strongest combination of breadth, discussion, and ongoing relevance, making it the best representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different failures: LayoutLMv3 error handling for insufficient box info vs Trainer GPU broadcast rejecting NoneType." + "reason": "Different subsystems and failure modes: LayoutLMv3 error messaging vs Trainer GPU broadcast NoneType." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning in paged generate()." + "reason": "Both involve generation, but one is a flash-attention correctness bug and the other is a stale warning in paged generate()." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one is DiaConfig custom token IDs and the other is loading the wrong custom module." + "reason": "Both are save/load related, but one loses custom token IDs while the other loads the wrong custom module; different code paths." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature swallowing exceptions." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's broad exception swallowing in tensor conversion." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading breakage for Llama 3.2 vision is unrelated to embedding reinitialization after resizing token embeddings." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Different import/runtime bugs: missing ReasoningEffort vs flash_attention.py crashing on s_aux=None." + "reason": "Model loading regression for Llama vision is not the same as post_init reinitializing untied output embeddings." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable dataset with multiple images is unrelated to BeitImageProcessorFast returning only one label." + "reason": "Multiple images per prompt in Qwen2.5-VL and BeitImageProcessorFast label reduction are unrelated bugs." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention s_aux=None crash are different errors in different components." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile + SDPA bug in Bamba-9B-v2 is a different code path than qwen3_omni_moe length computation." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length computation." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3 executorch export issues are unrelated to flash_attention integration crashing on sink-less models." + "reason": "ExecuTorch export guard/support issue is unrelated to sink-less flash_attention AttributeError." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime error is unrelated to a stale num_return_sequences warning." + "reason": "Category-cardinality runtime error and stale generate warning are not the same bug." }, { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Quantization/offloading behavior differs from position-id unexpected-key loading issues." + "reason": "Flash Attention 2 test failures do not match embedding reinitialization after resize." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to token embedding resizing and post_init reinitialization." + "reason": "Quantization/offloading behavior and unexpected position-id keys are distinct issues." }, { "left": "issue:36010", "right": "issue:37428", "accept": false, - "reason": "Different missing-import regressions: GenerationMixin vs _flash_supports_window_size." + "reason": "Both are import errors, but they concern different symbols and different modules." }, { "left": "issue:43066", @@ -7975,85 +7945,85 @@ "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Different tokenizer/import problems: missing ReasoningEffort vs overly broad protobuf exception handling." + "reason": "Different tokenizer-related failures: missing ReasoningEffort vs protobuf exception masking." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash is unrelated to flash_attention.py s_aux=None AttributeError." + "reason": "AMP/CUDA loss crash in LwDetr is unrelated to flash_attention sink handling." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus output differences across versions are not the same as inconsistent lm_head.weight serialization." + "reason": "One is output differences across versions; the other is inconsistent weight serialization by device." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." - }, - { - "left": "issue:45588", - "right": "issue:45823", - "accept": false, - "reason": "Flash-attention crash with s_aux=None is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory reclamation are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift in eval is a different issue from gradient checkpointing being unusable in eval mode." + "reason": "Eval-mode dtype drift and gradient-checkpointing restrictions are different symptoms and fixes." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to qwen3_5 recurrent state reset behavior." + "reason": "Tokenizer special-token registration and recurrent-state reset with cache are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention None-handling crash and Gemma4 device mismatch are different forward-path bugs." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nested-list output is unrelated to Trainer _gpu_broadcast_one rejecting NoneType." + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast NoneType handling." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model load failure for ScandiBERT is unrelated to Python 3.13 flash_attn import KeyError." + "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility for 5.1.0 is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "Python-version compatibility issue and DeepSeekV3MoE divergence are not the same problem." }, { "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 tokenizer padding/truncation crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is a different problem from quantized model saving." + "reason": "Quantization config failure on Qwen3Moe and quantized saving failure are related only broadly, not the same bug." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline are unrelated to RT-DETR memory release." + "reason": "SigLIP2 inference weirdness and RT-DETR memory release are unrelated." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "TokenizerBackend post-processor updates are unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different components and failure modes." } ] }, @@ -8131,8 +8101,8 @@ "issue:44871|issue:44977", "issue:44206|issue:44479", "issue:44265|issue:45198", - "issue:29942|issue:30064", "issue:44734|issue:45406", + "issue:29942|issue:30064", "issue:43065|issue:43994", "issue:33357|issue:39692", "issue:29127|issue:34567", @@ -8142,8 +8112,8 @@ "issue:43723|issue:44554", "issue:43873|issue:45229", "issue:45372|issue:45406", - "issue:43761|issue:45859", "issue:43278|issue:43575", + "issue:43761|issue:45859", "issue:43526|issue:45834", "issue:43381|issue:43701", "issue:43653|issue:44442", @@ -8151,20 +8121,20 @@ "issue:41720|issue:45229", "issue:43278|issue:43329", "issue:29942|issue:36010", - "issue:43334|issue:43531", "issue:32090|issue:33357", + "issue:43334|issue:43531", "issue:44977|issue:45245", "issue:43526|issue:44186", "issue:43824|issue:44279" ], - "prepared_review_unit_hash": "882968f4e47295737a01154b440a0001c295b45c46f9b78ae3d87670358f534f", + "prepared_review_unit_hash": "b3241eac8893d05a59e4a3fa0cc7ea0e5622638483496ff8fa8065dd58ad3f61", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, @@ -8179,186 +8149,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like false positives: they share broad areas like transformers, multimodal models, or serving, but not the same concrete bug or code path.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue in this set; the items cover unrelated regressions, model-specific bugs, and documentation/examples rather than one underlying defect.", + "summary": "The items are a heterogeneous set of unrelated issues, and none of the soft pairs look like true duplicates of the same underlying bug or change. I rejected all soft edges and found no sensible single canonical issue/PR for this cluster.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the set spans many unrelated subsystems (tokenizers, vision models, trainers, serving, offloading, docs), so there is no single representative duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because the set is heterogeneous and the soft similarities are mostly superficial.", + "best_issue_reason": "No strong global best issue for triage; the cluster is too mixed to nominate one issue as the representative duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different models and failure modes: MLukeTokenizer task error vs Wav2Vec2 save/tokenization failure." + "reason": "Both are tokenizer-related failures, but they involve different models and different failure modes (`AttributeError` on tasks vs save/tokenization failure), so they are not the same bug." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma-3 eos-token config mismatch is unrelated to Qwen3.5 flash-attention generation problems." + "reason": "Different models and different problem types: EOS token config mismatch vs flash-attention generation failure." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is a different bug from Qwen video-input regression." + "reason": "One is an unsupported argument in a feature extractor; the other is a video-input regression across multiple VLMs. Not the same code-path bug." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export / torch_compilable_check failure is unrelated to Wav2Vec2 tokenizer save/load issues." + "reason": "`torch.export.export` with `torch_compilable_check` is unrelated to Wav2Vec2 tokenizer/save_pretrained failures." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Flash Attention 2 test failures and void-segmentation processing are unrelated bugs." + "reason": "Serving KV-cache tensor indexing and Gemma4 processor `_tokenizer` initialization are different failures in different code paths." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Both involve serve, but one is KV-cache tensor indexing and the other is a missing Gemma4Processor attribute." + "reason": "Flash Attention 2 test failures are unrelated to image processor segmentation-map handling." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder does not match SigLIP2 model/pipeline output issues." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline correctness." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on a community CLIP model is unrelated to SigLIP2 documentation example errors." + "reason": "MacOS bus error with a community CLIP model is not the same bug as documentation example model/processor mismatch and quantization errors." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are different code paths." + "reason": "LayoutLMv3 error messaging and TrainerState token-count tracking are unrelated issues." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor/model input-size mismatch is unrelated to RT-DETR memory not being released." + "reason": "Processor image-size mismatch and RT-DETR memory not being released are distinct bugs." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling is unrelated to Gemma 4 processor import failures." + "reason": "Auto-docstring annotation handling and Gemma4 processor loading/import dependencies are unrelated." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer omission and DeepSeekV3MoE divergence are different model implementation bugs." + "reason": "Both concern model implementation differences, but they affect different models and different mechanisms; not the same concrete bug." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to MPS attention correctness with mismatched head dimensions." + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated code paths." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are not the same defect." + "reason": "Quantization/offloading behavior and multi-GPU CUDA OOM are different failure modes and not the same fix." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 import dependency failure is distinct from serve crashing on a missing _tokenizer attribute." + "reason": "Both mention Gemma4, but one is an import-time dependency issue and the other is a serving-time processor attribute error." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + "reason": "Training/eval dtype drift is unrelated to tensor-parallel load OOM." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Embedding dtype drift in eval is a different issue from Qwen2-57B tensor-parallel OOM." + "reason": "CLIPVisionModel hidden-state regression and Qwen3_5MoE CPU-offload incompatibility are different model/component bugs." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR long-input indexing are unrelated processor bugs." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate problems." + "reason": "Gradient-checkpointing eval-mode behavior and resume-from-checkpoint key mismatch are not the same underlying issue." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2Conformer AutoTokenizer loading are different tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss handling are unrelated model changes." + "reason": "Different models and different implementation gaps: DeepseekV3MoE divergence vs missing D-FINE auxiliary losses." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is not the same as Gemma4 multi-GPU OOM." + "reason": "A device-mapping cuda assert and a multi-GPU OOM are distinct runtime failures." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Training/eval dtype drift and multimodal token counting with undefined video helpers are different bugs." + "reason": "Embedding dtype changes and multimodal token counting/video-branch undefined symbols are unrelated." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import error." + "reason": "Flash Attention 2 test regressions are unrelated to an import error for `GenerationMixin`." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Qwen3-VL pad_token_id loading failure is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Trainer broadcast TypeError and MacOS bus error in CLIP are unrelated crashes." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to the CLIP MacOS bus error." + "reason": "Qwen3-VL loading failure due to `pad_token_id` and Qwen3-MoE sliding-window behavior are different model-specific bugs." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation issues and category-count limits are different failure modes." + "reason": "Flash-attention generation failure and category-count limit error are unrelated." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer/image-processing related, but one is reduce_labels truncation and the other is NER padding/truncation crashes." + "reason": "Beit label reduction and LayoutLMv2 tokenizer padding/truncation crashes are different components and failures." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2_5_VL import failure is not the same as a generic dependency issue." + "reason": "A specific model import error is not the same as a vague dependency issue with transformers." } ] }, @@ -8377,8 +8347,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -8433,17 +8403,17 @@ ], "soft_pairs": [ "issue:43526|issue:44857", - "issue:43441|issue:45588", "issue:43262|issue:44206", + "issue:43441|issue:45588", "issue:44464|issue:45491", "issue:42915|issue:43931", - "issue:44442|issue:45072", "issue:44743|issue:44811", + "issue:44442|issue:45072", "issue:43575|issue:43701", "issue:43646|issue:44077", "issue:29127|issue:35141", - "issue:44442|issue:45803", "issue:43575|issue:44387", + "issue:44442|issue:45803", "issue:44977|issue:45584", "issue:33357|issue:38175", "issue:43316|issue:43525", @@ -8452,23 +8422,23 @@ "issue:43761|issue:44079", "issue:28218|issue:29127", "issue:42907|issue:45698", - "issue:43931|issue:45216", "issue:28218|issue:32090", - "issue:39692|issue:45491", + "issue:43931|issue:45216", "issue:33290|issue:34567", "issue:34689|issue:43611", + "issue:39692|issue:45491", "issue:44442|issue:44898", "issue:43761|issue:44188", "issue:43381|issue:43873" ], - "prepared_review_unit_hash": "0ffb20091d0301aa5de1bfcd65ccc8d0ee5a6cbfff955ebf951c286e113250f6", + "prepared_review_unit_hash": "ca3e7191d5861bc6959c4833b3f5e20f18d83b5a019c000e32bee11e7fd43f47", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, @@ -8483,189 +8453,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs should be rejected; they are mostly same-subsystem, same-model, or same-surface-symptom matches without enough evidence for a shared underlying bug. In particular, 43761 and 44079 only share a broad ModelOutput/hidden-state theme, and the CLIPVisionModel regression is not shown to be the same code-path bug as the generic key-assignment issue.", - "confidence": 0.87, - "canonical_issue_reason": "No duplicate canonicalization is well-supported here. issue:44079 is the broader ModelOutput report, but the packet does not establish that issue:43761 is the same underlying bug rather than a separate CLIPVisionModel regression.", + "summary": "These items are heterogeneous and the proposed soft pairs do not appear to be the same underlying bug or change. Most only share a broad subsystem name (e.g. flash attention, loading/saving, OOM) but differ in concrete code path and symptom.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a true duplicate set; the items span unrelated bugs across tokenization, processors, model loading, quantization, training, and serialization.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44079 is the best standalone representative of the generic ModelOutput key-assignment problem, but only as the broader report, not as a proven duplicate of issue:43761.", + "best_issue_reason": "No global best issue is suitable: none of these issues represent the shared problem across the set, so picking one would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Different components and failure modes: BeitImageProcessorFast label reduction vs LwDetr AMP/CUDA crash." + "reason": "Different failures: label reduction bug in BEiT fast processor vs AMP/CUDA crash in image loss." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Both mention flash attention, but they describe different concrete bugs and code paths." + "reason": "Audio chat-template sampling-rate default mismatch is unrelated to LasrFeatureExtractor's unsupported argument crash." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Audio/processor regressions, but sampling-rate defaulting and unsupported center-arg crashes are different issues." + "reason": "Both involve flash attention, but one is a Ministral-3 v5 RC regression and the other is a sink-less model AttributeError on s_aux=None." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Different symptoms and paths: compiled chunked generation inconsistency vs NaN embeddings from sliding-window attention." + "reason": "Compiled-forward chunked generation inconsistency is a different bug from Gemma3 NaN embeddings on mixed-length sliding-window batches." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Distinct loading failures on different model families and different root causes." + "reason": "Qwen3Moe FP8Config failure and Qwen3-VL weight-shape mismatch are different model/load paths with different symptoms." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer loading failure and dtype mismatch are unrelated problems." + "reason": "Recurrent-state reset in modular_qwen3_5 is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Different modules and behavior: recurrent-state reset vs Whisper batch_decode special-token handling." + "reason": "Tokenizer load failure and dtype mismatches in inference are unrelated bugs." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "OOM during tensor-parallel loading is unrelated to resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM while loading a model is not the same as a resume_from_checkpoint key mismatch." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "One is a generic custom-init regression; the other is a specific optional post_init policy issue, not the same bug." + "reason": "Broad custom initialization regression vs a specific patchtsmixer post_init policy issue; not the same bug." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Different LayoutLMv3 error-reporting issue vs embedding reinitialization bug." + "reason": "LayoutLMv3 error-message clarity issue is unrelated to embedding reinitialization after resize_token_embeddings." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Tokenizer load failure is unrelated to the bare-except error handling bug in Fuyu batch conversion." + "reason": "Both are OOM-related, but one is TP load OOM and the other is increased CUDA reserved memory under int4 quantization." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Both are OOM reports, but the causes differ: tensor-parallel loading vs int4 quantization memory regression." + "reason": "AutoTokenizer load failure is unrelated to FuyuBatchFeature's bare except swallowing interrupts/errors." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Different generation bugs in different models and code paths." + "reason": "Qwen3.5 flash-attention generation issue and Whisper empty-transcription failure after align_special_tokens are different code paths." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "Different models and symptoms: MacOS bus error vs zero-probability outputs." + "reason": "MacOS bus error with CLIP model loading is not the same as SigLIP2 zero-probability outputs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API mismatches, but they involve different attributes and different model classes." + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are distinct config-contract bugs." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Different multimodal loading regressions with no shared concrete code-path evidence." + "reason": "Phi-4 multimodal loading failure is not the same as DeepseekV3MoE diverging from the remote implementation." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression and chat-template/tool-call crash are unrelated failures." + "reason": "Video input regression across Qwen VL models is unrelated to apply_chat_template crashing on tool-call assistant messages with no content." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "The CLIPVisionModel hidden_states=None symptom is not explicitly shown to come from the generic ModelOutput key-assignment bug; the match is only thematic." + "reason": "CLIPVisionModel hidden_states regression is unrelated to ModelOutput key assignment when prior values were None." }, { "left": "issue:28218", "right": "issue:29127", "accept": false, - "reason": "Tokenizer spacing regression and LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Tokenizer spacing after added token is unrelated to layoutlmv3 error-message clarity." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load flows, but dequantized-save failure and wrong custom-module reload are different bugs." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Different Qwen loading regressions with different failure modes." + "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different serialization failures." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." + "reason": "Tokenizer extra-space behavior has no relation to Trainer _gpu_broadcast_one NoneType TypeError." }, { - "left": "issue:39692", - "right": "issue:45491", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Documentation/example errors are not the same as a runtime NaN regression." + "reason": "Model weight-shape mismatch on load is different from Qwen3.5 checkpoint corruption after save_pretrained." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "AdaFactor/deepspeed OOM and TrainerState token counter not updating are unrelated." + "reason": "Adafactor OOM in deepspeed is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "One is a specific model-loading break, the other is a broader base_model_prefix regression." + "reason": "Llama 3.2 Vision loading regression and base_model_prefix loading breakage are both load-related but not the same concrete defect." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to Gemma3 NaN embeddings during mixed-length batching." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + "reason": "Tokenizer loading failure is unrelated to Perceiver non-default resolution failure despite both being model/processor issues." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "ModelOutput key handling and attention-kernel branching under torch.compile are different code paths." + "reason": "Hidden-states regression in CLIPVisionModel is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and offloading OOM are unrelated." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to offloading behavior under quantization." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary overstates the evidence for the only accepted soft pair. In the packet, `issue:43761` and `issue:44079` are only linked by soft similarity, and the deterministic verdict is false; there is no explicit evidence that the CLIPVisionModel symptom is the same bug as the generic `ModelOutput` key-assignment issue. The rest of the pairwise rejections are conservative, but the canonical/best-issue conclusion should not be presented as grounded enough to accept." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -8678,8 +8645,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -8738,21 +8705,21 @@ "issue:44568|issue:45479", "issue:43316|issue:45759", "issue:41628|issue:45372", - "issue:43643|issue:44913", "issue:43720|issue:44442", + "issue:43643|issue:44913", "issue:32090|issue:33290", "issue:44190|issue:44496", "issue:43873|issue:44871", "issue:34689|issue:36010", "issue:43381|issue:43856", - "issue:44077|issue:44479", "issue:44855|issue:45137", + "issue:44077|issue:44479", "issue:33290|issue:45656", + "issue:29127|issue:33357", "issue:43316|issue:44877", "issue:43540|issue:44514", - "issue:29127|issue:33357", - "issue:42175|issue:43316", "issue:43381|issue:43742", + "issue:42175|issue:43316", "issue:33290|issue:34689", "issue:44162|issue:44792", "issue:43404|issue:43441", @@ -8761,20 +8728,20 @@ "issue:41950|issue:43475", "issue:43295|issue:43825" ], - "prepared_review_unit_hash": "e0e487bd4387ded4da5468617ee5c1c669370ed45f13073464d094462b9acf35", + "prepared_review_unit_hash": "745476ddb7da07127ec60f30a78904010a3494cbf3de5757bfe7501ec902afc7", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36090, + "serialized_chars": 36089, "estimated_input_tokens": 9023, "estimated_eval_tokens": 18302 }, @@ -8783,174 +8750,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly topical neighbors, not true duplicates. They span distinct regressions across model loading, config handling, pipelines, deepspeed, tokenizers, and multimodal processing, so the safe triage outcome is to reject all suggested merges.", - "confidence": 0.91, - "canonical_issue_reason": "If one issue must serve as a representative, issue 43825 is the clearest user-facing regression with a specific, narrow failure mode; however, there is no single canonical issue for the whole set because the candidates are not one duplicate cluster.", + "summary": "This cluster is mostly heterogeneous transformer bugs/regressions, not a tight duplicate set. The soft-similarity pairs are largely false positives across different subsystems and failure modes.", + "confidence": 0.39, + "canonical_issue_reason": "No true duplicate cluster emerges here; if one issue must anchor the set, issue 41950 is the most generally representative user-facing regression around pipeline/processor handling, but it is not a strong canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43825 is the best overall representative among this set: it is concrete, reproducible, and describes a clear behavior regression rather than a broad symptom or vague compatibility complaint.", + "best_issue_reason": "Issue 41950 is the best representative issue because it is a concrete, current regression with a clear behavioral failure and broad user impact; however, it still does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "Different bugs: torch.compile/SDPA failure in Bamba vs recurrent state reset in modular_qwen3_5 cache handling." + "reason": "Different models and failures: torch.compile/SDPA vs cache/state-reset logic." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "One is a SigLIP2 implementation parity discrepancy; the other is stale docs referencing removed pipelines." + "reason": "One is a model-implementation discrepancy; the other is documentation/pipeline deprecation cleanup." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Tokenizer special-token behavior is unrelated to the single-label-classification zero-loss bug." + "reason": "Tokenizer special-token regression is unrelated to sequence-classification zero-loss behavior." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model loading, but the concrete problems differ: Gemma3TextConfig API mismatch vs not unwrapping text_config for Qwen multimodal configs." + "reason": "Both concern config/model loading, but for different composite-model API shapes and different bugs." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Both are import errors, but they arise from different missing symbols and different loading paths/models." + "reason": "Both are import-related, but they involve different missing symbols and different processors/models." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Generic config-roundtrip issue vs a specific rotary_pct value being lost on reload; not the same underlying bug." + "reason": "BitNet packed-weight loading and tokenizer loading are unrelated code paths." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + "reason": "One is missing fields on trust_remote_code config load; the other is config value loss on reload." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType GPU broadcast error and Adafactor OOM in deepspeed are distinct training failures with different causes." + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different runtime issues." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config loading error." + "reason": "Dataset loading in a script vs model-type/config recognition are separate failures." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are different code paths and symptoms." + "reason": "Quantization offloading behavior and Gemma eos_token_id mismatch are unrelated." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Model-loading regression for Llama 3.2 vision is not the same as the GenerationMixin import-path breakage." + "reason": "Model-loading regression for a vision model and a GenerationMixin import error are different breakages." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing in eval mode is a functional error; Qwen3 MoE memory inefficiency is a performance issue." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to MoE memory usage during training." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "PatchTSTMixer post_init validation is unrelated to the Qwen video-input regression." + "reason": "Python 3.13 torch.jit parse/import issue is unrelated to DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Python 3.13 IndentationError in a scripted decorator block is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "PatchTSMixer post_init API policy and video-input regression for Qwen models are different changes." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is a double optimizer-step bug." + "reason": "Both mention optimizer/DeepSpeed, but one is OOM while the other is double optimizer stepping." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and MacOS CLIP bus error are unrelated." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is not the same as strict config validation blocking granite_speech loading." + "reason": "Gemma3TextConfig API mismatch is not the same as strict config blocking granite_speech loading." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe is different from batched apply_chat_template crashing with padding=False." + "reason": "Qwen3OmniMoE video processing ValueError and Qwen2_5_VL batched chat-template crash are distinct paths." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43381", + "right": "issue:43742", "accept": false, - "reason": "LayoutLMv3 box-content validation and a MacOS CLIP bus error are unrelated failures." + "reason": "Gradient-checkpointing eval behavior does not match a MobileLLM config load key error." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Missing tensorflow backend after pip install '.[torch]' is unrelated to a Gemma3TextConfig API discrepancy." - }, - { - "left": "issue:43381", - "right": "issue:43742", - "accept": false, - "reason": "Gradient-checkpointing/eval-mode behavior does not match the MobileLLM key-error during model loading." + "reason": "Packaging/backends issue is unrelated to Gemma3TextConfig API shape." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Deepspeed Adafactor OOM and Llama 3.2 vision load regression are different failure modes." + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision loading regression are unrelated." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 being broken and a janus image-generation test failure are different model-specific issues." + "reason": "ESM2 model breakage and janus test failure are different artifacts and failure modes." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration is a different bug from FlashAttention failures in Ministral-3." + "reason": "Mistral3 weight tying bug and Ministral FlashAttention failure are separate model-specific regressions." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nested-list output and AutoModel missing PyTorch are unrelated issues." + "reason": "Pipeline top_k nested-list behavior is unrelated to PyTorch import absence." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs ordering after sync_gpus is not the same as gather_for_metrics dropping tuple label elements." + "reason": "Generation kwargs handling after sync_gpus and metric gathering label truncation are different code paths." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline using image processors and SAM3 vision encoder missing an attribute are different bugs." + "reason": "Video-classification processor selection and SAM3 video encoder attribute error are different bugs." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor.tokenizer regression is different from pipeline() still suggesting translation tasks in v5." + "reason": "Processor/tokenizer regression is unrelated to pipeline task-support messaging." } ] }, @@ -8969,8 +8936,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -9006,9 +8973,9 @@ "issue:44610", "issue:44617", "issue:44734", - "issue:44737", "issue:44743", "issue:44792", + "issue:44855", "issue:44871", "issue:44913", "issue:44936", @@ -9019,9 +8986,9 @@ "issue:45245", "issue:45290", "issue:45584", + "issue:45588", "issue:45600", - "issue:45698", - "issue:45803" + "issue:45698" ], "soft_pairs": [ "issue:45127|issue:45200", @@ -9031,13 +8998,13 @@ "issue:43295|issue:44871", "issue:43065|issue:44617", "issue:43761|issue:44479", - "issue:43673|issue:44743", "issue:33290|issue:35141", - "issue:43452|issue:44496", "issue:33290|issue:36331", - "issue:44936|issue:45698", - "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43673|issue:44743", "issue:43575|issue:43742", + "issue:43646|issue:44913", + "issue:44936|issue:45698", "issue:42617|issue:43575", "issue:43761|issue:44242", "issue:43575|issue:43873", @@ -9045,40 +9012,40 @@ "issue:43931|issue:44060", "issue:44464|issue:44871", "issue:44479|issue:44734", - "issue:44617|issue:45584", "issue:43906|issue:45290", + "issue:44617|issue:45584", "issue:44792|issue:44977", "issue:43065|issue:44610", "issue:43827|issue:43994", "issue:44534|issue:44913", - "issue:44190|issue:44964", "issue:41720|issue:45245", + "issue:44190|issue:44964", "issue:44792|issue:45600", - "issue:44737|issue:45803" + "issue:44855|issue:45588" ], - "prepared_review_unit_hash": "dbb379f341b5b7abd1a2870794acc0b5f8d9ec9a3298b3910869cce91ce63f30", + "prepared_review_unit_hash": "18db44438cc98f47617e69d2dc5701a0eda09f813bc8cc575dfdc14c0dacde61", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36942, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "serialized_chars": 36971, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate family; it mixes many unrelated issues spanning model loading, generation, training, serialization, docs, and model-specific regressions. No single canonical issue/PR stands out.", + "summary": "This cluster is not a duplicate set; it mixes unrelated bugs across loading, generation, trainer, quantization, and model-specific regressions. All suggested soft edges look like superficial theme matches rather than the same underlying issue.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -9089,187 +9056,187 @@ "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Both mention embeddings/tied weights, but one is LoRA merge collapse after vocab extension and the other is Gemma 4 token_type_ids defaulting; different bugs and code paths." + "reason": "Both involve model/config behavior, but one is LoRA vocabulary merging on tied embeddings and the other is Gemma 4 multimodal token-type defaults; different code paths and failures." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id config mismatch vs Whisper empty-transcription failure after align_special_tokens; unrelated symptoms and components." + "reason": "Both mention token/eos alignment, but one is a Gemma config inconsistency and the other is Whisper empty-transcription generation after special-token alignment; not the same bug." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile+SDPA generation failure vs resume_from_checkpoint key mismatch; different subsystems and root causes." + "reason": "Torch.compile SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch; no shared underlying code-path." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint key mismatch; no shared underlying bug." + "reason": "CPU offload device-mismatch in bark-small is a runtime placement bug, while resume_from_checkpoint key mismatch is a checkpoint/key-loading issue." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer API regression vs eos_token_id configuration inconsistency; different regression classes." + "reason": "v4.57.5 processor.tokenizer regression and Gemma eos_token_id inconsistency are both config-ish, but they are different regressions in different components." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3Video CUDA OOM; one is code correctness, the other capacity/memory." + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are both Sam3-related, but one is architecture/code correctness and the other is memory usage; not the same bug." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression vs Qwen video input regression; different models and failure modes." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models and different forward paths." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both involve cache/state handling, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5.py; not the same bug." + "reason": "Adafactor+DeepSpeed OOM and embedding resize/post_init reinitialization are unrelated training vs model-initialization problems." }, { "left": "issue:33290", - "right": "issue:35141", + "right": "issue:36331", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM vs embeddings reinitialized after resize; unrelated training and model-init issues." + "reason": "OOM in DeepSpeed with Adafactor is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "GGUF loading breakage vs unrecognized model/config.json issue; both loading-related but distinct root causes." + "reason": "Both are model-loading failures, but one is gguf_file breaking specific AutoTokenizer/AutoModel loading and the other is an unrecognized model/config.json problem; different failure modes." }, { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "OOM in DeepSpeed optimizer vs custom trainer compute_loss signature mismatch; completely different problems." + "reason": "Both involve cache/state handling, but one is a missing GenerationMixin cache in chunked_prefill and the other is recurrent state reset in modular_qwen3_5; not mergeable as one fix." }, { - "left": "issue:44936", - "right": "issue:45698", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "trainer.evaluate() after train failure vs wrong custom module loaded after save_pretrained; different lifecycle stages and bugs." + "reason": "Qwen2-57B-A14B-Instruct TP OOM and MobileLLM-125M key error are different loading failures with different root causes." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization regression vs GPTNeoX rotary_pct not persisting on reload; both config/init-related, but not the same issue." + "reason": "Custom model initialization breakage in Transformers 5.0.0 is not the same as GPTNeoXConfig rotary_pct not persisting on reload." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:44936", + "right": "issue:45698", "accept": false, - "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM vs MobileLLM load key error; unrelated model-loading failures." + "reason": "trainer.evaluate() after train and wrong custom module loaded after save_pretrained are unrelated training-loop vs serialization/loading bugs." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure vs Qwen2 TP OOM; no common code path beyond generic runtime failures." + "reason": "3d_parallel.py execution failure and Qwen2 TP OOM are unrelated; only the broad theme of model scaling overlaps." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Hidden_states regression in CLIPVision vs MoE load-balancing loss omission; unrelated model behaviors." + "reason": "CLIPVisionModel hidden_states regression is unrelated to load balancing loss not being added when output_router_logits=False." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Both touch memory/offload concerns, but one is TP loading OOM and the other is quantization offloading not behaving as expected; different mechanisms." + "reason": "A TP loading OOM and quantization offloading not working are both memory-adjacent, but they are distinct problems in different mechanisms." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init allowance vs non-persistent buffers filled with junk; both v5-related, but different internals." + "reason": "patchtsmixer post_init allowance and non-persistent buffers filled with junk are both v5 initialization issues, but they are not the same concrete bug." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next; different models and bugs." + "reason": "Weight-shape mismatch when loading Qwen3-VL and incorrect tied-weights warning in Qwen3-Next involve different model families and different config logic." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Gemma eos_token_id config mismatch; unrelated." + "reason": "Chunked generation inconsistency under compiled forward is unrelated to Gemma eos_token_id configuration." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression for Qwen VL models vs serve KV-cache continuation tensor indexing bug; different surfaces and root causes." + "reason": "Video-input regression for Qwen multimodal models and /v1/responses KV-cache continuation crash are separate runtime paths." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Sam3Video OOM vs Whisper empty transcription after token alignment; unrelated model families and failure modes." + "reason": "An isolated reproduction of issue 38071 is too generic to match the specific apply_chat_template crash on assistant tool-call messages with no content." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Isolated reproduction of an external issue vs apply_chat_template crash with tool-call messages; no evidence they are the same bug." + "reason": "Sam3Video CUDA OOM and Whisper empty transcription after align_special_tokens are unrelated model-specific failures." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation issue; different models and code paths." + "reason": "A failing Janus image-generation test and Qwen3.5 flash-attention generation failure are different models and likely different regressions." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor output-size mismatch; unrelated bugs." + "reason": "Sam3PixelDecoder dummy layer and OmDet-Turbo processor producing 640px instead of 224px are different preprocessing/model-shape issues." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() vs SigLIP2 producing nonsensical results with AutoModel/pipeline; one is documentation debt, the other is model behavior." + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical outputs with AutoModel/pipeline are not the same bug; one is documentation, the other is model behavior." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffers junk vs rotary_pct resetting on reload; both serialization-ish, but not the same underlying defect." + "reason": "Non-persistent buffer junk and rotary_pct not persisting on reload are both persistence-related, but they affect different configuration/state mechanisms." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Local dataset loading in no_trainer script vs Phi-4 multimodal model loading failure; unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count ceiling are unrelated runtime vs data-shape constraints." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert vs category-count limit error; completely different issues." + "reason": "Local dataset loading in a no-trainer example and loading Phi-4 multimodal instruct are separate loading failures." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus generation test failure vs auto_mappings referencing removed configs and breaking CI; unrelated." + "reason": "Janus image-generation test failure and stale auto_mappings references to removed Sam3LiteText configs are unrelated CI/model issues." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device bug in relative positional encoding vs bare except swallowing KeyboardInterrupt in FuyuBatchFeature; different code paths and bugs." + "reason": "Python 3.13 torch.jit parsing/IndentationError in DebertaV2Model is unrelated to flash_attention crashing on s_aux=None." } ] }, @@ -9288,8 +9255,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -9319,6 +9286,7 @@ "issue:44561", "issue:44683", "issue:44734", + "issue:44737", "issue:44855", "issue:44877", "issue:44913", @@ -9336,56 +9304,55 @@ "issue:45542", "issue:45563", "issue:45584", - "issue:45588", "issue:45600", "issue:45632", "issue:45803" ], "soft_pairs": [ - "issue:44855|issue:45588", + "issue:44737|issue:45803", "issue:44521|issue:45381", "issue:45127|issue:45357", "issue:43335|issue:44855", "issue:44938|issue:45542", "issue:43976|issue:44855", - "issue:44496|issue:45803", "issue:43550|issue:44190", - "issue:44077|issue:44877", "issue:43644|issue:44913", + "issue:44077|issue:44877", + "issue:44496|issue:45803", "issue:43540|issue:44734", "issue:45276|issue:45584", "issue:44112|issue:45600", "issue:43650|issue:44220", "issue:43335|issue:44190", "issue:43116|issue:44190", - "issue:45245|issue:45584", "issue:43295|issue:45276", + "issue:45245|issue:45584", "issue:43479|issue:45375", "issue:36246|issue:41628", "issue:44464|issue:45563", "issue:44933|issue:45362", "issue:44186|issue:44734", "issue:43404|issue:45216", - "issue:44734|issue:45632", "issue:44683|issue:45446", "issue:38175|issue:43065", + "issue:44734|issue:45632", "issue:44561|issue:45632", "issue:44466|issue:44913" ], - "prepared_review_unit_hash": "b4eee857f1d04f5d74f07d125298c929bdfffe5fb62c5058cef57dac547049e0", + "prepared_review_unit_hash": "bcd0a56d1874d66dd55bdda76bd36546446118e34e22fa8b5c36ef035f240540", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35959, + "serialized_chars": 35958, "estimated_input_tokens": 8990, "estimated_eval_tokens": 18236 }, @@ -9394,180 +9361,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is largely heterogeneous and does not contain clear duplicate pairs; most candidates only share a broad subsystem or theme rather than the same underlying bug. The strongest standalone issue in the cluster is the open multimodal chat-template bug.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44521 is the clearest high-signal report: open, well-discussed, and specific about a reproducible multimodal `apply_chat_template` failure with broad user impact.", + "summary": "This cluster is a grab-bag of unrelated Transformers issues, mostly import/config/regression bugs. I found no soft-edge pair that looks like the same underlying bug or change, so no duplicates should be merged here.", + "confidence": 0.93, + "canonical_issue_reason": "Selected issue 44521 as the best representative because it is a concrete, user-facing API regression in a common multimodal path and has the strongest discussion/reference signal among these otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue because it is active, clearly described, and has the most evidence of ongoing relevance compared with the more isolated, model-specific reports.", + "best_issue_reason": "Issue 44521 is the most broadly useful anchor for the cluster: it has a clear repro, affects multimodal chat template behavior, and is more representative of a widely used code path than the more niche import/config bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Both are runtime failures, but one is a Python 3.13 import/parsing issue in DebertaV2 while the other is an `s_aux=None` flash-attention crash; different code paths and fixes." + "reason": "Different bugs in different code paths: XLNet positional encoding device placement vs. Fuyu tensor conversion exception handling." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both involve multimodal processing, but one is about assistant mask generation in chat templating and the other about video `vision_position_ids` in Qwen2.5-VL; not the same bug." + "reason": "Both are multimodal, but one breaks assistant masks in chat templates while the other is a Qwen2.5-VL video position-id issue; not the same defect." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "These are different Qwen save/merge regressions: one concerns LoRA merge with tied embeddings, the other incorrect visual encoder keys in `save_pretrained`." + "reason": "Both involve save/weight handling, but they affect different model families and different serialization failures." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Unrelated issues: SwitchTransformers sparse-layer config creation versus a DebertaV2 Python 3.13 import error." + "reason": "Unrelated: SwitchTransformers sparse-layer config bug vs. DebertaV2 import failure on Python 3.13." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Both are import/load failures, but the causes differ: Python 3.14 compatibility versus missing TensorFlow backend handling when only tensorboard is installed." + "reason": "Python 3.14 import/load failure is not the same as a TensorBoard-without-TF backend error." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "One is a broad Python-version incompatibility claim for Transformers 5.1.0; the other is a model import failure on Python 3.13. Different underlying problems." + "reason": "Both mention Python compatibility, but they are different breakages and different root causes." }, { - "left": "issue:44496", - "right": "issue:45803", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "No shared bug: unrecognized model config loading versus a bare `except` swallowing interrupts in Fuyu tensor conversion." + "reason": "Different subsystems entirely: torch.compile/SDPA model failure vs. local dataset loading in an example script." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Different surfaces and fixes: SDPA/torch.compile behavior in Bamba versus a local dataset loading problem in an example script." + "reason": "Non-persistent buffer initialization junk is unrelated to GPTNeoX config reload behavior." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Both mention config behavior, but one is about `post_init` allowance in patchtsmixer and the other about strict loading for granite_speech configs; not the same defect." + "reason": "Both touch configs, but one is a model-specific post_init policy issue and the other is strict config loading for granite_speech." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44496", + "right": "issue:45803", "accept": false, - "reason": "Distinct issues: junk-filled non-persistent buffers in v5 versus `rotary_pct` not persisting on GPTNeoX config reload." + "reason": "Unrecognized-model/config metadata error is unrelated to Fuyu's broad exception handling bug." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different bugs: Qwen3OmniMoe video input validation versus KV-cache continuation tensor indexing in the serve API." + "reason": "Different multimodal/video-serving failures with different code paths and symptoms." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "One is embedding resizing not propagating in gemma4; the other is Whisper generation failing on empty transcription after token alignment." + "reason": "Token-embedding resize propagation and Whisper empty-transcription handling are unrelated." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "A flaky GraniteSpeech CI test and a broken auto-mapping reference to removed Sam3LiteText configs are separate CI/config issues." + "reason": "Both affect CI, but they are distinct failures in different files and due to different causes." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "`ADD THE DATA` is a low-information issue and `_torch_extract_fbank_features()` is a specific audio-processing bug; no evidence they are the same." + "reason": "No meaningful overlap: a placeholder issue vs. an fbank feature extraction bug." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Unrelated: SwitchTransformers sparse-layer config bug versus image-classification script dataset loading failure." + "reason": "Different bug classes: SwitchTransformers config construction vs. image-classification example dataset loading." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example-script problems in different tasks: multi-label classification output handling versus local dataset loading for image classification." + "reason": "Both are example-script problems, but one is multi-label classification output logic and the other is local dataset loading." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "No overlap in concrete failure mode: category-count limit error versus Whisper empty-transcription generation failure." + "reason": "Custom processor/tokenizer regression is unrelated to token embedding resize behavior." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Different regression classes: processor/tokenizer API breakage versus embedding resize not updating tied outputs." + "reason": "Category-count limit error is unrelated to Whisper post-processing on empty transcription." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config issues, but they concern different models and fields: default vision/audio config initialization versus a missing `deepstack_visual_indexes` field." + "reason": "Both are multimodal config issues, but they concern different models and different missing/default fields." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different symbols and modules (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`); no shared underlying bug is evident." + "reason": "Both are import errors, but for different symbols and different modules; not the same missing-export bug." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Generation-related, but one is inconsistent outputs under compiled forward and the other is a stale warning in paged generate; different issues and fixes." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to a stale warning about num_return_sequences." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing import from `image_utils` is unrelated to Qwen3.5 chat crashes." + "reason": "A missing import from image_utils is not the same as a Qwen3.5 chat crash." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/NER crashes and serve KV-cache indexing are unrelated." + "reason": "Tokenizer padding/truncation crash and KV-cache continuation tensor indexing are different failures." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both touch model weights, but one is untied `lm_head` in Mistral3 and the other is incorrect `save_pretrained` checkpoints for Qwen3.5; not the same code path." + "reason": "Both involve model weight handling, but one is lm_head tying in Mistral3 and the other is incorrect checkpoint saving in Qwen3.5." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both are in flex_attention, but one is a compiled runtime failure on torch>=2.9 and the other is a wrong version check for AuxRequest import; separate bugs." + "reason": "Shared flex_attention area, but one is a compiled-runtime failure on newer torch while the other is a version-check/import gating bug." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Unrelated model-specific issues: zero probabilities in SigLIP2 versus a dummy Conv2d in Sam3PixelDecoder." + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model-specific bugs." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache continuation indexing bug is unrelated to trust_remote_code cache path collisions." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Different trust_remote_code problems: removed helper function breaking remote models versus cache-path collisions for local models." + "reason": "Both mention trust_remote_code, but one is a removed-helper compatibility break and the other is a cache-path collision." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Serialization of tied `lm_head.weight` depends on device versus GPTNeoX config reload losing `rotary_pct`; not the same defect." + "reason": "Serialized lm_head/tied-weight inconsistency is unrelated to GPTNeoX rotary_pct reload behavior." } ] }, @@ -9586,8 +9559,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -9644,18 +9617,18 @@ "issue:44246|issue:45003", "issue:36246|issue:38617", "issue:43643|issue:44496", - "issue:45406|issue:45632", "issue:45563|issue:45584", + "issue:45406|issue:45632", "issue:41950|issue:44016", - "issue:43388|issue:43688", "issue:44964|issue:45600", + "issue:43388|issue:43688", "issue:42907|issue:43441", "issue:44112|issue:44964", "issue:43295|issue:45335", "issue:43854|issue:44964", - "issue:44496|issue:45042", "issue:43673|issue:44336", "issue:44016|issue:44220", + "issue:44496|issue:45042", "issue:43299|issue:45216", "issue:43531|issue:45600", "issue:43526|issue:43901", @@ -9670,17 +9643,17 @@ "issue:44242|issue:45200", "issue:44016|issue:44062", "issue:43388|issue:43827", - "issue:41950|issue:45020", - "issue:43976|issue:45405" + "issue:43976|issue:45405", + "issue:41950|issue:45020" ], - "prepared_review_unit_hash": "32fcb3b48dcc839df931b16c2162da34fd1690627e0c53d26e65bd85aea8f989", + "prepared_review_unit_hash": "f27d8f975a3b0c0b2e4bf7f1b34a4ce60d05a41780c656dfa62a905080b0527d", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, @@ -9695,198 +9668,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster emerged. The items span distinct regressions across imports, model loading/saving, pipelines, generation, training, and docs. I rejected all soft pairs because they do not appear to be the same underlying bug or change.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it describes multiple import errors after upgrading to 5.5.0, which is the closest match to the repeated import/load-regression theme across several items.", + "summary": "No duplicate cluster here: the issues span many unrelated regressions, import errors, model-loading problems, docs, and training/runtime bugs. None of the soft pairs look like the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is appropriate; the set is too heterogeneous to treat one report as representative of the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue because it is open, broad, and phrased as a general post-upgrade failure rather than a narrow model-specific symptom.", + "best_issue_reason": "No strong best issue either; the broadest report is still not a true umbrella for the others, so merging them as duplicates would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "One is an intermittent import-performance complaint; the other is a specific sys.modules safety issue in modeling_utils. Different bugs and different symptoms." + "reason": "One is intermittent import slowness; the other is an unsafe sys.modules access bug. Different symptoms and code paths." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols in different modules. No evidence they stem from the same regression." + "reason": "Both are ImportErrors, but they are for different missing symbols in different modules with no shared concrete fix." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "One is about trust_remote_code returning incomplete config fields; the other is an unrecognized model because config.json lacks model_type. Related area, but not the same bug." + "reason": "Remote-code config field loss and unrecognized model_type are different loading failures, not the same bug." }, { - "left": "issue:45406", - "right": "issue:45632", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to cache-path collisions for local trust_remote_code models." + "reason": "Stale paging warning and Whisper empty-transcription failure are unrelated generation issues." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:45406", + "right": "issue:45632", "accept": false, - "reason": "Different generation bugs: stale num_return_sequences warning vs Whisper empty-transcription failure after token alignment." + "reason": "Processor _tokenizer attribute crash and trust_remote_code cache collision are separate problems." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline lookup bug and a notebook syntax error are unrelated." + "reason": "Video pipeline processor lookup bug and a notebook syntax error are unrelated." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Gather-for-metrics label truncation and auxiliary-loss normalization are separate training/eval issues." + "reason": "Phi-4 multimodal loading and stale auto_mappings references to removed configs are different breakages." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Both touch model loading/mappings, but one is a Phi-4 multimodal load failure and the other is stale auto_mappings references. Different code paths." + "reason": "Batch label dropping in gather_for_metrics and auxiliary-loss normalization are unrelated training/eval bugs." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family, but one concerns saving dequantized Ministral/Devstral models and the other FlashAttention load/runtime failure. Not the same bug." + "reason": "Saving dequantized models and FlashAttention loading failures in Ministral are distinct code paths." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A CI test/device override failure in GraniteSpeech is unrelated to loading Phi-4 multimodal models." + "reason": "A stale GraniteSpeech CI test is not the same as a Phi-4 multimodal model-loading failure." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression in custom multimodal code is unrelated to t5gemma embedding resize behavior." + "reason": "Processor/tokenizer regression and T5Gemma embedding resize behavior are different model API bugs." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-specific load failures with no shared concrete bug." - }, - { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Missing model_type in config is unrelated to PIL image processors requiring torchvision." + "reason": "GLM-4.7-Flash unit-test loading and Phi-4 multimodal loading are separate model-specific failures." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache missing and stray ANSI codes in loading_report are unrelated." + "reason": "Generation cache missing and ANSI output formatting are unrelated subsystems." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features() bug are unrelated." + "reason": "Notebook syntax error and _torch_extract_fbank_features failure do not share a concrete defect." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend requiring torchvision are different loading/runtime issues." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen 3.x multimodal regressions, but one is a load failure and the other is an incorrect save_pretrained checkpoint layout. Different bugs." + "reason": "Qwen3VL MoE model loading and Qwen3.5 save_pretrained checkpoint regression are separate bugs." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiT label reduction bug and text-classification docs mismatch are unrelated." + "reason": "BeitImageProcessorFast label reduction and text-classification docs mismatch are not the same issue." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Packaging/backend extra omission and a generic dependency issue are too vague and not the same concrete problem." + "reason": "A missing TensorFlow backend dependency and a generic dependency issue are too broad and not the same concrete failure." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different model/generation bugs with no shared code path." + "reason": "Embedding resize behavior and Whisper empty transcription generation failure are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling and a Qwen tie_word_embeddings warning are unrelated." + "reason": "Optimizer SGD args ignored and a tie_word_embeddings warning are different config/runtime concerns." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss omission are unrelated behaviors." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen multimodal regressions, but one is model loading and the other is incorrect visual-encoder key saving. Not the same underlying change." + "reason": "These are both Qwen3.5 regressions, but one is model loading and the other is save_pretrained key serialization; not one bug." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to model config import/load failure." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Missing model_type for an unrecognized model is not the same bug as AutoModelForCausalLM failing to unwrap text_config for composite multimodal configs." + "reason": "Docs mentioning return_all_scores and an unrecognized model config error do not share a fix." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific HybridCache import error may be one example of import breakage, but 45278 is only a broad umbrella report; there is not enough evidence they are the same concrete bug." + "reason": "A specific HybridCache import error is not the same concrete bug as a broad report of many import errors." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss when router logits are off and Gemma 4 mm_token_type_ids defaults are different issues." + "reason": "Dropped label elements in metrics gathering and Gemma 4 mm_token_type_ids defaults are unrelated." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." }, { "left": "issue:43388", "right": "issue:43827", "accept": false, - "reason": "Evaluation batching bug and outdated docs about pipeline() are unrelated." + "reason": "Metrics label handling and docs still referencing pipeline() after removals are different issues." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and remote_code breakages are different problems." + "reason": "Python version incompatibility and an unreleased PEFT minimum version bump are unrelated." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Python-version compatibility and an unreleased PEFT version bump are unrelated." + "reason": "Video-classification pipeline image-processor lookup and remote_code breakage are different bugs." } ] }, @@ -9905,8 +9872,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -9964,15 +9931,15 @@ "issue:43577|issue:45216", "issue:43479|issue:43525", "issue:41950|issue:45823", - "issue:44683|issue:45542", "issue:43299|issue:43854", + "issue:44683|issue:45542", "issue:44279|issue:45405", - "issue:38175|issue:44617", "issue:39692|issue:43901", + "issue:38175|issue:44617", "issue:32090|issue:35141", - "issue:44297|issue:44462", "issue:44462|issue:45081", "issue:43295|issue:44779", + "issue:44297|issue:44462", "issue:41950|issue:43650", "issue:43976|issue:44279", "issue:43976|issue:44987", @@ -9981,8 +9948,8 @@ "issue:44521|issue:45325", "issue:43441|issue:45834", "issue:43450|issue:44279", - "issue:42994|issue:43317", "issue:44261|issue:44263", + "issue:42994|issue:43317", "issue:43065|issue:44898", "issue:44466|issue:45276", "issue:43650|issue:45290", @@ -9990,208 +9957,208 @@ "issue:43723|issue:44162", "issue:44623|issue:45397" ], - "prepared_review_unit_hash": "eff1888d36629e23529edd02b67a235bc71c1ccb5ec16709b776c0bbcc6e44a6", + "prepared_review_unit_hash": "2bf4344e4347861c0358e0a8d2d62c372cce169323e8c84f1db7d0aa059c1845", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36324, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "serialized_chars": 36327, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues; the soft pairs are only superficially similar and do not look like the same underlying bug/change. I would not deduplicate any of the proposed pairs.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out because this set does not form one coherent duplicate cluster; the proposed pairs span different models, subsystems, and failure modes.", + "summary": "These items are a mixed bag of mostly unrelated Transformers bugs across tokenizers, multimodal processing, loading/saving, and backend failures. None of the soft-similarity pairs looks like the same concrete bug or fix, so I reject all soft edges. Best canonical issue is the clearest, most self-contained tokenizer-loading regression.", + "confidence": 0.84, + "canonical_issue_reason": "#44462 is a well-scoped, reproducible core API bug with a clear failure mode in AutoTokenizer loading from the repo.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for dedupe triage here: the items are heterogeneous, and none of the soft pairs is a convincing duplicate.", + "best_issue_reason": "#44462 is the strongest representative issue here because it isolates one concrete code path and is better specified than the more model-specific or documentation-oriented reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different symbols and modules; no shared code path is evident." + "reason": "Different import failures in unrelated modules: Qwen2.5-VL class export vs a missing image_utils symbol." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different models and different bugs: BLIP2 dtype handling vs Qwen3.5 checkpoint serialization." + "reason": "Both involve loading behavior, but one is dtype propagation in BLIP-2 and the other is Qwen3.5 checkpoint saving corruption." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both involve config objects, but one is multimodal default config initialization and the other is a missing pad_token_id attribute." + "reason": "Different model config bugs: default multimodal sub-config initialization vs missing pad_token_id on Llama4Config." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different pipelines and failures: video-classification processor lookup vs Gemma4 device placement in forward." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Unrelated failures: torch 2.9 flex_attention compilation vs a TensorBoard/TensorFlow backend dependency issue." + "reason": "Unrelated multimodal areas: video-classification processor lookup vs Gemma4 device_map forward mismatch." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model loading problems, but they affect different model families and failure mechanisms." + "reason": "Different model-loading regressions affecting different architectures and code paths." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Too generic to merge: one is a vague dependency complaint, the other is a specific PEFT minimum-version bump issue." + "reason": "Completely different failures: compiled flex_attention on torch 2.9+ vs tf backend detection without TensorFlow." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Different subsystems and symptoms: SigLIP2 zero probabilities vs Sam3Video CUDA out-of-memory." + "reason": "General dependency complaint vs a specific PEFT version bump; not the same bug." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they are about different APIs and different kinds of documentation drift." + "reason": "Docs example/model-processor mismatch and quantization errors are unrelated to a stale pipeline docs parameter mention." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to the embedding reinitialization bug in post_init." + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs Sam3Video OOM." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Both touch tokenizers, but one is save_pretrained metadata mismatch and the other is AutoTokenizer loading behavior." + "reason": "Trainer broadcast TypeError is unrelated to embedding resize causing post_init reinitialization." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures with different root causes: repository tokenizer.json lookup vs Mistral regex patch crash." + "reason": "Both touch tokenizers, but one is repo tokenizer discovery and the other is a Mistral regex patch crash." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different regressions in different model stacks: processor/tokenizer API breakage vs Deepseek tokenizer output changes." + "reason": "Different v5 tokenizer regressions with different APIs and models; not one concrete underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata on save_pretrained is distinct from AutoTokenizer ignoring tokenizer.json on load." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "No overlap beyond being unrelated issues; one is a pipeline bug, the other is a placeholder 'ADD THE DATA' report." + "reason": "Video-classification processor bug is unrelated to the placeholder 'ADD THE DATA' issue." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python version compatibility issue is not the same as a generic dependency complaint." + "reason": "Python version compatibility failure is not the same as a generic dependency issue." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Both mention loading problems, but one is environment/Python compatibility and the other is a model-specific load failure." + "reason": "Python-version support and model-load failure are different problems." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are CI/repo hygiene issues, but they concern different files and different failure classes." + "reason": "Both are CI cleanup issues, but they target different files and different defects." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related, but one is repo file selection and the other is tokenization correctness for Deepseek." + "reason": "Both tokenizer-related, but one is loading repo tokenizer assets and the other is incorrect Deepseek tokenization logic." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both involve multimodal templates/positioning, but the concrete bugs are different: assistant masks vs video temporal position ids." + "reason": "Multimodal chat masks and Qwen2.5-VL rope indexing are separate bugs in different code paths." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Completely different problems: FlashAttention failure on Ministral-3 vs OCR index error in Kosmos2.5." + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batching shape bug is unrelated to a generic dependency issue." + "reason": "Video processor shape bug is unrelated to the dependency complaint." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Saving quantized models and loading dequantized models with offload are different code paths and failures." + "reason": "Different model internals: MLA layernorm epsilon config vs torch.split return handling in GlmMoeDsaIndexer." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Different GLM components: MLA q_a_layernorm config precision issue vs torch.split return handling in a DSA indexer." + "reason": "Quantized model saving and dequantized model offload loading are different lifecycle failures." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Both touch vision models, but one is a dummy Conv2d cleanup and the other is a Perceiver resolution bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver non-default-resolution failure." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both mention embeddings/serialization, but one is device-dependent lm_head.weight serialization and the other is Gemma4 resize_token_embeddings behavior." + "reason": "Both mention weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating Gemma4 outputs." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "'ADD THE DATA' is not a substantive bug report and does not match the chat-template tool-call crash." + "reason": "Placeholder issue has no relation to chat template crashes with empty tool-call assistant messages." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Different attention-related failures, but not the same issue: model-specific FlashAttention regression vs compiled flex_attention on newer torch." + "reason": "FlashAttention-specific model failure is not the same as a torch-version compiled flex_attention failure." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Both are loading-related, but one is an AutoTokenizer v5 issue and the other is an ESM2 model breakage affecting workflows." + "reason": "Tokenizer loading in v5 and ESM2 model breakage are separate regressions." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to Gemma-4 zero3 from_pretrained behavior." + "reason": "Missing processor save files and Gemma4 zero3 from_pretrained are different save/load bugs." } ] }, @@ -10210,8 +10177,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -10266,18 +10233,18 @@ "soft_pairs": [ "issue:44623|issue:44749", "issue:43653|issue:45593", - "issue:44016|issue:45823", "issue:43784|issue:45542", "issue:44671|issue:44779", - "issue:44987|issue:45542", + "issue:44016|issue:45823", "issue:44361|issue:45593", + "issue:44987|issue:45542", "issue:43901|issue:43994", "issue:43122|issue:43650", "issue:44016|issue:44291", "issue:43262|issue:44521", - "issue:43525|issue:43881", - "issue:43673|issue:43761", "issue:44188|issue:44336", + "issue:43673|issue:43761", + "issue:43525|issue:43881", "issue:44297|issue:45397", "issue:43525|issue:43643", "issue:43450|issue:44617", @@ -10293,202 +10260,202 @@ "issue:44246|issue:44496", "issue:41950|issue:44220" ], - "prepared_review_unit_hash": "f449d541e497c7b30307b5f941d4f280b4c295c274c133e68920bfdb69664380", + "prepared_review_unit_hash": "fa53bef158986be33eb12bbf2e87691f694b80c6a51df29d435538d71f03dafa", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35151, - "estimated_input_tokens": 8788, - "estimated_eval_tokens": 17832 + "serialized_chars": 35147, + "estimated_input_tokens": 8787, + "estimated_eval_tokens": 17830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it spans unrelated bugs in tokenizers, model loading, processors, docs, and CI. None of the soft pairs look like true duplicates; they are at best broad theme neighbors. For a single representative issue, the best fit is the open, detailed multimodal processor bug (#44521), but there is no strong canonical duplicate hub here.", - "confidence": 0.94, - "canonical_issue_reason": "#44521 is the most active and detailed issue in the set, with multiple inbound references and a concrete reproducible processor/chat-template bug; it is the closest thing to a cluster anchor, though the cluster overall is not a true duplicate set.", + "summary": "This cluster is mostly noise: the soft-linked issues span unrelated subsystems (tokenizers, model loading, processors, docs, and performance), so almost none look like true duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44521 is the best representative because it is the most active open issue in the processor/chat_template area and has the strongest inbound interest among the set.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the strongest issue candidate overall because it is open, specific, actionable, and sits in a theme that overlaps several other processor-related reports.", + "best_issue_reason": "issue:44521 is the most suitable global issue target for this cluster, but only as a representative theme, not because the linked items are actually the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Both mention processor/filtering performance, but one is a missing-file save_pretrained bug and the other is a slowdown regression; different symptoms and likely different code paths." + "reason": "One is a processor save_pretrained file-generation bug; the other is a data-filtering slowdown regression. Different symptoms and code paths." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Both involve auxiliary/special handling around model outputs, but one is a tokenizer special-token decode bug and the other is missing auxiliary losses when denoising is off; not the same bug." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax/docs issue versus Gemma4 device-map forward device mismatch; unrelated problems." + "reason": "BigBirdTokenizer special-token decode corruption is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time NameError in sentence-transformers integration versus TensorBoard/TensorFlow backend detection; different modules and failure modes." + "reason": "Import-time NameError in sentence-transformers integration does not match a TensorFlow/tensorboard backend selection bug." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions affecting model behavior, but one is masked LM prediction drift and the other is Deepseek tokenizer output corruption; not the same concrete change." + "reason": "Both affect outputs, but one is CamemBERT MLM prediction quality and the other is Deepseek tokenization correctness; different models and root causes." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Model loading failure for a specific repo versus missing TensorFlow backend handling; no shared underlying bug." + "reason": "Notebook syntax error is unrelated to a Gemma4 device-mismatch forward failure." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer task AttributeError versus missing aux losses in D-FINE; different tokenizer/model subsystems." + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading regression on transformers>=5.1.0 is not the same as a missing/undefined tf backend error." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for text-classification pipeline versus nonsensical SigLIP model outputs; one is documentation, the other is model behavior." + "reason": "Documentation mismatch about return_all_scores is not the same as an incorrect model/pipeline result bug." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenization differences across versions versus a vague non-technical issue title; no meaningful evidence of the same bug." + "reason": "Tokenization behavior change and a vague \"ADD THE DATA\" report do not describe the same concrete defect." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error versus init_empty_weights TypeError during model loading; unrelated." + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve processors/chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation; different functionality and fixes." + "reason": "Both touch apply_chat_template, but one is an audio sampling-rate default and the other is multimodal assistant_masks; same API surface, different bug." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Different config-field load failures for different models; similar class of error, not the same underlying model-specific issue." + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes emitted by loading_report." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Cache-related generation issue versus CLIPVision hidden_states regression; separate code paths." + "reason": "Generation cache missing in chunked_prefill and CLIPVision hidden_states handling are different model-path regressions." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "torch.compile attention-kernel branching bug versus ANSI codes in loading report; no overlap beyond both being utility/regression reports." + "reason": "Missing pad_token_id on Llama4Config and a glm-4v-9b loading failure are separate model-specific issues." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer class mismatch on save_pretrained versus Gemma-4 zero3 from_pretrained; different serialization/loading issues." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma-4 zero3 loading." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both are configuration/loading problems, but one is a missing pad_token_id on a config class and the other is trust_remote_code dropping fields; distinct bugs." + "reason": "A missing config attribute and trust_remote_code dropping fields are different config-loading bugs." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Video processor batch shape bug versus Sam3Video OOM; one is a shape correctness issue, the other is memory usage." + "reason": "Incorrect batched video-processor shape and CUDA OOM are not the same failure." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen3 MoE models across versions, but one is LoRA compatibility on hf4.x/hf5.x and the other is base model loading failure in v5.0.0.dev0; not enough to treat as the same bug." + "reason": "Both mention Qwen/MoE on v5, but one is LoRA reuse incompatibility and the other is model loading failure; too different to merge." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Storage deserialization error for Float8 tensors versus Qwen3.5 chat crash; unrelated failures." + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Import error for AutoImageProcessor versus Python version incompatibility in Transformers 5.1.0; separate release/packaging issues." + "reason": "Missing AutoImageProcessor import and a Python-version compatibility regression are different issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Pipeline docs mismatch versus import latency regression; different concerns and fixes." + "reason": "A docs mismatch about return_all_scores is unrelated to intermittent import slowness." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI escape codes in a loading report versus a wrong docstring for position_ids; both doc-like issues, but not the same artifact or defect." + "reason": "ANSI-color output in loading_report and a wrong docstring for position_ids are separate documentation/UX issues." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss omission in MoE versus D-FINE auxiliary-loss omission; superficially similar, but they affect different models and loss computations." + "reason": "Both involve losses, but one is MoE load-balancing loss gating and the other is D-FINE auxiliary-loss omission." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Nemotron-specific Flash Attention 2 unsupported error versus a generic Flash Attention 2 issue title; too vague to call duplicates." + "reason": "A lack of Flash Attention 2 support and a generic Flash Attention issue are too broad to be the same concrete bug." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length question for DeBERTa-V3 versus missing transformers.onnx module; unrelated." + "reason": "model_max_length confusion on DeBERTa-V3 is unrelated to the missing transformers.onnx module." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access bug versus Gemma-4 zero3 loading issue; different runtime paths." + "reason": "position_ids buffer reading error and Gemma-4 zero3 loading are different failures." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness regression versus unrecognized model/config.json issue; no same code-path evidence." + "reason": "Import slowdown and an unrecognized-model/config model_type error are unrelated." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline using image processors versus _torch_extract_fbank_features() bug; both are media-preprocessing related at a high level, but not the same issue." + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features() are different subsystems (video vs audio)." } ] }, @@ -10507,8 +10474,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -10534,7 +10501,6 @@ "issue:44295", "issue:44336", "issue:44351", - "issue:44466", "issue:44485", "issue:44496", "issue:44561", @@ -10551,13 +10517,13 @@ "issue:45200", "issue:45229", "issue:45292", - "issue:45335", "issue:45362", "issue:45375", "issue:45459", "issue:45561", "issue:45563", "issue:45584", + "issue:45588", "issue:45701", "issue:45759" ], @@ -10573,234 +10539,234 @@ "issue:45362|issue:45375", "issue:44162|issue:45200", "issue:44295|issue:44749", - "issue:44877|issue:45375", "issue:44779|issue:45292", + "issue:44877|issue:45375", "issue:45292|issue:45584", "issue:45292|issue:45701", "issue:45561|issue:45563", - "issue:44987|issue:45459", "issue:43901|issue:45003", + "issue:44987|issue:45459", "issue:36246|issue:43596", "issue:43232|issue:44336", - "issue:45375|issue:45759", "issue:43526|issue:45003", - "issue:43065|issue:43408", + "issue:45375|issue:45759", "issue:44496|issue:45003", - "issue:44995|issue:45200", + "issue:43065|issue:43408", "issue:43257|issue:45137", + "issue:44995|issue:45200", "issue:43262|issue:44246", "issue:43475|issue:43540", "issue:42886|issue:45229", - "issue:44466|issue:45335" + "issue:44995|issue:45588" ], - "prepared_review_unit_hash": "fe56816867694ea5634b4be2dcbd3aadd605d122cc52f2668ea357f26b79b432", + "prepared_review_unit_hash": "2111255e8cfdd61ea0f1eeb367652ca0b3b8c070da1bb66989f5f72fc79e4a6a", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36708, - "estimated_input_tokens": 9177, - "estimated_eval_tokens": 18610 + "serialized_chars": 36095, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose cluster of mostly unrelated Transformers v5 regressions (imports, model loading, config handling, generation, and model-specific bugs). None of the soft pairs are strong enough to treat as duplicates, so no pair is accepted.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45003 is the most cross-cutting and infrastructure-oriented report in the set, centered on core loading/import behavior rather than a single model family.", + "summary": "This cluster is mostly a mix of unrelated Transformers bugs that share superficial similarity around imports, configs, generation, and model-loading regressions. No soft pair looks like a true duplicate fix path, so I rejected all edges. Among the issues, the clearest representative is the Qwen2.5-VL import failure because it has the strongest cross-reference signal and a concrete user-facing regression.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43824 is the strongest representative of the cluster: it is a concrete, user-visible import regression, has the most inbound references, and the title/body pattern is central to several nearby import-failure reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the best representative of the cluster because it points to a broader core regression with wider impact than the more model-specific reports.", + "best_issue_reason": "issue:43824 is the best overall issue to anchor the cluster because it is the most broadly referenced and most actionable concrete bug in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but one is Qwen2.5 VL image processor export and the other is a missing huggingface_hub symbol; different underlying failures." + "reason": "Different missing symbols from different packages/modules; same broad symptom, but not the same underlying bug." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing names from different modules/classes; no shared code-path beyond generic import failure." + "reason": "Both are import errors, but for unrelated classes/symbols and different failure paths." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI color leakage in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI/color output bug in loading_report vs a GLM-5 RoPE modeling discussion; unrelated." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Both touch generation/runtime behavior, but one is cache handling in chunked prefill and the other is a v5 API removal breaking trust_remote_code models; not the same bug." + "reason": "Both are v5 regressions, but one is generation cache/chunked_prefill and the other is a removed utility breaking trust_remote_code; different code paths." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Qwen2.5 VL import failure versus Python 3.9+/3.10+ compatibility breakage; different issues." + "reason": "Specific Qwen2.5-VL import failure vs a Python/version compatibility problem; not the same bug." }, { "left": "issue:43976", "right": "issue:44964", "accept": false, - "reason": "Interpreter-version support problem and a specific multimodal model loading failure are not the same underlying defect." + "reason": "Both mention loading/version issues, but one is Python support and the other is a multimodal model load failure." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss omission and AMP/CUDA crash in another loss class are distinct training bugs." + "reason": "Different model/loss bugs: router-loss gating vs AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness and Gemma eos_token_id config mismatch are unrelated." + "reason": "Import latency bug vs Gemma EOS-token config inconsistency; unrelated." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen, but one is chat runtime failure and the other is a missing config field; different code paths and symptoms." + "reason": "Same Qwen family, but different concrete problems: chat crash vs a missing config field being dropped." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + "reason": "ESM2 breakage and Gemma4 mm_token_type_ids behavior are distinct model-specific issues." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error and post-upgrade tokenization slowdown are different problems." + "reason": "One is a position_ids buffer access error; the other is a tokenizer/performance regression across versions." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Strict config rejection for granite_speech is a different model/config issue than the Qwen3_5MoeVisionConfig field loss." + "reason": "Tokenizer output regression and resize_token_embeddings not updating output embeddings are different bugs." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are separate behaviors." + "reason": "Both involve config strictness, but they affect different model configs and different failure modes." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription generation failure do not share a concrete bug." + "reason": "Embedding resize bug vs Whisper empty-transcription generation failure; not the same change." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "A resizing/tying bug and a broad tokenization-version change are not the same issue." + "reason": "Resize-token-embeddings behavior and tokenization changes are separate concerns." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Test xdist race on captured_info.txt and a stale warning in paged generate() are unrelated." + "reason": "Test-worker file race vs a stale generation warning; unrelated." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Model loading failure for a specific repo and tokenizer error masking from missing protobuf are different bugs." + "reason": "Docs mismatch for a pipeline vs unsafe sys.modules access in modeling_utils; different issues entirely." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline and unsafe sys.modules access are unrelated." + "reason": "Model load failure on transformers>=5.1.0 vs tokenizer error masking when protobuf is absent; different root causes." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5 VL import error and DeepSpeed ZeRO3/BertModel index error are entirely different failure modes." + "reason": "Qwen import failure vs DeepSpeed ZeRO3/BertModel initialization crash; not the same bug." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs update after sync_gpus and ANSI output formatting in loading_report are unrelated." + "reason": "Generation kwargs/update bug vs ANSI escape output problem; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs sys.modules import handling; different code paths." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing Qwen3_5MoeVisionConfig field and failure to unwrap text_config in composite configs are both Qwen multimodal, but they are distinct config-handling bugs." + "reason": "Both concern Qwen multimodal config handling, but one is a missing field dropped by strict config parsing and the other is text_config unwrapping in from_config; not the same fix." }, { - "left": "issue:43526", + "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "BEiT label reduction bug and sys.modules access bug are not the same underlying problem." + "reason": "Unrecognized model/config.json problem vs unsafe sys.modules access; unrelated." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a model-type warning; different defects." + "reason": "Same SAM3 area, but one is a dummy Conv2d design choice and the other is a model-type warning; not the same underlying bug." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Unrecognized model/config loading for a specific repo is not the same as unsafe sys.modules access." + "reason": "Different DeepSpeed-related failures: Qwen3 MOE weight conversion vs ZeRO3 deque underflow." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash and Gemma 4 token-type defaults are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:45137", - "accept": false, - "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is ZeRO3 deque underflow; not the same bug." + "reason": "GlmMoeDsa stale cache crash and Gemma4 token-type defaults are unrelated." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio processor sampling-rate defaulting and import slowness are unrelated." + "reason": "Audio chat-template sampling-rate default bug vs import-time performance issue; unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 vision encoder missing field and Qwen3OmniMoe video-input ValueError are different model-specific issues." + "reason": "Different multimodal model failures: missing vision encoder output attribute vs Qwen3OmniMoe video-input ValueError." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache loading for tokenizers and Gemma4 multi-GPU OOM are unrelated." + "reason": "Offline cache/tokenizer loading bug vs multi-GPU CUDA OOM; not the same issue." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Serialization inconsistency of tied weights and resize_token_embeddings not propagating to decoder.embed_tokens are different embedding/weight-handling bugs." + "reason": "Stale indexer cache crash in GlmMoeDsa vs flash_attention AttributeError for sink-less models; different bugs." } ] }, @@ -10819,8 +10785,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -10847,13 +10813,13 @@ "issue:44297", "issue:44361", "issue:44368", + "issue:44466", "issue:44623", "issue:44734", "issue:44749", "issue:44869", "issue:44933", "issue:44977", - "issue:44995", "issue:45003", "issue:45081", "issue:45092", @@ -10861,6 +10827,7 @@ "issue:45137", "issue:45230", "issue:45310", + "issue:45335", "issue:45356", "issue:45375", "issue:45381", @@ -10869,271 +10836,267 @@ "issue:45478", "issue:45561", "issue:45563", - "issue:45588", "issue:45600", "issue:45656" ], "soft_pairs": [ - "issue:44995|issue:45588", + "issue:44466|issue:45335", "issue:43653|issue:44162", "issue:44368|issue:45563", "issue:44368|issue:44977", "issue:45397|issue:45656", "issue:44060|issue:44077", - "issue:43673|issue:44734", "issue:45003|issue:45561", + "issue:43673|issue:44734", "issue:45137|issue:45600", "issue:43931|issue:44368", - "issue:44869|issue:45356", "issue:44933|issue:45459", + "issue:44869|issue:45356", "issue:44297|issue:44623", "issue:43646|issue:44162", "issue:44361|issue:44749", "issue:43232|issue:43673", "issue:43673|issue:43827", "issue:43452|issue:45003", - "issue:28282|issue:30990", "issue:44623|issue:45656", + "issue:28282|issue:30990", "issue:42994|issue:43482", "issue:44749|issue:45310", "issue:44749|issue:45656", "issue:42371|issue:45092", "issue:43475|issue:43643", "issue:43475|issue:45381", - "issue:44038|issue:44623", "issue:45230|issue:45397", + "issue:44038|issue:44623", "issue:41628|issue:44933", "issue:45081|issue:45103", "issue:42994|issue:43525", "issue:45375|issue:45478" ], - "prepared_review_unit_hash": "7317290e78e7081ee57133e700b3f4691739c5b3eb3cdd33f6ed429d2aed85c8", + "prepared_review_unit_hash": "74a998a8e668aaddb40e7143cbdd829488f5ffc5e62997087cab130c6f72e06b", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37273, - "estimated_input_tokens": 9319, - "estimated_eval_tokens": 18894 + "serialized_chars": 37312, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of mostly unrelated issue reports, and every soft edge looks like a false positive rather than a true duplicate. No PRs are present, and no merge candidates should be accepted.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45003 is the broadest core-framework bug in the set, but the overall cluster is too heterogeneous to represent a real duplicate group.", + "summary": "This cluster is mostly heterogeneous false-positive similarity: many issues are in the same project/version band but describe different bugs. The only pair that looks plausibly like the same underlying regression is the Qwen3.5-Moe from_pretrained/config field case.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45310 is the cleanest representative of the Qwen3.5-Moe from_pretrained regression; it matches the later same-title report and is the most direct anchor for the only plausible duplicate mini-cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the best single representative because it targets a general runtime bug in core modeling utilities; still, it is not a strong duplicate hub.", + "best_issue_reason": "issue:45310 is the best issue candidate because it is an exact, concrete regression report rather than a broad symptom summary, and it best represents the one likely duplicate topic in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Different failures: stale cache on second forward vs flash-attention None-aux crash." + "reason": "Both touch tied embeddings, but one is serialization/device-dependent while the other is resize_token_embeddings behavior; different code paths." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer decode bug vs ESM2 model breakage; same broad area only." + "reason": "Different models and failures: BigBirdTokenizer special-token registration vs ESM2 breakage." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Different warning paths: tied-weights config warning vs paged generate num_return_sequences warning." + "reason": "Both are warnings, but one is about tie_word_embeddings and the other is a stale num_return_sequences warning; not the same bug." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "One is a warning about tied embeddings; the other is a flash-attention generation failure." + "reason": "Different symptoms and subsystems: tied-weights warning vs flash-attention generation failure." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Zero3 from_pretrained loading issue vs optimizer stepping twice under deepspeed; not the same bug." + "reason": "Gemma-4 Zero3 loading and DeepSpeed optimizer double-step are unrelated runtime issues." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Tied-weights warning bug vs patchtsmixer post_init policy change; unrelated code paths." + "reason": "Different model/config validation bugs; no shared failing code path is evident." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Generation cache issue vs serve KV-cache tensor indexing crash; different concrete defects." + "reason": "sys.modules access in modeling_utils and xdist captured_info.txt races are unrelated." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Unsafe sys.modules access vs xdist file race in testing utils; unrelated failures." + "reason": "Both involve generation/cache, but one is chunked_prefill cache handling and the other is serve KV-cache continuation indexing; not the same bug." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed deque underflow vs stale auto_mappings config reference; not the same underlying bug." + "reason": "DeepSpeed deque underflow and auto_mappings references to removed configs are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Shape mismatch loading Qwen3-VL model vs a warning about tied embeddings." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the tied-embeddings warning issue." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "Whisper timestamp decode crash vs tokenizer codec/regression handling; different subsystems." + "reason": "Removed image_utils import and protobuf tokenization error masking are different import-time failures." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Missing import from image_utils vs protobuf-error masking in tokenizers; unrelated." + "reason": "Both are tokenizer-related, but they affect different models and different decode/codec paths." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save metadata mismatch vs processor save missing files; both save_pretrained, but different objects and failures." + "reason": "Both are save_pretrained regressions, but tokenizer metadata mismatch and processor missing files are distinct serialization bugs." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model init regression vs ESM2 broken model behavior; too broad to merge as duplicates." + "reason": "Broad v5 model-init regressions, but the reports describe different affected models and failure modes." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError on tasks vs generation slowdown after upgrade; different symptoms and code paths." + "reason": "Tokenizer AttributeError and a performance regression are not the same underlying issue." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "sync_gpus generation kwargs bug vs missing cache in v5.0.0; related area but not the same defect." + "reason": "Both mention generation internals, but sync_gpus kwargs update and chunked_prefill cache missing are different bugs." }, { "left": "issue:43673", "right": "issue:43827", "accept": false, - "reason": "Generation cache bug vs docs still referencing removed pipeline(); code vs documentation." + "reason": "Generation cache internals vs docs referencing removed pipeline APIs; unrelated." }, { "left": "issue:43452", "right": "issue:45003", "accept": false, - "reason": "gguf_file loader breakage vs unsafe sys.modules access; unrelated mechanisms." + "reason": "gguf_file loading failures and unsafe sys.modules access are separate code paths." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "PyTorch missing ImportError vs Sentence Transformers loading hang; both loading-related only at a very high level." + "reason": "Processor serialization and DeepSpeed optimizer stepping are unrelated." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Processor save files issue vs deepspeed optimizer double-step; unrelated." + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different environment/runtime problems." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; opposite directions and different failure modes." + "reason": "Quantized model saving and GGUF loading failures are related only loosely by format, not the same bug." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Data preprocessing slowdown vs Qwen3.5 Moe from_pretrained error; not the same bug." + "reason": "Performance regression after upgrade vs Qwen3.5-Moe from_pretrained error are different issues." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Filtering slowdown vs optimizer stepping twice; no shared underlying defect." + "reason": "Data filtering slowdown and DeepSpeed optimizer double-step are unrelated." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API/settings guidance vs remote-code meta-init incompatibility; unrelated issues." + "reason": "TF32 API guidance and remote-code meta-init incompatibility are different topics." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing SAM3 vision field vs trust_remote_code field loss; both missing-fields themed, but different models and causes." + "reason": "SAM3 output attribute missing and trust_remote_code missing fields are distinct model-loading issues." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "SAM3 video attribute error vs Qwen2.5-VL position-id bug; distinct model families." + "reason": "Generic bug report and Gemma-4 Zero3 loading failure are not the same underlying problem." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 compatibility issue vs processor.save_pretrained missing files; unrelated." - }, - { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "Generic bug report vs gemma-4 zero3 loading error; no concrete duplicate evidence." + "reason": "Qwen3-VL-Moe from_pretrained and processor.save_pretrained missing files are different regressions." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "AutoImageProcessor import failure vs nonexistent image_utils import; similar import surface only, not same symbol or fix." + "reason": "Missing AutoImageProcessor import and a nonexistent image_utils import are different API breakages." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex patch crash vs auto_docstring annotations crash; different decorators and failure points." + "reason": "Tokenizer regex patch crash and docstring kwargs processing crash are unrelated AttributeErrors." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure vs Llama4Config missing pad_token_id; unrelated model/config bugs." + "reason": "Quantized saving failure and Llama4Config missing pad_token_id are separate model/config bugs." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Missing config field silently dropped vs Qwen3.5-Moe from_pretrained error; related family only, not same underlying bug." + "accept": true, + "reason": "Both point at the Qwen3.5-Moe from_pretrained regression; the missing deepstack_visual_indexes field plausibly explains the reported load failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The false-edge rejections are well supported by the titles, and the one accepted edge stays cautious: the Qwen3.5-Moe from_pretrained report and the missing deepstack_visual_indexes config-field report plausibly describe the same regression family without overstating certainty. The canonical issue choice is also reasonable given the exact same-title report." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11145,8 +11108,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -11216,8 +11179,8 @@ "issue:45561|issue:45600", "issue:44964|issue:45137", "issue:43901|issue:45561", - "issue:42898|issue:44568", "issue:43232|issue:44792", + "issue:42898|issue:44568", "issue:30990|issue:35141", "issue:43232|issue:44188", "issue:42898|issue:45812", @@ -11232,154 +11195,154 @@ "issue:44060|issue:45125", "issue:43874|issue:45092" ], - "prepared_review_unit_hash": "2950dc2212edc2a628d59324f2ff3a7cf4408c6e58fd667c3aae26414d833dd7", + "prepared_review_unit_hash": "ae3ee36c606e26e059a8fa9534d1befe06832dee9070f12cb0b83a8d2742410a", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37034, - "estimated_input_tokens": 9259, - "estimated_eval_tokens": 18774 + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue reports. The only strong duplicate signal is the Qwen3ForCausalLM VRAM leak pair, which matches exactly in title and is a good duplicate candidate, though the evidence here is still limited to the metadata/titles rather than full bodies.", - "confidence": 0.81, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the fuller, more active report in the likely duplicate pair with issue:43704: the titles match exactly and both point to the same Qwen3ForCausalLM VRAM leak scenario.", + "summary": "One soft duplicate pair is a clear exact-match bug report about the same Qwen3ForCausalLM VRAM leak; the rest are different issues spanning unrelated import, tokenizer, multimodal, training, and testing regressions.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the better canonical: it is the earlier report of the same Qwen3ForCausalLM multi-dataloader VRAM leak and has substantially more discussion activity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest issue candidate overall: it has the clearest duplicate match in the set and enough discussion/references to serve as the canonical landing spot for that likely duplicate.", + "best_issue_reason": "issue:42673 is the strongest representative issue in this set because it is a concrete, high-signal bug report with a direct duplicate and good engagement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and a strong likely-duplicate signal for the same Qwen3ForCausalLM VRAM leak report, though the available evidence is limited to metadata." + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak symptom; clearly the same underlying bug." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "Different components and symptoms: a SAM 3 vision encoder attribute error versus a tokenizer/model-mapping failure." + "reason": "Different failures: missing Sam3VisionEncoderOutput attribute vs tokenizer mapping/add-new-model logic." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but the reported failures differ: from_pretrained loading error versus a missing config field being dropped." + "reason": "Same model family, but one is a from_pretrained error and the other is a missing config field; not the same concrete bug." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different exported symbols and likely different regressions." + "reason": "Both are import errors, but for different symbols and different code paths." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Different failure modes: fine-grained FP8 accuracy issues versus FP8 save_pretrained/moe serialization." + "reason": "One is an accuracy regression, the other is a save_pretrained FP8/moe issue." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Unrelated models and bugs: broken VitPose models versus Gemma 4 mm_token_type_ids defaults." + "reason": "Different model areas and symptoms: vitpose breakage vs Gemma 4 token-type defaults." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Related MoE/FP8 area, but not the same concrete code-path problem: save_pretrained bug versus from_pretrained loading error." + "reason": "Related to Qwen3.5 Moe, but save_pretrained FP8 and from_pretrained loading are distinct failures." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + "reason": "Quantized saving failure and missing import for a Qwen2.5 VL class are unrelated." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "TensorFlow backend omission for torch install is unrelated to leftover dummy PT classes leaking into dir() and check_repo." + "reason": "Backend dependency installation issue vs leftover dummy class cleanup; not the same bug." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different import names and likely different top-level export regressions." + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to load-balancing loss not being added." + "reason": "MIMI padding-mask mismatch and MoE load-balancing-loss logic are unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen models, but one is a general Transformers 5.0 compatibility issue and the other is a specific Qwen3.5 MoE loading error." + "reason": "Both mention Qwen/Moe, but one is a Transformers 5 compatibility problem and the other is a specific loading error." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model loading/config error versus a pytest-xdist race in testing utils; unrelated." + "reason": "Model config loading failure vs xdist race in testing utilities; no shared bug." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Testing race on captured_info.txt is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "Captured-info race in xdist vs stale auto_mappings references; different failure modes." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal load failure and a DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Multimodal model loading and DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Doc mismatch for TextClassificationPipeline is unrelated to a pytest-xdist captured_info.txt race." + "reason": "Docs mismatch for TextClassificationPipeline vs test-worker file race." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different options and different model families." + "reason": "Generation kwargs/sync_gpus bug and janus test failure are unrelated." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to a janus image-generation test failure." + "reason": "Both are tokenizer regressions, but they affect different APIs and model-specific behavior." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang is unrelated to token embedding reinitialization on resize." + "reason": "Sentence-transformers loading hang and embedding reinitialization on resize are different bugs." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation sync_gpus kwargs handling and attention-kernel divergence under torch.compile are different code paths." + "reason": "Generation kwarg update issue vs torch.compile attention-kernel divergence; different code paths." }, { "left": "issue:42898", @@ -11391,70 +11354,70 @@ "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel branching under torch.compile is unrelated to a docstring mismatch for position_ids." + "reason": "Kernel branching bug vs incorrect docstring; not the same underlying issue." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import failures for different symbols; not the same underlying issue." + "reason": "Different import-time failures affecting different modules and symbols." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained loading failure." + "reason": "Processor save_pretrained missing files and Qwen3.5 Moe loading error are unrelated." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to DeepSpeed ZeRO3 deque popping." + "reason": "Dtype change on evaluation vs DeepSpeed deque underflow; different bugs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache continuation crash and auto_docstring annotation crash are unrelated." + "reason": "KV cache continuation crash and auto_docstring annotation crash are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow job-state reporting bug is unrelated to AdaFactor OOM in DeepSpeed." + "reason": "MLFlow reporting on failed jobs vs OOM in deepspeed/adafactor are not the same issue." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading issue in v5 and add_special_tokens BOS/EOS behavior are distinct bugs." + "reason": "Tokenizer loading regression vs missing BOS/EOS insertion for a specific tokenizer." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior versus Kimi-K2.5 codec handling." + "reason": "General v5 tokenization cleanup change vs Kimi-K2.5 codec regression; different problems." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different Qwen3.5 MoE issues." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are separate model-infrastructure issues." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-processor method and old InternVL2 meta-init incompatibility are not the same bug." + "reason": "Missing image-patch helper and remote-code/meta-init incompatibility are different failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The grouping is mostly grounded, but the positive Qwen3ForCausalLM pair is overstated. The packet supports a strong duplicate candidate because the titles match exactly, yet it does not establish an \"exact duplicate\" or prove the underlying bug is identical from the available evidence (the bodies are not shown, and the similarity signal is only moderate). The canonical/best-issue wording should stay conservative, e.g. \"likely duplicate\" or \"best duplicate candidate,\" rather than \"exact duplicate counterpart\" and \"same underlying bug.\"" + "accept": true, + "feedback": "The conclusions are grounded in the packet. The canonical choice for issue:42673 over issue:43704 is reasonable because they share the exact title, same symptom, and the earlier issue has more discussion. The soft-edge verdicts are mostly conservative and do not overclaim equivalence for loosely related reports." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -11467,8 +11430,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -11526,12 +11489,12 @@ "issue:45405|issue:45712", "issue:42898|issue:44448", "issue:44188|issue:44964", - "issue:43479|issue:44079", "issue:44295|issue:45656", + "issue:43479|issue:44079", "issue:44933|issue:45712", "issue:42175|issue:44933", - "issue:43976|issue:44933", "issue:44222|issue:44297", + "issue:43976|issue:44933", "issue:43479|issue:44869", "issue:44297|issue:45656", "issue:44206|issue:45103", @@ -11540,172 +11503,178 @@ "issue:41628|issue:42757", "issue:30333|issue:36331", "issue:43232|issue:45834", - "issue:43723|issue:44977", "issue:30333|issue:34689", - "issue:43873|issue:44945", + "issue:43723|issue:44977", "issue:44222|issue:44484", + "issue:43873|issue:44945", "issue:44297|issue:45310", "issue:28282|issue:30333", "issue:44263|issue:45092", "issue:30333|issue:35141", - "issue:44483|issue:45406", "issue:44263|issue:44360", + "issue:44483|issue:45406", "issue:44373|issue:44485", "issue:44514|issue:45103", - "issue:43479|issue:43644", "issue:44295|issue:44623", + "issue:43479|issue:43644", "issue:44261|issue:45092", - "issue:43723|issue:44871", - "issue:45092|issue:45357" + "issue:45092|issue:45357", + "issue:43723|issue:44871" ], - "prepared_review_unit_hash": "64db26f1a81c53289e37ca25c43062ffe2f871daa41af120f71dd4b42ec30553", + "prepared_review_unit_hash": "0d0ebba687cc62327e38e04fa2a985b3bc5ba21063610837179af4d7d0edf95a", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38016, - "estimated_input_tokens": 9504, - "estimated_eval_tokens": 19264 + "serialized_chars": 38022, + "estimated_input_tokens": 9506, + "estimated_eval_tokens": 19268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No clear duplicate cluster emerges here: the items span unrelated issues across tokenization, model loading, training, config, imports, and save/load behavior. I would not select a canonical issue/PR, and none of the soft pairs look like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue; the items cover distinct regressions and API mismatches rather than one duplicate bug.", - "canonical_pr_reason": "No PRs are present in this set.", - "best_issue_reason": "No single issue is a better global representative than the others; choosing one would be arbitrary.", - "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "summary": "Mostly unrelated issues across import errors, tokenizer/model regressions, trainer behavior, and save/load edge cases. The soft-similarity links are thematic at best; none look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated subsystems and versions, so a dedup canonical would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for dedupe; the closest candidates are only superficially similar, not the same bug.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenization behavior changes in v5, but one is about clean-up behavior and the other is a Deepseek tokenizer regression; different failure modes and code paths." + "reason": "Both concern tokenizer behavior in v5, but one is about cleanup spacing and the other is a DeepSeek output regression; different bugs." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "One is a dependency-version bump problem, the other is leftover dummy class cleanup; unrelated issues." + "reason": "One is a dependency version bump, the other is cleanup of leftover dummy classes; unrelated changes." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Different tokenizer/output regressions: clean-up text handling vs Pegasus model output differences across v4/v5." + "reason": "Both mention v5 output changes, but they affect different models and code paths." }, { "left": "issue:44188", "right": "issue:44964", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a Phi-4 multimodal loading failure." + "reason": "Torch.compile attention divergence and Phi-4 model loading failure are different problems." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Config initialization for Phi4 multimodal and ModelOutput key assignment are separate bugs in different components." + "reason": "Buffer registration/read failure and Deepspeed double optimizer step are unrelated." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Reading a registered buffer and double optimizer stepping with deepspeed are different runtime problems." + "reason": "Config default initialization and ModelOutput key assignment are different code paths." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both touch import surface area, but one is a missing image_utils import and the other is dummy PT class cleanup." + "reason": "Import/export failure from image_utils is not the same as removing dummy PT classes." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TensorFlow backend packaging and a missing image_utils import are not the same bug." + "reason": "Packaging backend omission and a missing image_utils import are different issues." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Python version compatibility and an import export issue are unrelated." + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer config mismatch." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch; different fixes." + "reason": "Python version support regression is unrelated to an import-from-image_utils issue." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4 config defaults and Whisper timestamp decoding are unrelated subsystems." + "reason": "A multimodal config defaulting bug is not the same as Whisper word timestamp decode crashing." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata and deepspeed optimizer stepping do not describe the same defect." + "reason": "Tokenizer save metadata mismatch and Deepspeed optimizer stepping are unrelated." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "A feature-extractor regression and an auto-docstring crash are unrelated." + "reason": "Feature extractor argument regression and auto-docstring annotation handling are different bugs." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issues and processor.save_pretrained missing files are different problems." + "reason": "FP8 accuracy problems and missing processor save_pretrained files are different failure modes." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is about MoE FP8 saving and the other about missing processor files." + "reason": "Both touch save_pretrained, but one is about MoE FP8 serialization and the other about processor artifacts missing." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Two separate import errors from different packages/modules; not the same underlying change." + "reason": "Both are import errors, but they involve different symbols and likely different dependency breakages." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow reporting on failed jobs and Trainer.compute_loss signature breakage are unrelated training issues." + "reason": "MLflow reporting on failed jobs and Trainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update after sync_gpus and Kosmos2.5 OCR index errors are different code paths." + "reason": "Generation kwargs update behavior and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow run reporting and a model-loading regression are different issues." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure and flash-attention generation issues are distinct model/runtime regressions." + "reason": "Tokenizer loading regression and flash-attention generation issues are not the same bug." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "MLFlow job-state reporting and Llama 3.2 Vision model loading are unrelated." + "reason": "A save_pretrained FP8 bug and a max_shard_size question are unrelated." }, { "left": "issue:43873", @@ -11713,89 +11682,71 @@ "accept": false, "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different problems." }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 MoE save_pretrained and the 50GB shard-size question are not the same bug." - }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config serialization and Qwen3.5 MoE from_pretrained errors are different issues." + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "ImportError for missing PyTorch and MLFlow reporting after failed jobs are unrelated." + "reason": "Missing PyTorch import support and MLflow job reporting are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "A torch.split return-value issue and a meta-initialization compatibility regression are different model-loading bugs." + "reason": "GlmMoeDsaIndexer split-value behavior and InternVL meta-init incompatibility are different code paths." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting and embedding reinitialization after resize are unrelated." + "reason": "MLflow reporting on failure and output embedding reinitialization are unrelated." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "API request rejection at /v1/chat/completions and Gemma4Processor missing _tokenizer are distinct failures." + "reason": "Both mention the DSA indexer, but one is about torch.split return handling and the other about a missing ReLU; not the same bug." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "The DSA indexer split-values bug and the DSA indexer ReLU discussion are not the same concrete defect." + "reason": "Chat completions request acceptance and Gemma4Processor missing _tokenizer are different failures." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A wrong docstring and a RoPE implementation discussion are not the same bug/change." + "reason": "Wrong docstring and GLM-5 RoPE implementation are not the same underlying issue." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Qwen2_5_VLProcessor batched chat-template crash and an auto-docstring AttributeError are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Phi4 multimodal config defaults and junk-filled non-persistent buffers are different regression classes." + "reason": "Batched chat-template crash and future-annotations auto-docstring crash are unrelated." }, { "left": "issue:44295", - "right": "issue:44623", + "right": "issue:45092", "accept": false, - "reason": "Position_ids buffer access and missing processor save files are unrelated." + "reason": "Reading a registered buffer and remote-code meta initialization incompatibility are different problems." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision and old InternVL2 meta-init incompatibility are separate model issues." + "reason": "Both are version-related model regressions, but they affect different models and different save/load paths." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading in v5 and Gemma eos_token_id inconsistency are different tokenizer/model config problems." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Meta-initialization incompatibility and Qwen3.5 visual-encoder save_pretrained keys are unrelated regressions." + "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different issues." } ] }, @@ -11814,8 +11765,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -11869,16 +11820,16 @@ ], "soft_pairs": [ "issue:30990|issue:38175", - "issue:43479|issue:44913", "issue:41628|issue:43824", - "issue:22355|issue:28282", + "issue:43479|issue:44913", "issue:42886|issue:42994", "issue:39401|issue:44568", "issue:42831|issue:45310", + "issue:22355|issue:28282", "issue:44263|issue:44373", "issue:44945|issue:45753", - "issue:42757|issue:45278", "issue:42831|issue:44038", + "issue:42757|issue:45278", "issue:43576|issue:43784", "issue:42886|issue:43066", "issue:43232|issue:45593", @@ -11892,27 +11843,27 @@ "issue:44295|issue:44297", "issue:43232|issue:45245", "issue:43723|issue:44442", + "issue:43784|issue:45600", "issue:43723|issue:44779", "issue:41628|issue:45278", - "issue:43784|issue:45600", "issue:42907|issue:43937", - "issue:43408|issue:43475", - "issue:44261|issue:44373" + "issue:44261|issue:44373", + "issue:43408|issue:43475" ], - "prepared_review_unit_hash": "fe2aeea8e52727ac6501246d09db897accf360a5a4009cdefb296ffb7fb87204", + "prepared_review_unit_hash": "eede6dedc36343b6f3259edee00d5993b2cae0dc09d904cba39772aa2ea941a3", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35653, + "serialized_chars": 35654, "estimated_input_tokens": 8914, "estimated_eval_tokens": 18084 }, @@ -11921,192 +11872,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose cluster of mostly unrelated Transformers bugs: tokenizer/import regressions, model-specific config issues, generation bugs, and save/load failures. There is no strong duplicate pair; most soft edges are only superficially similar (same subsystem or same error class) but not the same underlying defect.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('Many import errors after update from 4.57.0 to 5.5.0') and best matches the cluster\u2019s dominant theme of import/load regressions.", + "summary": "These items are mostly separate bug reports with only broad thematic overlap (imports, tokenization, config, generation, quantization). None of the soft pairs look like true duplicates of the same concrete bug/change. If one issue has to represent the set, 45278 is the broadest umbrella, but the cluster is too heterogeneous for a strong canonical duplicate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest representative because it covers multiple import regressions after the 4.57.0\u21925.5.0 upgrade, but it is only a coarse umbrella and not a clean duplicate of the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global representative because it is recent, open, and broad enough to cover multiple import-related symptoms, even though the overall cluster is heterogeneous.", + "best_issue_reason": "issue:45278 is the best single representative for the cluster\u2019s loose import-regression theme, though the underlying reports remain largely distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Different bugs: one is Sentence Transformers hanging during load, the other is a zero-probability inference issue for a specific SigLIP2 model." - }, - { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Both are config-related, but they affect different model classes and different fields; no sign of the same underlying bug." + "reason": "Sentence-Transformers loading hang vs. SigLIP2 zero-probability output; different symptoms and codepaths." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols and likely different export paths/regressions." + "reason": "Missing AutoImageProcessor import vs. missing Qwen2_5_VLForConditionalGeneration import; different symbols and failures." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Unrelated missing-module vs missing-dependency errors: transformers.onnx is a module import issue, while AutoModel/PyTorch is an environment dependency issue." + "reason": "Phi4Multimodal default config initialization vs. GPTNeoX rotary_pct reload behavior; unrelated config bugs." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different code paths and failure modes." + "reason": "Offline tokenizer cache loading vs. quantized model saving failure; not the same bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors (offset mapping vs special-token insertion)." + "reason": "Wrong offset_mapping vs. add_special_tokens not adding BOS/EOS; different tokenizer behaviors." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Accuracy degradation in FineGrainedFP8 is not the same defect as a Qwen3.5 MoE from_pretrained error." + "reason": "FineGrainedFP8 accuracy issue vs. Qwen3.5 MoE from_pretrained error; different problems." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "transformers.onnx module missing vs. PyTorch dependency import error; different import failures." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "One is a runtime tensor-splitting bug; the other is a docstring-only issue." + "reason": "torch.split return value issue vs. wrong docstring; one is a code bug, the other documentation." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Different generation failures: pipeline-parallel output corruption vs an infinite loop on a specific image/model scenario." + "reason": "Pipeline-parallelism output bug vs. Qwen3_5 image-specific infinite loop; unrelated inference failures." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Related to imports, but one is a specific missing hub symbol while the other is a broad multi-import regression; not enough evidence of the same bug." + "reason": "FineGrainedFP8 accuracy regression vs. Qwen3-VL-Moe bug; different model/codepaths." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Accuracy issue and model-loading bug are unrelated." + "reason": "Specific huggingface_hub API import error vs. broad set of import errors after upgrade; overlap is too vague for a duplicate." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken CLI environment command is unrelated to a NameError while importing sentence-transformers." + "reason": "Broken transformers env CLI vs. sentence-transformers import NameError; unrelated failure modes." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Tokenizer cache offline loading is unrelated to tokenizer decoder-type metadata in v5." + "reason": "Offline cache loading issue vs. wrong tokenizer decoder type in v5; not the same underlying bug." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation state-update bug and D-FINE auxiliary-loss bug are different subsystems and symptoms." + "reason": "Generation after sync_gpus issue vs. D-FINE auxiliary-loss handling; unrelated features." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration warning/behavior issue is unrelated to a torch.split return-value bug." + "reason": "TF32 settings warning vs. torch.split return values; no shared bug." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific architecture bugs: RoPE-layer dropping vs a tied-weights warning involving Qwen3-Next." + "reason": "Smollm3 RoPE layer count mismatch vs. Qwen3-Next tied-weights warning; different models and defects." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping fallback bug and AutoProcessor kwargs forwarding bug are different loading-path issues." + "reason": "TOKENIZER_MAPPING_NAMES None in from_pretrained vs. AutoProcessor kwargs forwarding; different loading paths." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang and MacOS bus error are different failure modes on different models." + "reason": "Loading hang vs. MacOS bus error; distinct runtime failures." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized/dequantized model saving failure is unrelated to incorrect generation output under pipeline parallelism." + "reason": "Saving dequantized models vs. incorrect pipeline-parallel output; unrelated codepaths." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor file lookup/kwargs handling is unrelated to chat-template crashes with tool-call assistant messages." + "reason": "AutoProcessor kwargs passthrough vs. chat template crash with tool calls; different APIs and bugs." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer behavior changes and processor chat-template batching crashes are different bugs." + "reason": "General v4\u2192v5 tokenization change vs. Qwen2_5_VL chat template batched crash; not the same issue." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Position_ids buffer access and tokenizer_class metadata mismatch are unrelated serialization/runtime issues." + "reason": "position_ids buffer read error vs. tokenizer_class mismatch on save_pretrained; different serialization issues." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation kwargs handling and category cardinality limits are unrelated." + "reason": "Generation update bug vs. category-count limit runtime error; unrelated." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Both concern AutoTokenizer loading, but one is a broad v5 regression and the other is a model-specific tokenizer failure; not clearly the same bug." + "reason": "Generic AutoTokenizer loading regression vs. failure for a specific tokenizer class; not enough evidence of the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "sentence-transformers import NameError vs. Sam3LiteText config references breaking CI; unrelated." }, { "left": "issue:43723", "right": "issue:44779", "accept": false, - "reason": "Tokenizer loading failure and incorrect tokenization results are related only at a high level, not the same concrete defect." + "reason": "Tokenizer loading issue vs. wrong Deepseek tokenization output; different failure classes." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but the specific missing AutoImageProcessor symbol is not enough to treat it as the same underlying issue as the broad import-error report." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Importing sentence-transformers with a NameError is unrelated to a CI break from stale auto_mappings references." + "reason": "Specific AutoImageProcessor import error vs. broad import-error umbrella; too general to treat as one duplicate bug." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Quantized-model saving and invalid GenerationConfig are different bug classes." + "reason": "Quantized model saving failure vs. invalid GenerationConfig in GLM-5; unrelated." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "A model-type warning during instantiation is not the same as a missing attribute error in SAM 3 Video." + "reason": "MLA precision/config issue vs. docstring typo; clearly not duplicates." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Precision/config discussion about rms_norm_eps is unrelated to a docstring issue for position_ids." + "reason": "SAM3 model-type warning vs. missing fpn_position_embeddings attribute; related area but different concrete bugs." } ] }, @@ -12125,8 +12076,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -12188,8 +12139,8 @@ "issue:43122|issue:44779", "issue:44038|issue:44297", "issue:42907|issue:43452", - "issue:39401|issue:44488", "issue:44038|issue:44295", + "issue:39401|issue:44488", "issue:43824|issue:44351", "issue:36296|issue:43116", "issue:44038|issue:44222", @@ -12215,14 +12166,14 @@ "issue:43116|issue:43493", "issue:43937|issue:45563" ], - "prepared_review_unit_hash": "cd7ac97c73b62507b4b1eb888a426dd84fc8609ba3149eee6769dd643da71ebc", + "prepared_review_unit_hash": "8c6fe6ef11874691f36e3691ed0a24f388a3072f71ed64d1aa429cd311d82105", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, @@ -12237,216 +12188,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: most items are unrelated Transformers bugs spanning tokenization, model loading, export/save paths, attention kernels, and trainer behavior. None of the soft-similarity pairs are safe duplicates, and there are no PRs to choose from.", - "confidence": 0.79, - "canonical_issue_reason": "No single issue is a clear canonical for the whole set; the items span many unrelated bug classes, so collapsing them into one duplicate cluster would be unsafe.", + "summary": "The items are mostly unrelated standalone bugs. The soft pairs share broad keywords (tokenizer, save_pretrained, Qwen/GLM, etc.) but do not describe the same concrete defect or fix path, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report in the set and one of the few nodes that plausibly sits near several tokenizer-related soft hits, making it the best single anchor if a canonical issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must stand in for the mixed set, issue 43122 is the broadest regression-style report, but it still only represents a narrow tokenizer subset and does not unify the other topics.", + "best_issue_reason": "Despite the weak cohesion of the cluster, issue:43122 is the most reusable representative because it captures the shared tokenizer-regression theme more generically than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA/ReLU discussion and GLM-5 RoPE implementation are unrelated model-internal issues." + "reason": "Different subsystems and failures: DSA/ReLU discussion vs GLM-5 RoPE implementation." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer regression vs multimodal assistant_mask bug; different code paths and symptoms." + "reason": "Both mention tokenization-adjacent behavior, but one is a version-to-version tokenizer regression and the other is a multimodal chat-template assistant_mask bug." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 degenerate training are distinct bugs." + "reason": "Qwen3.5 num_labels propagation and FlashAttention-3 training degeneration are different code paths and symptoms." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label output issue vs Gemma 4 token-type defaulting; not the same problem." + "reason": "Example-script multi-label output issue vs Gemma 4 mm_token_type_ids defaulting problem; not the same bug." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are unrelated." + "reason": "Clarified error messaging in layoutlmv3 is unrelated to Sentence Transformers hanging on load." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is not the same as loading Phi-4 multimodal instruct." + "reason": "Dequantized save failure for Ministral/Devstral is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer behavior in v5, but they are different model-specific regressions." + "reason": "Both are tokenizer regressions, but they describe different model-specific behavior and no shared concrete failing path is evident." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe load/runtime bug and tokenizer_class save metadata mismatch are different issues." + "reason": "A Qwen3-VL-Moe load/runtime issue is unrelated to tokenizer_class metadata written by save_pretrained." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Different failure modes: dequantized save_pretrained vs gguf_file breaking from_pretrained." + "reason": "Saving dequantized models and loading via gguf_file are different code paths and failure modes." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Qwen3 offset_mapping bug and sleng-bert load failure are unrelated." + "reason": "Qwen3-VL-Moe failure and position_ids buffer access error are distinct bugs." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer access error are unrelated." + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to failing to load a specific model." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules." + "reason": "Both are import errors, but they concern different missing symbols from different packages." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and example-script classification output bug are unrelated." + "reason": "Tensor-parallel training bug and empty multi-label example output are unrelated." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both touch Moe models, but one is a load/runtime regression and the other is FP8 save_pretrained behavior." + "reason": "Qwen3-VL-Moe loading/version problem is not the same as FP8 save_pretrained for MoE." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset_mapping regression and multimodal chat-template assistant masks are different tokenizer features." + "reason": "Wrong tokenizer offset_mapping and zero assistant_masks are separate tokenizer-related bugs." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained corruption and the other is from_pretrained failure." + "reason": "One is a save_pretrained regression and the other is a from_pretrained regression; related model family, but not the same concrete failure." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different import/export regressions from different packages and symbols." + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are different import/export issues." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Tokenizer decoder-type regression and Deepseek tokenization regression are not the same concrete bug." + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenization regression are different tokenizer-path problems." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx import and extra-space tokenization are unrelated." + "reason": "ONNX module import failure is unrelated to added-token spacing behavior." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both involve saving models, but the model families and serialization failures differ." + "reason": "Both involve saving models, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE saving." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer regression vs Qwen3.5 flash-attention generation bug; different path and symptom." + "reason": "Tokenizer regression and flash-attention generation failure are unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5Encoder weight-loading and AutoProcessor cached_file kwargs are unrelated from_pretrained issues." + "reason": "Missing embed_tokens.weight in UMT5Encoder is not the same as AutoProcessor dropping kwargs to cached_file." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." + "reason": "sentence-transformers import NameError and flex_attention PyTorch version check are unrelated import/version bugs." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are unrelated." + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation concern different failure modes." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated model-specific bugs." + "reason": "Broken vitpose model imports and Ministral flash-attention failure do not share a concrete code path." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior setting guidance and missing image-patch API are unrelated." + "reason": "TF32 API guidance and missing get_number_of_image_patches are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version incompatibility and flex_attention import version check are different compatibility bugs." + "reason": "Python version compatibility and a torch-import version check are different compatibility problems." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 discrepancy and Qwen3_5 infinite loop on one image are unrelated." + "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 image-specific infinite loop are distinct bugs." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 infinite loop are unrelated." + "reason": "FP8 accuracy degradation is unrelated to an image-triggered generation loop." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD argument handling and train/evaluate lifecycle failure are unrelated trainer/optimizer bugs." + "reason": "SGD arguments being ignored and trainer.evaluate failing after training are separate training issues." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model families and different from_pretrained failures; not the same bug." + "reason": "Different Qwen3 family variants and different failure surfaces; not the same concrete bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script classification behavior and pipeline translation error messaging are unrelated." + "reason": "Example-script classification output bug is unrelated to the pipeline translation-task warning message." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label example output bug and SigLIP2 implementation discrepancy are unrelated." + "reason": "Multi-label classification output issue and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and stale num_return_sequences warning are unrelated generate-path issues." + "reason": "GenerationConfig validation failure is unrelated to a stale warning in paged generate()." } ] }, @@ -12465,8 +12416,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -12523,12 +12474,12 @@ "issue:43064|issue:43673", "issue:45083|issue:45446", "issue:38617|issue:45278", - "issue:39401|issue:44779", "issue:33453|issue:39401", - "issue:44117|issue:45588", + "issue:39401|issue:44779", "issue:22355|issue:29127", - "issue:43381|issue:44945", + "issue:44117|issue:45588", "issue:43827|issue:45446", + "issue:43381|issue:44945", "issue:43937|issue:44977", "issue:45405|issue:45446", "issue:43450|issue:43986", @@ -12539,219 +12490,219 @@ "issue:44410|issue:45310", "issue:44829|issue:45216", "issue:44291|issue:45071", - "issue:42222|issue:45542", "issue:44484|issue:45310", + "issue:42222|issue:45542", + "issue:43408|issue:43742", "issue:43937|issue:44496", "issue:42175|issue:42222", - "issue:43408|issue:43742", "issue:44483|issue:45464", "issue:44075|issue:45656", "issue:44964|issue:45278", "issue:43012|issue:43577", "issue:43066|issue:43122" ], - "prepared_review_unit_hash": "2724faf083c36c37dfebc72192d733073918af088bbbf921c89cdf7902c03e8d", + "prepared_review_unit_hash": "7a700f14098d723ef94248f3f0db46bd35dba2d2640c4192995fc39e36ecebbf", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36357, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues. A few share broad themes like tokenization, import regressions, or dtype/backend problems, but none of the soft pairs look like the same underlying bug or change. No PRs are present.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "The cluster is a collection of unrelated Transformers issues with some title-level similarity, but none of the soft edges look like true duplicates. I rejected all pairings and found no safe canonical issue/PR representative.", + "confidence": 0.88, + "canonical_issue_reason": "No canonical issue: the items span many different bug classes and model-specific regressions, so none is a reliable duplicate target for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after upgrading 4.57.0 -> 5.5.0), so it is the most plausible central tracker, though it still does not match most other items as a duplicate.", + "best_issue_reason": "No best issue: there is no single issue that meaningfully represents the cluster, since the candidates are about distinct subsystems, models, and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Different failures: FSDP2/PEFT optimizer-state corruption vs GenerationMixin cache missing during chunked prefill." + "reason": "Different code paths: distributed training optimizer-state corruption vs generation cache missing in chunked prefill." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Different code paths: qwen3_omni_moe helper behavior vs flex_attention import/version check." + "reason": "Unrelated bugs: qwen3_omni_moe feature behavior vs a flex_attention PyTorch version check." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "One is a specific missing symbol import; the other is a broad collection of import errors after upgrade." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer bugs, but for different models and different symptoms: offset_mapping vs incorrect tokenization output." + "reason": "One is a specific missing import symbol; the other is a broad report of many import errors after upgrade." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and wrong offset mapping are distinct failures with different affected code paths." + "reason": "Tokenizer regression vs wrong offset_mapping for Qwen3; related domain but different concrete failures." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to a flash_attention crash on s_aux=None." + "reason": "Different model-specific tokenizer bugs: offset_mapping error vs incorrect DeepSeek tokenization." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Missing transformers.onnx import and layoutlmv3 error-message clarity are unrelated issues." + "reason": "Completely different problems: missing transformers.onnx module vs a LayoutLMv3 error message issue." }, { - "left": "issue:43381", - "right": "issue:44945", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Gradient checkpointing in eval mode and incorrect output under pipeline parallelism are different bugs." + "reason": "Tokenizer mapping lookup failure vs flash_attention crash on s_aux=None; not the same bug." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version check bug are not the same change or bug." + "reason": "Docs referencing removed pipeline() vs an attention version-check bug; no shared code-path defect." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and pipeline parallelism output errors are distinct failures." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation failure and Qwen3.5 flash-attention generation issues are different problems." + "reason": "Different model regressions: invalid GenerationConfig for GLM-5 vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT dependency version bump and flex_attention import gating are unrelated." + "reason": "PEFT dependency version mismatch is unrelated to the flex_attention import/version-check problem." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug and missing-torchvision processor crash are different layers of the video stack." + "reason": "Video batch shape handling vs AutoProcessor crash without torchvision; different root causes." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded dataloaders is unrelated to bfloat16 dtype mismatches in inference." + "reason": "VRAM leak in Qwen3ForCausalLM multithreaded loading vs dtype mismatch in CI; unrelated." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling and _patch_mistral_regex backend_tokenizer crash are separate tokenizer bugs." + "reason": "Both are tokenizer loading issues, but one is mapping lookup and the other is a Mistral regex patch crash." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing names and different failure causes." + "reason": "Different missing-import regressions for different symbols/modules, not one underlying bug." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Wrong offset mapping and runtime post-processor update behavior are different tokenizer features and bugs." + "reason": "Offset mapping bug and runtime post-processor update behavior are separate tokenizer issues." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing attention projections in qwen3next and Qwen3.5 from_pretrained errors are distinct model-loading/model-definition issues." + "reason": "Missing projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained error; not the same defect." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpoint contents are unrelated behaviors." + "reason": "Degenerate training with flash_attention_3 is unrelated to a wrong saved checkpoint from save_pretrained()." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights argument mismatch and PretrainedConfig type checking regression are different API breakages." + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights vs PretrainedConfig type checking; different failures." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about max_shard_size is not the same as a Qwen3.5 MoE loading error." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Broken vitpose models and missing TensorFlow backend with tensorboard-only install are unrelated." + "reason": "VitPose model breakage and TensorBoard-without-TF backend errors are unrelated." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "A question about max_shard_size is not the same as a Qwen3.5-Moe from_pretrained failure." + "reason": "Model-type warning for sam3_tracker vs key error loading MobileLLM-125M; different issues." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model config are different config-loading errors." + "reason": "Two different model loading problems: invalid generation config vs unrecognized model/config missing model_type." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow not included in a torch-only install and broken vitpose models are unrelated." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "sam3_video/sam3_tracker warning and MobileLLM key error are different model-loading problems." + "reason": "Dependency installation/backends issue vs broken VitPose models; no shared underlying bug." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both involve chat/completions, but one is a general API rejection and the other is a Qwen3.5 streaming inference failure." + "reason": "Both mention chat/completions, but one is a critical API request rejection and the other is streaming inference failure on a specific model." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args ignored and optimizer.step() called twice under deepspeed are different optimizer bugs." + "reason": "Optimizer args being ignored is different from optimizer.step() being called twice under deepspeed." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "Phi-4 multimodal load failure is not the same bug as a broad upgrade-wide import error regression." + "reason": "Specific Phi-4 multimodal loading failure vs a general report of many import errors after upgrade." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A bfloat16 compile warning and Blip2 dtype staying float32 are distinct dtype-handling issues." + "reason": "Both involve dtype/precision, but one is a compile-time bf16 warning and the other is incorrect model dtype after loading Blip2." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong tokenizer decoder type and changed tokenization output across versions are related broadly, but not the same concrete bug." + "reason": "Tokenizer decoder type mismatch and changed tokenization output are related to v5, but not clearly the same concrete bug." } ] }, @@ -12770,8 +12721,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -12830,14 +12781,14 @@ "issue:43874|issue:44261", "issue:44410|issue:45478", "issue:44484|issue:45478", - "issue:42222|issue:45459", "issue:43097|issue:44493", "issue:44263|issue:44485", + "issue:42222|issue:45459", "issue:43012|issue:43408", "issue:43441|issue:44829", "issue:41628|issue:45071", - "issue:45071|issue:45542", "issue:42371|issue:42831", + "issue:45071|issue:45542", "issue:42673|issue:44977", "issue:42673|issue:43906", "issue:43931|issue:44038", @@ -12845,274 +12796,268 @@ "issue:43097|issue:43452", "issue:43335|issue:45071", "issue:43976|issue:44945", - "issue:43986|issue:44484", "issue:43408|issue:44368", "issue:43874|issue:44263", + "issue:43986|issue:44484", "issue:44829|issue:45245", "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:44410|issue:45375", "issue:38617|issue:44351", - "issue:44704|issue:45103", "issue:43097|issue:45588", "issue:44062|issue:44117", "issue:44038|issue:44410", "issue:42673|issue:43577", "issue:44964|issue:45071", + "issue:44704|issue:45103", "issue:43931|issue:44410", "issue:44261|issue:44485", "issue:44964|issue:45341" ], - "prepared_review_unit_hash": "75b45e90a60991d0555d8bc0cc7300d291b1ccc62fe0d0ea1ccda5d34eeb0b21", + "prepared_review_unit_hash": "5e824c0973ecd4ad487ffcae8f23bc9e844b2d8ba868bd6ebdfb81c4c5449f5e", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38778, - "estimated_input_tokens": 9695, - "estimated_eval_tokens": 19646 + "serialized_chars": 38783, + "estimated_input_tokens": 9696, + "estimated_eval_tokens": 19648 }, "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 and regressions. The soft-similarity links are generally superficial, sharing only broad terms like import errors, Qwen/GLM model names, or flash-attention, but not the same concrete failure mode or code path.", - "confidence": 0.85, - "canonical_issue_reason": "No single true duplicate stands out; issue 45478 is the best representative because it is a concrete, reproducible v5.4.0 regression with a specific model and loading path.", + "summary": "These soft pairs are mostly thematic, not true duplicates: import errors, model-specific bugs, precision warnings, and trainer/config regressions are distinct code paths. No PRs are present. If a single issue must represent the cluster, 44261 is the best fit because it is a concrete, well-scoped numerical bug with multiple nearby soft links.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44261 is the most substantive and central of the provided issues, with the most soft links and a narrowly described precision/numerics bug; it is a better representative than the more generic import/error reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45478 is the strongest global representative: it names the affected version, model family, and failure surface clearly, making it the most actionable anchor for the cluster.", + "best_issue_reason": "issue:44261 is the best representative issue overall: it is concrete, reproducible, and closest to multiple adjacent precision-related reports, even though the cluster is not truly duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API/settings warning vs. MLA q_a_layernorm precision bug; different root causes." + "reason": "TF32 backend-setting discussion and MLA rms_norm_eps precision bug are different features and failure modes." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation vs. audio feature extraction issue; unrelated modules." + "reason": "Two unrelated errors in different code paths: an import error vs an audio feature extraction issue." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch method in GLM46V processor vs. RMS norm epsilon precision issue; different defects." + "reason": "Missing image-patch method in a vision processor is unrelated to the MLA layernorm precision/config problem." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing projections in qwen3next layer 0 vs. Qwen3.5 MoE from_pretrained failure; different model/code paths." + "reason": "Different Qwen model families and different failures; not the same concrete bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size question vs. model loading regression; not the same bug." - }, - { - "left": "issue:42222", - "right": "issue:45459", - "accept": false, - "reason": "VitPose breakage vs. protobuf-hidden tokenizer errors; unrelated failures." + "reason": "Save-pretrained shard sizing is unrelated to Qwen3.5 MoE from_pretrained loading failures." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings API vs. unexpected position-id key warnings; only loosely related to configs." + "reason": "One is an embeddings-API removal issue; the other is a position-id warning. Different regressions." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior vs. GLM-5 RoPE implementation; different code paths." + "reason": "Torch split/indexing behavior and GLM-5 RoPE math are different bugs, not one shared code-path issue." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and tokenizer protobuf error masking are unrelated subsystems." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "bfloat16 compilation warning vs. sam3 model-type warning; different symptoms." + "reason": "A PyTorch bfloat16 warning and a SAM3 model-type warning are not the same bug." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention load failure on Ministral-3 vs. degenerate training with flash_attention_3; not the same issue." + "reason": "Both mention flash attention, but they affect different models and symptoms, so they are not mergeable as one PR/bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import error vs. PretrainedConfig type-checking regression; unrelated." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are unrelated." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Config type-checking breakage vs. missing TensorFlow backend error; different areas." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy problems are distinct precision topics, not the same bug." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "TF32 behavior settings vs. FineGrainedFP8 accuracy issue; both precision-related but distinct." + "reason": "Type-checking regression and undefined tf backend error are unrelated failure modes." }, { "left": "issue:42673", "right": "issue:44977", "accept": false, - "reason": "VRAM leak in dataloader threads vs. Qwen3.5 flash-attention generation bug; different failures." + "reason": "VRAM leakage in dataloader threads and flash-attention generation failure are different Qwen3 issues." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak report vs. isolated reproduction of another issue; not the same bug." + "reason": "No evidence these describe the same underlying bug; one is a memory leak, the other a reproduction of a different issue." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch vs. Qwen3-VL-Moe bug; same family, different defect." + "reason": "Both involve Qwen3-VL, but one is a weight-shape mismatch and the other is a model-loading bug for a different variant." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling vs. physical-intelligence/fast load failure; unrelated code paths." + "reason": "Tokenizer mapping returning None and a physical-intelligence/fast load failure are not the same code-path problem." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings API vs. gguf_file load breakage; different loading problems." + "reason": "Embeddings/tie-weights removal and gguf_file loading errors are unrelated." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs. PretrainedConfig type-checking regression; unrelated." + "reason": "SwitchTransformers sparse-layer config bug and PreTrainedConfig type checking are different areas." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility break vs. pipeline parallelism output corruption; different issues." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "AutoProcessor crash without torchvision vs. shard-size question; no overlap in defect." + "reason": "Python-version compatibility and pipeline-parallel output corruption are unrelated issues." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "sam3 model-type warning vs. tie_word_embeddings warning in Qwen3.5 LoRA; different configs/models." + "reason": "A model-type mismatch warning and a tie_word_embeddings warning are different config warnings." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing image-patch helper vs. torch.split return-value issue; only both are GLM-adjacent." + "reason": "Vision-processor API omission and torch.split return handling are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor torchvision dependency crash is unrelated to save_pretrained shard sizing." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "FlashAttention training collapse vs. category-count ceiling error; unrelated." + "reason": "Flash-attention training degradation and category-count limit are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different missing names/modules; not duplicates." + "reason": "Different import errors from different symbols; same symptom class, but not the same bug." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2+PEFT optimizer-state bug vs. Liger Kernel not applied with model_init; distinct training stack problems." + "reason": "Wrong optimizer-state handling in FSDP2/PEFT and Liger Kernel application with model_init are different training bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "qwen3next missing projections vs. missing deepstack_visual_indexes field; different model configs." + "reason": "Missing qkv/gate projections and a missing config field in vision MoE are not the same issue." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "layer_type_validation import error vs. HybridCache import error; separate missing symbols." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "AutoProcessor kwargs forwarding bug vs. auto_docstring future-annotations crash; different subsystems." + "reason": "ImportError for layer_type_validation and HybridCache are separate missing-symbol regressions." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "tie_embeddings API removal vs. flash_attention sink-less-model AttributeError; unrelated." + "reason": "Embeddings tie-weights API removal and flash_attention.py s_aux handling are unrelated." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken special-arg TypeError vs. tokenizer-mapping None handling; different tokenizer bugs." + "reason": "Tokenizer AddedToken construction error and tokenizer-mapping None handling are different tokenizer bugs." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe bug vs. qwen3next missing projections; same broad family only, not same defect." + "reason": "Qwen3-VL-Moe loading/bug and qwen3next missing projections are different model implementations and failure modes." }, { "left": "issue:42673", "right": "issue:43577", "accept": false, - "reason": "VRAM leak in threaded dataloading vs. Blip2 dtype staying float32; unrelated." + "reason": "Memory leak in Qwen3ForCausalLM and Blip2 dtype propagation are unrelated." }, { "left": "issue:44964", "right": "issue:45071", "accept": false, - "reason": "Phi-4 multimodal load failure vs. PretrainedConfig typing regression; different problems." + "reason": "Phi-4 multimodal loading failure and PreTrainedConfig type-checking regression are not the same code-path issue." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Qwen3-VL-30B shape mismatch vs. qwen3next layer-0 projection omission; distinct model-loading failures." + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are unrelated." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "RMS norm epsilon precision bug vs. GLM-5 RoPE implementation; different code paths." + "reason": "Layernorm epsilon precision in MLA and GLM-5 RoPE implementation are different numerical bugs." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Model loading failure vs. a testing_utils bug; unrelated." + "reason": "Model loading failure and a testing_utils bug are unrelated." } ] }, @@ -13194,8 +13139,8 @@ "issue:45341|issue:45561", "issue:43986|issue:45372", "issue:43097|issue:43901", - "issue:43986|issue:45341", "issue:42617|issue:45341", + "issue:43986|issue:45341", "issue:43825|issue:44655", "issue:45341|issue:45588", "issue:43992|issue:44484", @@ -13210,255 +13155,255 @@ "issue:43012|issue:44683", "issue:42757|issue:43824", "issue:38617|issue:43502", + "issue:44038|issue:44230", "issue:44483|issue:45290", "issue:43618|issue:43761", - "issue:44038|issue:44230", - "issue:43299|issue:43867", "issue:43064|issue:44380", + "issue:43299|issue:43867", "issue:44483|issue:45381", "issue:43901|issue:44655", "issue:36683|issue:43475", "issue:43867|issue:45216", "issue:42994|issue:44655" ], - "prepared_review_unit_hash": "e527c17d9643afcb7aa4aa57ff8fe8832b904d9c122bb88f421bb4769e230c6e", + "prepared_review_unit_hash": "ba1a159d1039fa4457baaca0dcba78c36971ee3b1874dcd87d0a962b88881b7f", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 35, - "serialized_chars": 37412, - "estimated_input_tokens": 9353, - "estimated_eval_tokens": 18962 + "serialized_chars": 37417, + "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 heterogeneous: the soft pairs span unrelated import errors, saving/loading regressions, chat-template issues, testing-utils bugs, and model-specific training/inference problems. I found no pair that clearly shares the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No true duplicate hub stands out because the set is mixed; if a placeholder canonical is needed, issue 43986 is the most representative concrete bug report (clear repro, actionable loading failure, some discussion).", + "summary": "This cluster is mostly a set of unrelated Transformers issues that only share high-level themes like imports, loading, saving, quantization, and v5 regressions. I don\u2019t see any soft pair that is clearly the same underlying bug or change.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43873 is the best umbrella candidate: it is open, has substantial discussion/inbound references, and describes a broad quantization/offloading failure mode that can plausibly collect related reports better than the more narrow, model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43986 is the strongest representative by specificity and diagnosability, but it should be treated as a standalone report rather than a duplicate target for the rest.", + "best_issue_reason": "issue:43873 is the strongest global issue choice because it is active, broadly phrased, and sits in a recurring failure area (quantization/offloading) that could absorb adjacent reports if a canonical issue is needed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Different failures: local_files_only/network behavior vs missing embed_tokens weight during UMT5 loading." + "reason": "Both involve loading/saving behavior, but one is local_files_only network leakage and the other is a missing weight during UMT5 loading; different code paths and fixes." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "AutoProcessor video-model crash without torchvision is unrelated to tokenizer mapping returning None." + "reason": "Different failures: video AutoProcessor setup without torchvision vs tokenizer mapping returning None during from_pretrained." }, { "left": "issue:45341", "right": "issue:45859", "accept": false, - "reason": "Testing-utils bug vs Qwen3_5Moe CPU-offload incompatibility are unrelated code paths." + "reason": "Testing-utils bug versus Qwen3_5Moe CPU-offload incompatibility; unrelated subsystems and symptoms." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed tie_embeddings API and quantization offloading behavior are different issues." + "reason": "One is an API removal/documentation issue, the other is a quantization/offloading runtime bug; not the same underlying problem." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type is not the same as a reproduction of an older separate issue." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of a different issue are not enough to establish the same concrete bug." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Video-model loading without torchvision is unrelated to batched chat-template tokenization crashes." + "reason": "Both touch multimodal/chat processing, but they fail in different places and with different preconditions." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Same file area, but one is a generic testing_utils bug and the other is an xdist race on captured_info.txt." + "reason": "A test utility bug and an xdist file-race are related only by testing infrastructure, not the same defect." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision for video models is unrelated to ReasoningEffort import failure breaking Gemma 4 loading." + "reason": "Different missing dependency/import problems in different processor/model-loading paths." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "API removal and documentation mismatch about return_all_scores are not the same bug." + "reason": "Removed embedding-tie API versus stale docs about return_all_scores; separate issue classes." }, { - "left": "issue:43986", + "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Video processor loading and a testing_utils bug do not share the same underlying cause." + "reason": "A script execution problem and a testing-utils bug are unrelated beyond being bugs in the repo." }, { - "left": "issue:42617", + "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py failure is unrelated to the testing_utils.py bug." + "reason": "Video processor import/setup failure versus testing-utils behavior; no shared code path." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task-support messaging and save_pretrained pipeline serialization are different problems." + "reason": "Pipeline task messaging and pipeline save_pretrained are distinct issues affecting different APIs." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Testing-utils issue and flash_attention sink-less crash are unrelated." + "reason": "Testing utilities and flash_attention sink handling are separate code paths with different failure modes." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Model weight loading and max_shard_size default behavior are not the same issue." + "reason": "Missing embed_tokens weight during load is unrelated to the max_shard_size default question in save_pretrained." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A warning about bfloat16 precision is unrelated to a compile-time SDPA failure in Bamba." + "reason": "Precision warning during compile and Bamba SDPA compile failure are different runtime behaviors." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers are unrelated to Bamba SDPA torch.compile failures." + "reason": "xLSTM training bugs versus Bamba torch.compile+SDPA failure; not the same bug." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "PyTorch warning during compile and a tie_word_embeddings warning in Qwen fine-tuning are different symptoms." + "reason": "Both mention warnings/config, but one is a PyTorch precision warning and the other is an embedding-tying warning in a different model family." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading regression is unrelated to gradient checkpointing in eval mode." + "reason": "Offline cache loading and gradient-checkpointing-in-eval are unrelated." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Quantized model save failure is unrelated to a Qwen3_5 infinite-loop generation bug." + "reason": "Saving dequantized models and an infinite-generation loop on a specific image are different defects." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different save paths with different failures." + "reason": "Model dequantization save failure is not the same as saving Pipeline objects." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "xLSTM training issues versus BeitImageProcessorFast label reduction bug; different components." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions API request rejection is unrelated to apply_chat_template batching crashes." + "reason": "OpenAI-style chat endpoint rejection and Qwen2_5_VLProcessor batching crash are separate request paths." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Different compile-related issues: precision warning vs flex_attention runtime failure on newer torch." + "reason": "Both are compile-related, but one is a bf16 warning and the other is a flex_attention failure on newer torch versions." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different packages and code paths." + "reason": "Both are import errors, but they involve different missing symbols from different modules and different fixes." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Removed configuration_utils symbol import and local_files_only network behavior are unrelated." + "reason": "Missing layer_type_validation import and local_files_only making API requests are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe version breakage and fp8 inference support are not the same concrete bug." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "API request validation and assistant tool-call chat templating are different failures." + "reason": "Different user-facing APIs: chat completions endpoint handling versus apply_chat_template tokenization crash." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Different CLIP v5 regressions: attentions not assigned vs hidden_states missing." + "reason": "Both are CLIP regressions, but one concerns attentions not being assigned and the other hidden_states being None; not the same defect." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "General Qwen3-VL-Moe loading bug and fp8 inference support request are not the same bug." + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading regression and sorted-state_dict load error are different load-path issues." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "Distributed optimizer-state corruption and GPT2 attention scaling config are unrelated." + "reason": "A Qwen3VL-Moe loading regression and a generic state_dict-sorting load error do not look like one underlying bug." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat/completions request handling is unrelated to Qwen2.5-VL video vision_position_ids." + "reason": "Chat-completions API rejection and Qwen2.5-VL video position-id corruption are different paths and symptoms." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for return_all_scores and pipeline serialization failure are unrelated." + "reason": "Documentation drift for return_all_scores does not match a pipeline serialization failure." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM3VisionEncoderOutput missing fpn_position_embeddings are different attribute errors." + "reason": "Gemma3Config missing vocab_size and SAM3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Generic load error with sorted state_dict and Qwen3.5 save_pretrained regression are not the same underlying bug." + "reason": "Generic state_dict sorting load failure and Qwen3.5 save_pretrained regression are distinct save/load bugs." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and inability to save Pipeline objects are different save failures." + "reason": "Quantized model saving failure and saving Pipeline objects are different save_pretrained problems with different object types." } ] }, @@ -13477,8 +13422,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -13532,23 +13477,23 @@ ], "soft_pairs": [ "issue:43352|issue:43937", - "issue:43066|issue:45381", "issue:36010|issue:42757", + "issue:43066|issue:45381", "issue:43756|issue:44485", "issue:44220|issue:44655", "issue:44263|issue:45440", "issue:36683|issue:43525", - "issue:43618|issue:45216", "issue:43906|issue:45753", + "issue:43618|issue:45216", "issue:36683|issue:44242", - "issue:36683|issue:43881", "issue:43299|issue:45753", + "issue:36683|issue:43881", "issue:43352|issue:43976", "issue:43441|issue:44380", "issue:43352|issue:44380", "issue:43992|issue:45310", - "issue:44380|issue:45479", "issue:43867|issue:45375", + "issue:44380|issue:45479", "issue:41669|issue:44246", "issue:43352|issue:45478", "issue:43618|issue:44380", @@ -13566,20 +13511,20 @@ "issue:44077|issue:44380", "issue:43867|issue:44484" ], - "prepared_review_unit_hash": "eb96307c0f8904c7e3d917679a011b40f7f6c099a610a4bb307a75d038d78083", + "prepared_review_unit_hash": "c8fbfbfe3bae75b9fdde37ca4a045a597112123365f40c942155cb6e65e1686b", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 36867, + "serialized_chars": 36866, "estimated_input_tokens": 9217, "estimated_eval_tokens": 18690 }, @@ -13588,208 +13533,223 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous bug reports across unrelated models/features. The only plausible duplicate-like pair is the import-time slowdown reports (41669/44246); the rest share at most superficial keywords like model names, RoPE, or FlashAttention and are not the same concrete defect.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: most items are unrelated model-specific, training, import, or test issues that only look superficially similar by keyword. I would not merge any of the soft pairs as duplicates. The strongest standalone issue here is the import-time performance regression in issue 41669.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 41669 is the most concrete, actionable, and broadly impactful regression in the set: it describes a measurable import-time slowdown with a plausible single root cause. The rest of the cluster is mostly a mix of unrelated model/config/runtime bugs.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 41669 is the best anchor for this noisy cluster because it is specific, reproducible, and high-signal compared with the many narrow model-version failures around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different models and different failures: FlashAttention 2 unsupported vs invalid GenerationConfig." + "reason": "Different bugs: FlashAttention support for a model class vs a generation config validation error." }, { - "left": "issue:43066", - "right": "issue:45381", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Both involve Qwen, but one is tokenizer decoder type and the other is video position IDs; different bugs." + "reason": "Both are import errors, but they involve different packages and different missing symbols." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43066", + "right": "issue:45381", "accept": false, - "reason": "Separate import errors from different packages/symbols, not the same missing-name regression." + "reason": "Tokenizer decoder type mismatch and Qwen2.5-VL vision position ids are unrelated failures." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation defects." + "reason": "Different model families and different problems: RoPE layer count vs RoPE implementation details." }, { "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Unrelated areas: fbank feature extraction vs saving Pipeline objects." + "reason": "Audio feature extraction bug and pipeline save_pretrained behavior are unrelated." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different model/code paths: GlmMoeDsaIndexer split behavior vs DeepseekV3MoE divergence." + "reason": "GlmMoeDsaIndexer torch.split behavior and DeepseekV3MoE divergence are distinct code paths." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Same symptom class, but different configs, models, and missing fields." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "CLIPOutput attentions omission is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Two separate config-attribute omissions on different models; not the same bug." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "One is a reproduction of an older issue; the other is an infinite-loop bug for a specific image in Qwen3_5." + "reason": "An isolated reproduction of an older issue is not the same as a Qwen3.5 infinite-loop regression." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Gemma3 config attribute error vs MoE load-balancing loss computation; different defects." + "reason": "Missing CLIP attentions and incorrect Qwen3.5 checkpoint saving are different regressions." }, { "left": "issue:36683", - "right": "issue:43881", + "right": "issue:44242", "accept": false, - "reason": "Different models and failure modes: Gemma3 config missing field vs glm-4v-9b loading failure." + "reason": "Missing Gemma3Config attribute and load-balancing-loss omission are unrelated." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen-family issues, but one is a loading regression and the other is a model-generation infinite loop." + "reason": "Qwen3VL MoE loading failure and Qwen3_5 image infinite loop are different symptoms and likely different causes." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Gemma3Config attribute error and GLM-4V-9B load failure are not the same underlying issue." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support issue vs Python-version compatibility issue." + "reason": "FlashAttention support bug and Python-version compatibility failure are unrelated." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Different attention backends and different code paths; not the same model bug." + "reason": "Ministral FlashAttention failure and GPT2 attention-scaling configuration are separate code paths." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "FlashAttention support for Nemotron is unrelated to GPT2 attention scaling being ignored." + "reason": "Different models and different behaviors; one is unsupported FlashAttention, the other is ignored scaling config." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different models and loaders: UMT5Encoder missing weights vs Qwen3.5 MoE from_pretrained error." + "reason": "UMT5 weight loading and Qwen3.5 MoE from_pretrained failure do not match." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Attention-scaling regression is unrelated to single-label classification zero-loss behavior." + "reason": "State_dict ordering/load error and a missing config field dropped by @strict are not the same bug." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Generic state_dict loading error vs a missing Qwen3_5MoeVisionConfig field; not the same bug." + "reason": "Attention scaling in GPT2 and a degenerate zero-loss classification bug are unrelated." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Both describe Transformers import-time slowdown; one is a specific cause report and the other a broader symptom report." + "accept": false, + "reason": "Both mention import slowness, but one is a specific import-star regression and the other is a general intermittent slowdown report." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same broad theme, but different models and distinct failures." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing attentions output and attention scaling being ignored are different issues." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Distributed training optimizer-state bug vs a cache-strategy typo." + "reason": "A distributed training optimizer-state bug and a cache-strategy typo are not duplicates." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors and a Python 3.13 torch.jit.parse indentation problem are not the same failure." + "reason": "Compiled-file import errors and a Python 3.13 decorator/comment parsing failure are different root causes." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "Missing Gemma3Config field vs tokenizer mapping returning None; unrelated." + "reason": "Config attribute missing and tokenizer mapping returning None are unrelated." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test flakiness from missing set_seed and xdist file races are different issues." + "reason": "Missing set_seed in tests and xdist file-race corruption are both test issues but not the same bug." }, { "left": "issue:43097", "right": "issue:43352", "accept": false, - "reason": "API removal warning vs FlashAttention support bug; unrelated." + "reason": "A removed config field and FlashAttention support are completely different topics." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen3.5 serialization, but one is a generic sorted-state_dict load error and the other is incorrect visual encoder keys on save; not clearly the same bug." + "reason": "Both involve loading/saving state, but the concrete failure modes differ." }, { - "left": "issue:43352", + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "These are separate Python-version compatibility reports affecting different releases and environments." + }, + { + "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Same family name but different Qwen3.5 MoE import error vs Nemotron FlashAttention support." + "reason": "Different model families and different missing-weight / from_pretrained failures." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA ReLU absence in indexer is unrelated to DeepseekV3MoE divergence." + "reason": "DSA indexer math and DeepSeek MoE implementation divergence are unrelated." }, { "left": "issue:43064", "right": "issue:44655", "accept": false, - "reason": "Optimizer-state corruption during training vs inability to save Pipeline objects." + "reason": "Distributed optimizer-state corruption and Pipeline save_pretrained support are separate areas." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and tp-caused OOM are different symptoms and likely different root causes." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is a loading/OOM report." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "PatchTSMixer post_init policy issue is unrelated to GPT2 attention scaling." + "reason": "PatchTSMixer post_init constraints and GPT2 attention scaling are not the same code-path problem." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Model loading error vs save_pretrained shard-size question; unrelated." + "reason": "State_dict load-order failure and the default max_shard_size question are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays close to the packet and does not overclaim. The lone accepted soft-edge pair (41669/44246) is conservatively framed as a slowdown/import-time similarity, while the other verdicts are appropriately cautious about differing models, symptoms, or code paths." - }, - "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 }, @@ -13801,8 +13761,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -13860,24 +13820,24 @@ "issue:43618|issue:44857", "issue:43618|issue:44977", "issue:43618|issue:45588", - "issue:44655|issue:44938", "issue:43901|issue:44938", + "issue:44655|issue:44938", "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", "issue:43010|issue:44075", "issue:42890|issue:45341", - "issue:42548|issue:44351", "issue:44222|issue:45125", + "issue:42548|issue:44351", "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:45125|issue:45478", "issue:30990|issue:31795", "issue:45125|issue:45375", "issue:44387|issue:44556", - "issue:43010|issue:45278", "issue:30333|issue:33453", + "issue:43010|issue:45278", "issue:43723|issue:44556", "issue:43502|issue:44222", "issue:43010|issue:44368", @@ -13893,20 +13853,20 @@ "issue:33453|issue:34689", "issue:42757|issue:43576" ], - "prepared_review_unit_hash": "d920bfabba481c67ee8de9ecd9c6162b849002cb89b5c7c51623d5ce7f24c09d", + "prepared_review_unit_hash": "d8f28d6806844c6ebf80142298da36d9466144be7a7039775e88452e7bc784a4", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 37953, + "serialized_chars": 37954, "estimated_input_tokens": 9489, "estimated_eval_tokens": 19234 }, @@ -13915,204 +13875,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity set around Transformers v5 import/load regressions, but the individual issues are largely different bugs. No pull requests are present. 45278 is the best umbrella issue, though the cluster is too heterogeneous for a strong duplicate canon.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45278 is the broadest, most representative report: many import errors after upgrading to v5. It best matches the recurring upgrade-related import/load failure theme across the set.", + "summary": "Mostly a grab-bag of unrelated issues across loading, modeling, tests, docs, and performance. None of the soft pairs are clearly the same underlying bug/change from titles alone.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella for the visible v5 import-regression theme, so it is the most useful single issue to anchor this set.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the strongest global anchor because it is the most general and recent issue describing the dominant symptom family in this cluster. It is still only a partial fit since many items are unrelated specifics.", + "best_issue_reason": "Issue 45278 is the best global tracker here because it is open, recent, and broad enough to subsume the generic import-failure cluster better than the narrower reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Both are import/loading failures, but one is a missing-PyTorch ImportError and the other is a tokenizer-loading regression; different code paths." + "reason": "Different failures: PyTorch missing import vs tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attentions assignment and an AMP/CUDA crash in LwDetrImageLoss are unrelated bugs." + "reason": "Unrelated model/output bug versus AMP/CUDA crash in a different loss path." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "Different symptoms and components: CLIPOutput attentions vs Qwen3.5 flash-attention generation." + "reason": "Different code paths: CLIP output attentions vs Qwen3.5 flash-attention generation." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "AttributeError in flash_attention.py on s_aux=None is a different failure mode from CLIPOutput attentions not being assigned." + "reason": "Different failures in different attention code paths; not the same bug." }, { - "left": "issue:44655", + "left": "issue:43901", "right": "issue:44938", "accept": false, - "reason": "Saving Pipeline objects and Python 3.14 import/load failures are not the same underlying bug." + "reason": "Docs mismatch for a pipeline argument vs Python 3.14 load failure." }, { - "left": "issue:43901", + "left": "issue:44655", "right": "issue:44938", "accept": false, - "reason": "Documentation mismatch for text-classification output is unrelated to Python 3.14 load failures." + "reason": "Saving Pipeline objects is unrelated to Python 3.14 import/load issues." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky SAM-HQ integration test is unrelated to model loading for Phi-4 multimodal." + "reason": "Test seeding flake versus inability to load a specific multimodal model." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both involve tests, but one is missing set_seed and the other is a stale device override CI failure; not the same bug." + "reason": "Both are test failures, but they describe different fixtures and root causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test nondeterminism and broken auto_mappings references are different issues." + "reason": "Different CI regressions: seed flakiness vs stale auto-mapping references." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only behavior and AddedToken keyword duplication are unrelated." + "reason": "Offline-mode request bug is unrelated to AddedToken keyword collision." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Cache update no_grad decoration and unused SGD args are different code paths." + "reason": "No-grad cache update bug is unrelated to optimizer argument handling." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "A missing set_seed in tests is not the same as a bug in testing_utils.py." + "reason": "Test seed flakiness is not the same as a helper bug in testing_utils.py." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export regressions." + "reason": "FP8 save_pretrained issue and missing tensor-parallel plan are different model bugs." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are separate problems." + "reason": "Both are import errors, but for different symbols and likely different breakages." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only API leakage is unrelated to GLM-5 RoPE implementation." + "reason": "Local-files-only network leak is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a performance regression after upgrade are not the same bug." + "reason": "Compiled-file errors and slowdown after upgrade are not the same defect." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both touch Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained regression; too different to merge." + "reason": "Same model family, but tensor-parallel metadata and from_pretrained loading are distinct paths." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers getting stuck loading is unrelated to forward-signature documentation confusion." + "reason": "Both mention loading/docs, but one is Sentence Transformers hanging and the other is documentation confusion." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing tensor-parallel plan and a strict-config field drop are different model/config issues." + "reason": "Missing _tp_plan and missing config field are different Qwen3.5 MoE issues." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 memory/OOM behavior and checkpoint reload compatibility are different regressions." + "reason": "Quantization memory regression is not the same as checkpoint reload incompatibility." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "A no_grad decoration issue is unrelated to a general import-error report." + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "Cache no_grad behavior is unrelated to broad import failures after upgrade." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 and checkpoint reload after upgrading are both load-related, but not the same concrete failure." + "reason": "Tokenizer loading and checkpoint reload problems overlap only loosely; likely different bugs." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network calls and FP8 save_pretrained bugs are unrelated." + "reason": "Network-blocking bug and FP8 save_pretrained bug affect different code paths." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache update autograd decoration and a tie_word_embeddings warning are different issues." + "reason": "Cache update gradient handling is unrelated to a tied-embeddings warning." }, { "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Liger Kernel not applied with model_init is a specific integration bug, while 45850 is only a vague broad complaint." + "reason": "Specific cache/layer no_grad issue is not the same as a broad complaint about many model breakages." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only networking bug is unrelated to the placeholder 'racoon' issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue and missing multimodal token-count method are different defects." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure is unrelated to tensor-parallel training bugs." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file loading errors and PretrainedConfig type-checking regressions are not the same bug." + "reason": "Compiled-file load errors and PretrainedConfig type-checking regression are different issues." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors are unrelated to save_pretrained for pipelines." + "reason": "Compiled-file execution errors and Pipeline save_pretrained failures are not the same bug." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3.5 are related in area but not the same fixable code-path." + "reason": "Both involve FP8 and MoE, but one is saving and the other is inference support." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline() after removals and an unrelated placeholder issue are not duplicates." + "reason": "Docs still referencing pipeline() is unrelated to the unrelated 'racoon' issue." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 model loading breakage are different load failures." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model-loading breakage are different concrete bugs." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Importing is_offline_mode and the broken transformers env command are unrelated." + "reason": "These are plausibly related import/runtime regressions, but the titles do not show the same concrete bug path strongly enough to merge." } ] }, @@ -14131,8 +14115,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -14189,12 +14173,12 @@ "issue:43299|issue:44556", "issue:43010|issue:45656", "issue:33453|issue:36296", - "issue:43576|issue:43824", "issue:43576|issue:45071", + "issue:43576|issue:43824", "issue:44961|issue:45468", "issue:31795|issue:38617", - "issue:41628|issue:42548", "issue:38617|issue:43576", + "issue:41628|issue:42548", "issue:43010|issue:43976", "issue:43576|issue:44351", "issue:44908|issue:44961", @@ -14203,20 +14187,20 @@ "issue:36296|issue:43526", "issue:44261|issue:44360", "issue:44273|issue:45003", - "issue:44273|issue:45542", "issue:44623|issue:45230", + "issue:44273|issue:45542", "issue:44393|issue:45753", "issue:43576|issue:44556", - "issue:44393|issue:45071", "issue:44038|issue:45125", + "issue:44393|issue:45071", "issue:43525|issue:45850", "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:44373|issue:44961", "issue:43572|issue:45850", "issue:45362|issue:45850", - "issue:42890|issue:44908", "issue:44704|issue:44908", + "issue:42890|issue:44908", "issue:44246|issue:44273", "issue:43408|issue:44315", "issue:43976|issue:44393", @@ -14227,274 +14211,268 @@ "issue:44295|issue:45230", "issue:41669|issue:44351" ], - "prepared_review_unit_hash": "13417d2242fc2cc2d1644ce8c4124387c52c4dd018136473e6178ee13f4a65e7", + "prepared_review_unit_hash": "c4eb10c9fbcd48733eed069d34fb48f698788d37eb66002f5b5c298130e1000c", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 40, - "serialized_chars": 38946, - "estimated_input_tokens": 9737, - "estimated_eval_tokens": 19730 + "serialized_chars": 38941, + "estimated_input_tokens": 9736, + "estimated_eval_tokens": 19728 }, "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 common thread of v5 regressions and import/load breakages. There is no defensible single duplicate target; the closest umbrella is the broad \"v5 breaks many models\" report, but it is too generic to canonicalize the whole set.", - "confidence": 0.18, - "canonical_issue_reason": "No safe canonical: the issues span unrelated bugs (docs, import errors, tokenizer/model loading, training/runtime failures), so they are not the same underlying defect.", + "summary": "The cluster is very noisy: most pairs are only loosely related by version-5 regressions or import/lazy-loading symptoms, but they do not look like the same concrete bug or fix. I found no strong duplicate pair to merge, so the best anchor is a broad umbrella issue rather than a specific regression.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella-style report in the set and best matches the noisy cluster of v5 breakage complaints, even though it is vague.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the broadest umbrella for the shared v5-breakage theme, but it is too generic to serve as a true duplicate anchor.", + "best_issue_reason": "Issue 45850 is the most suitable cluster representative because it is broad enough to cover multiple v5-related regressions without pretending the specific bugs are identical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both involve model loading after v5, but one is Qwen3-VL MoE-specific and the other is general checkpoint reload incompatibility." + "reason": "Both mention v5 loading breakage, but one is Qwen3VL MoE loading and the other is general checkpoint reload incompatibility; not the same concrete failure." }, { "left": "issue:43010", "right": "issue:45656", "accept": false, - "reason": "Different problems: no_grad decoration for cache/layer updates versus DeepSpeed calling optimizer.step twice." + "reason": "One is about cache/layer update no_grad decoration, the other about deepspeed calling optimizer.step twice; different code paths and symptoms." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated code paths." + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated subsystems and failures." }, { "left": "issue:43576", - "right": "issue:43824", + "right": "issue:45071", "accept": false, - "reason": "Broken env command is not the same as a missing exported class import." + "reason": "Broken env command and PretrainedConfig type-checking regression are separate issues with no shared code path." }, { "left": "issue:43576", - "right": "issue:45071", + "right": "issue:43824", "accept": false, - "reason": "v5 env command breakage and PretrainedConfig type-checking regression are different failures." + "reason": "Env command failure is unrelated to a missing Qwen2.5-VL top-level import." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No relation beyond being separate model-specific bugs; titles do not indicate the same defect." + "reason": "The titles are unrelated and provide no evidence of the same bug or change." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to an ImportError for layer_type_validation." + "reason": "Documentation confusion for forward args is unrelated to an ImportError for layer_type_validation." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:38617", + "right": "issue:43576", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different packaging regressions." + "reason": "An import error for a specific symbol and a broken CLI env command are different problems." }, { - "left": "issue:38617", - "right": "issue:43576", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Specific import symbol breakage is not the same as the transformers env command being broken." + "reason": "Both are import errors, but for different top-level classes; the titles do not indicate the same missing-export bug." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update no_grad issue and Python-version compatibility problem are unrelated." + "reason": "A no_grad/decorator request and a Python-version compatibility issue are not the same defect." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "Env command breakage and HybridCache import failure are different issues." + "reason": "Broken env command and missing HybridCache import are unrelated." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the racoon-named issue." + "reason": "Scheduler kwargs handling and a nonsensical titled issue are unrelated." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Training bug versus documentation mismatch; not the same bug." + "reason": "Tensor-parallel training and text-classification docs behavior are not the same underlying problem." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "AutoImageProcessor import failure and compiled-file execution errors are different problems." + "reason": "A missing AutoImageProcessor import and errors running compiled Python files do not point to the same bug." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + "reason": "Tensor parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "Precision/config issue in MLA q_a_layernorm is unrelated to the DSA indexer ReLU discussion." + "reason": "MLA q_a_layernorm precision/config issue and missing ReLU in the DSA indexer are different model changes." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch lazy/import behavior, but one is a generic lazy-loading complaint and the other is unsafe sys.modules access." + "reason": "Lazy loading issues and unsafe sys.modules access may be adjacent, but the titles do not establish the same concrete bug." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Lazy loading breakage is not the same as the TensorFlow backend error from tensorboard-only installs." + "reason": "Processor.save_pretrained missing files is unrelated to a generic bug-report placeholder." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Processor save_pretrained missing files is concrete; \"Bug report\" is too vague to match it." + "reason": "Lazy loading and a tf backend error from tensorboard-only installs are different problems." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is 2D box hallucination/error and the other is an infinite loop on a specific image." + "reason": "Both are Qwen3-related, but one is bounding-box hallucination and the other is an infinite loop on a specific image; too different to merge." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command is not the same as checkpoint reload incompatibility after upgrade." + "reason": "Broken env command and old checkpoint reload incompatibility are separate regressions." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL output bug and PretrainedConfig type-checking regression are different defects." + "reason": "Both touch Qwen3 MoE, but one is a general v5/Qwen3-VL-Moe issue and the other is a missing tensor-parallel plan; not the same code-path problem." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Broad Qwen3-VL-Moe failure and missing _tp_plan for tensor parallelism are not the same code-path bug." + "reason": "Qwen3-VL output bugs and PretrainedConfig type-checking are unrelated." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is model-specific, not the broad v5-breakage meta issue." + "reason": "A missing pad_token_id on Llama4Config is one specific model config bug, not the broad generic complaint in 45850." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Removing import * from models and chunked_prefill cache absence are unrelated." + "reason": "Removing import-* usage for import-time performance and a missing GenerationMixin cache during chunked prefill are unrelated." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern old checkpoints after v5, but they affect different model families and different failure mechanisms." + "reason": "Both are about v5 incompatibility, but one is general checkpoint reload after upgrade and the other is a specific remote-code InternVL2/meta-init issue; not clearly the same bug." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "Wrong position_ids docstring has no connection to the racoon issue." + "reason": "Wrong docstring for position_ids is unrelated to the placeholder racoon issue." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is specific, not the broad v5-breakage umbrella." + "reason": "StableLmConfig missing pad_token_idx and the broad 'v5 breaks too many models' complaint are not the same concrete regression." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crash is a model-specific runtime bug, not the generic v5-wide complaint." + "reason": "Qwen3.5 chat crashes and a generic v5 breakage complaint are too broad to call duplicates." }, { - "left": "issue:42890", + "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are completely different code paths." }, { - "left": "issue:44704", + "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs forwarding are different components and bugs." + "reason": "A flaky integration test and a scheduler kwargs bug are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness and lazy loading not working are related at a high level but not clearly the same underlying bug." + "reason": "Slow import and lazy-loading malfunction are related only at a very high level; the titles do not show the same underlying defect." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model type warning and Liger Kernel not applied with model_init are unrelated." + "reason": "sam3 tracker/model-type warning and Liger Kernel not applied with model_init are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility issue is unrelated to the Qwen3-VL bounding-box bug." + "reason": "Python-version support issue and Qwen3-VL bounding-box output bugs are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support limitation and Qwen3-VL bounding-box output error are different issues." + "reason": "Flash Attention support in Nemotron and Qwen3-VL hallucination/output errors are different issues." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwargs handling do not share the same bug." - }, - { - "left": "issue:44908", - "right": "issue:45071", - "accept": false, - "reason": "Scheduler timescale kwargs and PretrainedConfig type checking are unrelated." + "reason": "A broken env command and scheduler kwargs handling do not share the same bug." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer config mismatch after save_pretrained is not the same as a generic bug report." + "reason": "Tokenizer save_pretrained file mismatch and a generic bug report are not the same issue." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Buffer/position_ids reading error is a specific bug, while the other item is too vague to match it." + "reason": "Reading registered position_ids as a buffer and a generic bug report are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-* cleanup in models and HybridCache import failure are unrelated." + "reason": "Import-* performance cleanup and HybridCache import failure are different problems." } ] }, @@ -14513,8 +14491,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -14573,8 +14551,8 @@ "issue:45278|issue:45850", "issue:44393|issue:45478", "issue:43874|issue:45850", - "issue:44315|issue:44829", "issue:41669|issue:44492", + "issue:44315|issue:44829", "issue:43827|issue:44908", "issue:44077|issue:44861", "issue:31795|issue:33453", @@ -14620,316 +14598,322 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "244ee41145414b9c3fc768821af05ab88205ec7defb4e8d396d98354aa2e2ecd", + "prepared_review_unit_hash": "77388cf968112299073a9ee4618f3332fdd907d3d6722246b268625fcb62e74e", "component_budget": { "node_count": 392, "item_count": 392, "soft_pair_count": 1480, - "serialized_chars": 761412, - "estimated_input_tokens": 190353, - "estimated_eval_tokens": 380962 + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 51, - "serialized_chars": 42263, - "estimated_input_tokens": 10566, - "estimated_eval_tokens": 21388 + "serialized_chars": 42267, + "estimated_input_tokens": 10567, + "estimated_eval_tokens": 21390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is noisy and only loosely connected by Transformers v5 regression reports around loading/import/model-init behavior. I do not see any soft pair that is a true duplicate, so all soft edges are rejected. The best umbrella issue is the broad v5 breakage/import-regression report.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45278 is the best umbrella for the cluster: it is the broadest active report of v5 upgrade breakage and is more representative than the very vague catch-all issues.", + "summary": "Mostly unrelated Transformer issues were grouped together. Several are broad v5 regression/loading complaints, but the pairwise evidence is too weak to treat any soft edge as a true duplicate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the best representative of the broad v5 regression/load-failure theme: it is specific enough to be actionable, but still general enough to cover the nearby model-loading complaints in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most actionable and central issue among the set, covering the common v5 regression theme better than the narrower model-specific bugs or generic placeholders.", + "best_issue_reason": "issue:45278 is the most central and reusable issue here; the others are either narrower sub-bugs, documentation issues, or too vague to serve as a stable canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Different bug: chunked_prefill cache handling vs cache-strategy typo." + "reason": "Cache-related titles, but one is a generation cache bug and the other is a typo/documentation issue." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Unrelated: import-star cleanup/perf vs testing_utils bug." + "reason": "Unrelated subjects: import-star cleanup versus a testing_utils bug." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 complaints, but one is about import errors and the other is a generic breakage report; not the same concrete issue." + "reason": "Both are broad v5 complaints, but not the same concrete bug or code path." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different model/problem: Qwen3-VL bbox output vs Qwen3.5 MoE from_pretrained error." + "reason": "Different models and failures: Qwen3-VL bbox output versus Qwen3.5 MoE from_pretrained loading." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Specific GLM46V processor AttributeError vs a generic 'many models break' complaint." + "reason": "Specific GLM46V image-processor AttributeError versus a generic many-models breakage report." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:41669", + "right": "issue:44492", "accept": false, - "reason": "Liger Kernel application via model_init is unrelated to flash_attention_3 training degeneration." + "reason": "Cleanup/import-performance issue versus cache-strategy typo; not the same bug." }, { - "left": "issue:41669", - "right": "issue:44492", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Different issue: import-star cleanup vs cache-strategy typo." + "reason": "Both mention training, but the code paths are different: model_init/Liger Kernel versus flash_attention_3 degenerate training." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs removal issue vs scheduler kwargs bug." + "reason": "Documentation after pipeline removals versus a scheduler kwargs bug." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Tied-weight key crash is unrelated to the optional post_init policy change." + "reason": "Different failures in different utilities; no shared underlying bug." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Docs confusion vs tokenizer-loading regression." + "reason": "Documentation confusion versus tokenizer loading regression." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-star cleanup vs scheduler kwargs bug." + "reason": "Import-star cleanup and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings migration vs cache-strategy typo." + "reason": "TF32 API migration versus a cache-strategy typo." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Both are v5 regressions, but env CLI breakage and lazy-loading failure are distinct code paths." + "reason": "Broken env command and lazy-loading malfunction are separate issues." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving pipelines and tied-weight key handling are unrelated." + "reason": "save_pretrained pipeline export issue versus tied-weights-key crash." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Different models/code paths: DSA ReLU vs Gemma-4 audio positional encoding." + "reason": "Different model/component bugs: DSA indexer ReLU versus Gemma4Audio positional encoding." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo vs a generic 'many models break' complaint." + "reason": "A typo issue does not match a generic v5 breakage report." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading vs inverse_sqrt scheduler kwargs." + "reason": "Lazy loading and scheduler kwargs are unrelated subsystems." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report placeholder vs specific Qwen3.5 MoE from_pretrained failure." + "reason": "Generic bug report versus a specific Qwen3.5 MoE from_pretrained error; not enough to merge." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp math vs GLM-5 RoPE implementation." + "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup vs VRAM leak." + "reason": "Import cleanup versus VRAM leak; no common code-path." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation vs scheduler kwargs." + "reason": "Different components: processor timestamp math versus scheduler behavior." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Docs confusion vs model-loading regression." + "reason": "Documentation ambiguity versus a model-loading regression." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Docs confusion vs ImportError in configuration_utils." + "reason": "Doc issue versus import error from flash attention utils." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel/model_init issue vs remote-code/meta-init incompatibility." + "reason": "Both touch model initialization, but one is about Liger Kernel application and the other about remote-code/meta init incompatibility." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak vs GLM-5 RoPE implementation." + "reason": "VRAM leak and RoPE implementation are unrelated bugs." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different models and bugs: GLM-5 RoPE vs Gemma-4 audio encoding." + "reason": "Different model implementations and failure modes." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings vs VRAM leak." + "reason": "TF32 API guidance and VRAM leakage do not share a code path." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only being ignored is unrelated to timestamp calculation." + "reason": "Local-files-only network leak versus tokenizer/processor timestamp bug." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp math vs processor.save_pretrained file output." + "reason": "Timestamp calculation bug versus missing files on save_pretrained." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp math vs VRAM leak." + "reason": "Processor timestamp bug versus multi-thread VRAM leak." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:44263", + "right": "issue:45468", "accept": false, - "reason": "Related tokenizer-v5 theme, but behavior drift and decoder-type bug are different concrete issues." + "reason": "torch.split return values in a GLM indexer and Gemma audio positional encoding are different issues." }, { - "left": "issue:44908", - "right": "issue:44998", + "left": "issue:43606", + "right": "issue:45468", "accept": false, - "reason": "Scheduler kwargs bug vs an irrelevant placeholder issue." + "reason": "CPU offload device mismatch is unrelated to Gemma audio positional encoding." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:44261", + "right": "issue:45468", "accept": false, - "reason": "Tied-weight key crash vs apply_chat_template crash." + "reason": "MLA layernorm epsilon precision issue versus a Gemma audio encoding bug." }, { "left": "issue:43704", - "right": "issue:44998", + "right": "issue:45341", "accept": false, - "reason": "VRAM leak vs an irrelevant placeholder issue." + "reason": "VRAM leak and a testing_utils bug are unrelated." }, { - "left": "issue:41669", + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 complaints, but one is a broad behavior regression and the other is a specific decoder-type error; too different to merge." + }, + { + "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Import-star cleanup vs an irrelevant placeholder issue." + "reason": "Scheduler bug versus an unrelated placeholder issue." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "pad_token_id/config regression vs tied-weight key crash." + "reason": "Tied-weights key handling and chat-template tool-call crashing are separate code paths." }, { - "left": "issue:43572", - "right": "issue:44861", + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak report versus unrelated placeholder issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", "accept": false, - "reason": "pad_token_idx/config regression vs tied-weight key crash." + "reason": "Feature/support request for fp8 infer support versus a from_pretrained loading error." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading vs missing import symbol." + "reason": "Slow checkpoint loading and an import error are unrelated." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "DSA ReLU issue vs an irrelevant placeholder issue." + "reason": "DSA indexer bug versus unrelated placeholder issue." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 support request vs processor.save_pretrained file bug." + "reason": "FP8 support request versus processor save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow run-state reporting vs checkpoint-loading slowdown." + "reason": "MLFlow training-job reporting and checkpoint-loading speed are different problems." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowdown vs tensor-parallel training bug." + "reason": "Checkpoint loading slowdown versus tensor-parallel training bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading slowdown vs docs typo." + "reason": "Slow loading versus documentation confusion; not the same issue." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "fp8 inference support vs from_pretrained error." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different underlying changes." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowdown vs tokenizer-loading regression." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "torch.split return issue vs Gemma-4 audio encoding." + "reason": "Loading speed regression versus tokenizer loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support vs fp8 Qwen3.5/Qwen3-VL support." + "reason": "Continuous batching audio-model support and fp8 inference support are unrelated features." } ] }, @@ -14948,8 +14932,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -14959,7 +14943,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "280e1d612c296538eee9e61be0408b96a4c8b34a3f3ed7e2b372b90d5eb322ed", + "prepared_review_unit_hash": "07cce9baa57ceac172565ceae10b960646de03b3e915759bd7f47d56b17f6535", "component_budget": { "node_count": 2, "item_count": 2, @@ -14981,18 +14965,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature requests in the same project area, but they target different integrations: Flash Attention 2 support vs GGUF support. They should not be clustered as duplicates or one canonical item.", + "summary": "These are two unrelated community feature requests: one for Flash Attention 2 architecture support and one for GGUF support across more architectures. They share only a broad \u201cexpand architecture support\u201d theme, not the same underlying change.", "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits both items because they request different capabilities for different architectures/formats, with no shared code-path or concrete overlap.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick one representative for its own topic, issue #26350 is the clearer single feature request, but it does not represent the GGUF request.", + "best_issue_reason": "Issue #26350 is the older and more discussed request, so it is the better anchor if one issue must represent the cluster; however, it is not a duplicate of #33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature areas and underlying changes: Flash Attention 2 support is an attention backend/architecture feature, while GGUF support is a model-format/loader feature. They are not the same bug or change." + "reason": "Different feature requests for different subsystems: Flash Attention 2 support vs GGUF support. They do not describe the same bug or the same code change, so they should not be merged as duplicates." } ] }, @@ -15011,8 +14995,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-4", "nodes": [ @@ -15029,70 +15013,70 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "4700850f3349f8e408577c184590c602d100ceffb4c0f56f54a2d8c046c147b8", + "prepared_review_unit_hash": "da07ef3e1f3e2a5f6d0e74ea80aa590d5d2811aaac92dd5b417fa6b9fc839e84", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4452, - "estimated_input_tokens": 1113, - "estimated_eval_tokens": 2482 + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4452, - "estimated_input_tokens": 1113, - "estimated_eval_tokens": 2482 + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all documentation-translation request issues, but they do not look like the same underlying request or bug. The Turkish-specific issue is distinct from the generic language-template issues, and the generic ones lack evidence that they refer to the same language or same translation task.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request ([i18n-TR] Turkish) and is more informative than the generic placeholder-style issues.", + "summary": "These are issue-template variants for translating docs into different languages; only one is a concrete Turkish instance, while the others are generic placeholders. They are similar in wording but not the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "issue:27088 is the only concrete, language-specific report ([i18n-TR] Turkish), so it is the most informative representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "27088 is the best representative of the cluster because it has a specific target language and a fully qualified title, unlike the placeholder issues.", + "best_issue_reason": "issue:27088 is the best global issue because it is specific and actionable, whereas the others are generic template entries without a distinct concrete language target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation requests: Turkish vs an unspecified language-template issue; same broad docs translation theme, but not the same underlying task." + "reason": "Different issue instances: Turkish translation vs. a generic placeholder-language template; not the same concrete task." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "The titles indicate different language-targeted translation requests; no evidence they are duplicates of one another." + "reason": "Different issue instances: Turkish translation vs. a generic placeholder-language template; not the same concrete task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request versus a generic language placeholder issue; similarity is only in the template text." + "reason": "Different issue instances: Turkish translation vs. a generic placeholder-language template; not the same concrete task." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are generic template-style issues, but there is no concrete evidence they refer to the same language or same translation effort." + "reason": "Both are generic template-style issues with no concrete shared language target shown; too ambiguous to treat as the same underlying issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Identical template phrasing alone is not enough to treat them as the same issue; they may represent different languages or separate requests." + "reason": "Both are generic template-style issues with no concrete shared language target shown; too ambiguous to treat as the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Same placeholder title format, but no explicit target language or shared identifiers to confirm a duplicate." + "reason": "Both are generic template-style issues with no concrete shared language target shown; too ambiguous to treat as the same underlying issue." } ] }, @@ -15111,8 +15095,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-15", "nodes": [ @@ -15169,106 +15153,106 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "2d3a7ceb968fc82c3619d90a1f0763914c3e3976e13e728834b5ff1f2a2527f5", + "prepared_review_unit_hash": "425ebecca23ffca7bea528964385504261a9688191e42e55982b42baa67b5521", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20708, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20700, + "estimated_input_tokens": 5175, + "estimated_eval_tokens": 10606 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20708, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20700, + "estimated_input_tokens": 5175, + "estimated_eval_tokens": 10606 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of separate model-request issues (BERT variants, ASR/TTS, OCR, DETR, perception encoders, sparse transformers). They share a generic \u201cadd model support\u201d pattern, but not the same underlying bug or change, so I found no true duplicates.", + "summary": "These are not duplicates; they are separate model-request issues spanning different models and modalities (BERT variants, detection, audio/TTS/ASR, OCR, vision, and a sparse transformer).", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items request different models and capabilities, so they are not duplicate reports of one bug/change.", + "canonical_issue_reason": "No single canonical duplicate exists here; the cluster is a set of distinct feature requests. If one must be chosen as the broadest representative, issue 42738 is the closest umbrella item.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for deduplication: the cluster is too broad and the requests are independent, so none safely represents the others.", + "best_issue_reason": "Issue 42738 ('BERT-like models with RoPE') is the broadest and most reusable representative, but it still only fits part of the cluster and does not cover the audio/vision-specific requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families: EuroBert vs DEIMv2; same broad request style only." + "reason": "Different requested models (EuroBert vs DEIMv2); same general area of model support, but not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support vs Qwen3-TTS support; unrelated model types." + "reason": "EuroBert config support is unrelated to Qwen3-TTS support; different modality and code path." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert vs RF-DETR are different models and different code paths." + "reason": "EuroBert and RF-DETR are different models with different integration needs." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct vision models, not the same request." + "reason": "RF-DETR detection support and DEIMv2 are separate model additions." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vs LFM2.5 Audio 1.5B target different domains and implementations." + "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and circuit-sparsity are unrelated architecture requests." + "reason": "Different model families and implementation targets; not the same bug/change." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR (detection) and Qwen3-ASR (speech recognition) are different features." + "reason": "RF-DETR and Qwen3-ASR are different model requests with different runtime paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." + "reason": "RF-DETR vs Qwen3-TTS are distinct model integrations, not duplicates." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and tasks." + "reason": "NeoBERT and Qwen3-ASR are different model additions and would not merge into one PR." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs circuit-sparsity/circuitgpt are unrelated requests." + "reason": "NeoBERT and the sparse transformer request are unrelated model architectures." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio 1.5B are not the same underlying change." + "reason": "NeoBERT (text model) and LFM2.5 Audio are different modalities and code paths." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different BERT variants with distinct support needs." + "reason": "NeoBERT and ModernVBERT are separate model requests, not the same underlying change." }, { "left": "issue:36879", @@ -15280,133 +15264,133 @@ "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support vs Qwen3-ASR support; different models/tasks." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer support are separate changes." + "reason": "MiniCPM3 architecture and the sparse transformer request are distinct code additions." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct architectures, not duplicates." + "reason": "MiniCPM3 and ModernVBERT are separate model families." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral-4B-TTS-2603 are different model integrations." + "reason": "MiniCPM3 architecture support and Voxtral TTS support are different modalities and code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated models and code paths." + "reason": "DEIMv2 and Qwen3-TTS are different model requests with no shared concrete fix." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different requests." + "reason": "ModernVBERT models and Qwen3-ASR are different model support requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model additions." + "reason": "ModernVBERT and Qwen3-TTS are distinct model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE overlap only in theme, not in concrete change." + "reason": "ModernVBERT models are specific additions; 'BERT-like models with RoPE' is only a broad category, not the same request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "RoPE-enabled BERT-like models and Voxtral TTS are unrelated." + "reason": "BERT-like RoPE models and Voxtral TTS are different model families and implementation paths." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related branding but different tasks and support work." + "reason": "Qwen3-TTS and Qwen3-ASR are related by naming only; they are separate tasks and code paths." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio model requests." + "reason": "Qwen3-TTS and Voxtral TTS are different concrete model-support requests." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and weight-sparse transformer support are different underlying changes." + "reason": "TTS support and DeepSeek-OCR2 are unrelated modalities." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models, not one duplicate issue." + "reason": "Qwen3-TTS and the sparse transformer request are different underlying changes." }, { - "left": "issue:43671", - "right": "issue:45177", + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-ASR support and EUPE encoder support are different model integrations." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different speech/audio models." + "reason": "ASR and audio generation model support are distinct requests, not one bug/change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model families and tasks." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and modalities." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43671", + "right": "issue:43909", "accept": false, - "reason": "Weight-sparse transformer/circuitgpt and EUPE are unrelated architecture proposals." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests." }, { - "left": "issue:43837", + "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different domains with no shared code-path issue." + "reason": "Sparse transformer support and EUPE support are different architectures." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and weight-sparse transformer support are distinct changes." + "reason": "Qwen3-ASR and the sparse transformer request do not target the same code path." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech models/tasks." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model additions." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model areas and changes." + "reason": "ASR support and OCR2 support are different modalities and not duplicates." } ] }, @@ -15425,8 +15409,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -15447,82 +15431,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "77ef16526c220b120ad705a68773149b9490ca1c85b97c48a0b194a9fca5d392", + "prepared_review_unit_hash": "7d746c0b3b1d7c314490fa1a3a5666b7717f8c809480ad90a20bf5b8ea1285d9", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6291, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6291, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only loosely similar by being small correctness/typo-style reports, but they cover different models, configs, and tokenizer behavior. I do not see any true duplicate pairs in this cluster.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43668 is the cleanest representative of the loose similarity cluster: a small, concrete config/type-correctness bug. The other issues are separate model, loss, tokenizer, or typo problems rather than the same underlying defect.", + "summary": "The cluster is not a true duplicate set: the issues concern unrelated areas (normalization, Mask2Former loss handling, tokenizer warnings, a config type hint, and a typo in a quantization symbol). The only commonality is superficial wording, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43668 is the most suitable anchor because it is precise and actionable, but it should still be treated as its own issue rather than a duplicate umbrella for the rest.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different bug classes: Llama4 normalization semantics vs ModernBERT config type hint. No shared code path or concrete duplicate signal." + "reason": "Both mention normalization-related terms, but one is about whether Llama4TextL2Norm is RMS norm and the other is a ModernBERTConfig type hint; different files, models, and bug types." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling and loss-kwargs forwarding are distinct bugs in different code paths." + "reason": "Mask2Former ignore_value handling and kwargs not being forwarded to a loss function are distinct implementation issues in different code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Segmentation loss parameter usage is unrelated to the tokenizer regex warning regression." + "reason": "These are unrelated: one is a model-specific ignore_value bug, the other is a tokenizer regex warning after a version change." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Unrelated issues: model loss parameter usage vs a typo in a quantization attribute name." + "reason": "A Mask2Former loss/config bug and a typo in a quantization attribute are not the same underlying defect." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different subsystems and defects: Mask2Former behavior vs a ModernBERT config annotation bug." + "reason": "Different models and different problem classes: unused ignore_value versus an incorrect type hint." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-function kwargs propagation is unrelated to a config type-hint mistake." + "reason": "Forwarding kwargs to a loss function and correcting a config type hint are unrelated fixes." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT config typing and tokenizer regex warnings are separate, non-overlapping bugs." + "reason": "A ModernBERTConfig annotation issue does not match a tokenizer regex warning regression." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Both are small correctness issues, but one is a config type hint and the other is a string/attribute typo; not the same underlying bug." + "reason": "These only share the fact that both are small correctness issues; one is a type-hint typo, the other is a symbol-name typo in quantization code." } ] }, @@ -15541,8 +15525,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -15552,12 +15536,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "c36a7eacc89892d9fa28a706ce07b0b0b2a36f68a5bdaa7afd47cbfbbb732b84", + "prepared_review_unit_hash": "d285e80d4f39570046f2f340b8ad8458e2a86dfea4ef0aad543c19edf64ffbb0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -15565,7 +15549,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -15574,18 +15558,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one requests block decoding support, the other requests DeepSeek v3.2 support. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two issues are not duplicates: one is a generic block-decoding request, while the other is a specific request for DeepSeek v3.2 support. There is no shared underlying bug or change here.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative because they describe different feature requests and do not appear to be the same underlying problem.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Titles and likely intent differ substantially: block decoding vs. DeepSeek v3.2 model support. No evidence they target the same bug/change." + "reason": "Different topics and scopes: block decoding vs model/version support. The titles and available metadata do not indicate the same underlying issue." } ] }, @@ -15604,8 +15588,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -15615,12 +15599,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "f0195d356360e4be2cf96a025d3e360b8b81ec2d6d81775a2a3a3b9b9ceaa5f2", + "prepared_review_unit_hash": "f52b10dfe50c835a1857ed7ee0257f8076630d6e3b10dfec219389e7e0e92e54", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15628,7 +15612,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15637,18 +15621,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad theme level (custom trainers/Trainer extensibility), but they describe different problems and code paths: one is about `remove_unused_column`, the other about FLOPs estimation. I would not treat them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43598 is the more specific Trainer customizability problem centered on `remove_unused_column`, making it a clearer canonical representative for that topic.", + "summary": "Both issues concern Trainer behavior with custom trainers, but they target different code paths: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They are related in theme, not the same bug.", + "confidence": 0.81, + "canonical_issue_reason": "#43598 is the better canonical issue because it describes the broader Trainer customizability problem more directly and is more likely to serve as the umbrella for related follow-ups.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the best single issue to keep because it names a concrete Trainer behavior and likely has the most actionable scope among the two.", + "best_issue_reason": "#43598 is the best representative issue for the cluster since it frames the general Trainer customization concern more clearly; #43600 is a narrower instrumentation-specific concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying issues: `remove_unused_column` behavior vs FLOPs estimation for custom trainers. They share a general Trainer/custom-trainer context but do not look like the same bug or change." + "reason": "Both mention custom trainers in Trainer, but `remove_unused_column` behavior and FLOPS estimation are different concrete problems and would not be merged as the same underlying issue." } ] }, @@ -15667,8 +15651,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -15678,7 +15662,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "2285fc9cddcb14291f775cbae5a0e9c9d7f2343015c5eaa2b5b613e46a929b46", + "prepared_review_unit_hash": "9a9403447ca689c684572748acf97cde2a3631de63d67c81f68089e8774c9db1", "component_budget": { "node_count": 2, "item_count": 2, @@ -15700,18 +15684,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both model-support requests for Qwen variants, but they target different capabilities and different model families: Qwen3-Omni auto-class registration versus Qwen3.5 sequence-classification support. They do not look like the same underlying bug or change.", - "confidence": 0.93, + "summary": "These are related auto-model feature requests, but they target different model families and different capabilities: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. They do not look like duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue cleanly represents both items because they request different functionality; if forced, issue 43684 is the broader registration request, but it should not be treated as a duplicate of 44405.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different requested support: AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni versus AutoModelForSequenceClassification support for Qwen3.5. They do not describe the same code path or mergeable fix." + "reason": "Different underlying changes: one is generic registration support for Qwen3-Omni, the other is task-specific sequence classification support for Qwen3.5/Qwen3_5Config. Similar area, but not the same bug or mergeable change." } ] }, @@ -15730,8 +15714,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -15748,12 +15732,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "65e5db4f89c74b105667aaf03e8ce93cebc1381a6fb267c0fa92cbe6347c3f08", + "prepared_review_unit_hash": "40795cb1c81b0677122066b8db925131904d7b8f7e10699348d9fd8f7ff7ef61", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -15761,7 +15745,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -15770,48 +15754,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like low-signal issue noise: three near-identical issues titled \"huggingface \" and one unrelated short title \"Fett\". There isn\u2019t enough substantive content to confidently merge any pair as the same underlying bug.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 43845 is the best representative because it is the earliest of the repeated \"huggingface \" issues and closest to the apparent duplicate set.", + "summary": "This cluster is dominated by near-empty, generic issue titles with no actionable details. Three issues are effectively identical in form (\u201chuggingface \u201d), while one (\u201cFett\u201d) is unrelated. I would consolidate the huggingface reports under the earliest one, but the evidence is too thin to treat any pair as a true duplicate with confidence.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43845 is the earliest of the nearly identical \u2018huggingface \u2019 reports and is the most reasonable representative for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the most canonical issue candidate: earliest among the repeated-title issues, with the same minimal wording as 43846 and 43859.", + "best_issue_reason": "43845 is the best issue anchor because it is earliest among the repeated \u2018huggingface \u2019 submissions and matches the cluster\u2019s dominant pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body or target details to indicate the same bug." + "reason": "Only weak text similarity; \u2018Fett\u2019 and \u2018huggingface\u2019 do not show the same underlying bug or change." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete evidence of a shared underlying problem." + "reason": "Only weak text similarity; no concrete shared problem is described." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles; the available metadata is too thin to treat them as duplicates." + "reason": "Only weak text similarity; unrelated-looking titles with no substantive issue details." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Identical short titles, but there is no substantive description or target evidence to confirm the same issue." + "reason": "Very similar placeholders, but the bodies are too sparse to verify they are the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same generic title text, but the record lacks enough detail to safely merge them as one bug." + "reason": "Same broad title, but no concrete bug description or shared target to justify merging." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same generic title text, but no body/target evidence establishes a shared underlying issue." + "reason": "Same broad title, but insufficient evidence of one concrete shared defect." } ] }, @@ -15830,8 +15814,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -15852,7 +15836,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "6a037fe9c8df00aea33cf06d23992ec1d75af707ac746967ef7fa0185b2ac6e5", + "prepared_review_unit_hash": "dc176460818cee6d63b5360de7889a2d1934e945d8a7aaae0d5d3966be4c376a", "component_budget": { "node_count": 5, "item_count": 5, @@ -15874,66 +15858,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are low-information spam/placeholder issues with different surface titles and no evidence of a shared underlying bug or change. They should not be merged as duplicates; treat them as separate junk reports, with one generic spam issue as the best representative.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44371 is the earliest clear spam placeholder ('') and is as representative as any other item in this cluster.", + "summary": "All items appear to be unrelated low-information/spam issues; none has enough concrete evidence to be treated as a duplicate of another. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44418 is the best representative only because its title is slightly more descriptive than the spam/placeholder titles; it still lacks enough substance to justify a true canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the best representative because it is a generic spam placeholder and predates the other similarly empty items.", + "best_issue_reason": "Issue 44418 is the least spam-like and most human-readable issue title in the set, so it is the best single representative for triage purposes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders, but there is no concrete shared bug/change to justify duplicate merging." + "reason": "Both are placeholder spam titles with no body detail, targets, filenames, or other evidence of the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam placeholders, but the cluster lacks any actual technical issue identity to unify." + "reason": "Identical generic titles alone are not enough; there is no concrete evidence they describe the same bug or change." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like and the other is a documentation suggestion; they do not describe the same underlying problem." + "reason": "A spam placeholder and a documentation-suggestion title do not indicate the same underlying report." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' and 'Check out \"Google LLC\"' are different spam-style titles with no evidence of the same issue." + "reason": "The titles are unrelated and there is no shared technical context to justify duplicate treatment." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." + "reason": "A documentation enhancement request and a spam placeholder are not the same issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." + "reason": "No concrete overlap beyond low-information metadata; this is not enough to accept a duplicate edge." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "They are both spam placeholders, but there is no concrete underlying bug/change to establish a true duplicate." + "reason": "Matching spam-like titles do not establish the same underlying bug or change without additional context." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Different spam-like titles with no shared technical subject or code path." + "reason": "These titles are unrelated and there is no shared code-path or explicit linkage." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Different spam-like titles with no shared technical subject or code path." + "reason": "The records have no overlapping technical details; they should not be merged as duplicates." } ] }, @@ -15952,8 +15936,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -15963,12 +15947,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "30781db1a62da1fafdfeeee6d00a3023179924a5762c35e279add45455063975", + "prepared_review_unit_hash": "cf494af436be5616134f7b713cf8520a40d6e98ce87ce7f849d38300cf5fd9ce", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -15976,7 +15960,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -15985,28 +15969,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "#45145 and #45151 look like a likely duplicate pair: they have identical titles, very similar body lengths, and a soft-similarity signal. The evidence is suggestive but not definitive, so the duplicate assessment should stay conservative. #45145 is a reasonable canonical choice because it has an inbound reference.", - "confidence": 0.8, - "canonical_issue_reason": "#45145 is a reasonable canonical issue because it has one inbound reference and the pair appears to be a likely duplicate based on identical titles and soft similarity. The packet does not prove the two reports are identical, so this is a conservative choice rather than a definitive identity claim.", + "summary": "The packet supports that issues 45145 and 45151 are highly similar, with the same title and a soft-similarity match. It does not establish that they are exact duplicates or that their bodies are identical. Issue 45145 is the slightly better canonical choice because it has an inbound reference, but the evidence is still limited.", + "confidence": 0.84, + "canonical_issue_reason": "45145 is the better canonical issue only by a small margin: it has the same title as 45151 and one inbound reference, which makes it a slightly stronger anchor for the cluster. The evidence does not prove exact duplication.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue candidate because it is the likelier canonical representative of this duplicate pair and has the only inbound reference. The available evidence supports similarity, but not certainty that the two reports are the same.", + "best_issue_reason": "45145 is the best global issue candidate because it is the most connected of the pair and has the same title as 45151. However, this is a soft cluster, so the choice is based on linkage strength rather than a confirmed duplicate relationship.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Likely duplicate pair: identical titles, very similar body lengths, and a soft-similarity signal. The evidence is enough to treat them as the same underlying report for triage, but not strong enough to claim strict identity." + "accept": false, + "reason": "This is only a soft-similarity match with deterministic_accept=false. The titles match, but the packet does not provide enough evidence to treat them as the same underlying issue or an exact duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The conclusion is a bit too strong for the evidence in the packet. The packet supports that #45145 and #45151 have identical titles, similar body lengths, and a soft-similarity signal, but it does not show the bodies themselves or prove they are the same report. The canonical-choice rationale is also only weakly grounded: having one inbound reference makes #45145 a reasonable pick, but not definitively the same duplicate. Please phrase this as a conservative similarity/likely-duplicate assessment rather than a firm identity claim." + "feedback": "The summary overstates the evidence. The packet only supports that the two issues share the same title and have a soft-similarity match; it does not prove they are exact duplicates or have the same body text. The soft-edge accept is also too strong given the evidence: the pair is only a soft-similarity match and deterministic_accept is false. The inbound reference on 45145 can justify it as a slightly better canonical candidate, but not a strong or exact duplicate claim." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16072,8 +16056,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -16083,40 +16067,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "fe1979d9764c81cd6adcdc76743dcc7300d6132e514bc92e4a2d21f4b821af5e", + "prepared_review_unit_hash": "b043f18b803f39253da7363028f9c77ae154fb10f33764ceb312c669bdc73c1f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different 4-bit inference bugs in the same general area, but they do not appear to share the same root cause or fix path. One is a Gemma4/audio-module uint8 `torch.finfo()` TypeError; the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are related only at a very broad level (4-bit inference / bitsandbytes), but they describe different bugs, different failure modes, and likely different fixes. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45674 is the more general and actionable report: it names the configuration trigger (`llm_int8_skip_modules`) and the resulting regression in 4-bit inference, making it a better representative issue for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the more general and clearly actionable BitsAndBytesConfig regression, with higher discussion activity; if a single representative issue is needed, it is the better anchor, though it is not a duplicate of 45672.", + "best_issue_reason": "Issue 45674 is the best overall representative because it describes a concrete, reusable configuration bug rather than a model-specific symptom, and the repro/failure mode is clearer.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different failure modes and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion logic. Shared 4-bit inference context is too broad to treat as the same bug." + "reason": "Do not dedupe: 45672 is a Gemma4/audio-module `torch.finfo()` TypeError on uint8 weights, while 45674 is a BitsAndBytesConfig regression where `llm_int8_skip_modules` clears the default `lm_head` exclusion and triggers an AssertionError. Same broad area, different code paths and fixes." } ] }, @@ -16135,8 +16119,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -16146,29 +16130,29 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "f764d3673d0ebed7502fa72c8dc50f4e42af523ca86355385eefb7930eff99ba", + "prepared_review_unit_hash": "52b48b2ce0b96c9bf2b5c2bd05522b0a03c3757bc988decb84346ac41de10946", "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": "The two issues are not duplicates: they reference different people and different dates, with only a shared surname-like token creating weak similarity.", + "summary": "These two issues do not look like duplicates of the same underlying bug or request; they are just two separate closed issues with different personal-name titles and dates and no supporting body text.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -16179,7 +16163,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and birth dates; no evidence they describe the same underlying issue or content." + "reason": "Different titles/names and dates, no body, no shared bug description or explicit linkage; this does not indicate the same underlying issue." } ] }, @@ -16198,8 +16182,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -16209,7 +16193,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "bcec43db9aaf53e57742d54e5153f5efa7382e045bee057d91f46cd0c7d95278", + "prepared_review_unit_hash": "3d886d2092974221bd5effb3ded5b764e5381609f7336d09af99a1fb6494aa52", "component_budget": { "node_count": 2, "item_count": 2, @@ -16231,18 +16215,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are closed, empty issues with unrelated person-name/date titles. There is no evidence they describe the same bug or even a software problem; they look like separate low-signal/possibly spam issues.", - "confidence": 0.95, + "summary": "The two closed issues appear unrelated: both are bare personal-name/date titles with no body or shared technical context, so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative: both have no body, no links, and no technical content to identify a shared underlying report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only superficial similarity in title structure; the names/dates differ and there is no technical content indicating the same underlying issue." + "reason": "The titles refer to different people and different dates, with no shared bug report, code path, or issue context." } ] }, @@ -16261,8 +16245,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-39895-13", "nodes": [ @@ -16464,8 +16448,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40546-2", "nodes": [ @@ -16527,8 +16511,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40755-2", "nodes": [ @@ -16653,8 +16637,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41797-3", "nodes": [ @@ -16724,8 +16708,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42975-2", "nodes": [ @@ -16787,8 +16771,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42978-7", "nodes": [ @@ -16911,8 +16895,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43291-3", "nodes": [ @@ -16989,8 +16973,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43488-2", "nodes": [ @@ -17052,8 +17036,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43612-2", "nodes": [ @@ -17115,8 +17099,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43651-2", "nodes": [ @@ -17178,8 +17162,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43656-3", "nodes": [ @@ -17318,8 +17302,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -17864,8 +17848,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -17968,8 +17952,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43998-13", "nodes": [ @@ -18297,8 +18281,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44662-3", "nodes": [ @@ -18375,8 +18359,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44979-2", "nodes": [ @@ -18438,8 +18422,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45086-2", "nodes": [ @@ -18501,8 +18485,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45115-2", "nodes": [ @@ -18564,8 +18548,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45332-2", "nodes": [ @@ -18627,8 +18611,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45415-2", "nodes": [ @@ -18706,7 +18690,7 @@ "pull_request:45817|pull_request:45843", "pull_request:45836|pull_request:45843" ], - "prepared_review_unit_hash": "4f65b93ec35f10c0b30cb387b9d0062dffe5ae2965cb9ef7cfd68b3fd43ddb2c", + "prepared_review_unit_hash": "9b112161716be4895913ffb98ae3da14ed8dbadc7448fbe67a752e9cbc4f0add", "component_budget": { "node_count": 4, "item_count": 4, @@ -18728,36 +18712,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar around model-parallel/runtime compatibility, but they fix different model families and different concrete code paths. None of the soft pairs look like true duplicates.", - "confidence": 0.86, + "summary": "These pull requests are thematically similar around model-parallel or test-stability work, but they target different models and different concrete failures, so they should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the best representative of the cluster: it fixes a concrete runtime device-placement bug in actual forward code for two related model families, rather than only adjusting tests or making a broader infrastructure change.", + "canonical_pr_reason": "PR 45817 is the clearest representative code fix: it addresses an actual model-parallel bug in Gemma4 with focused implementation changes and tests, rather than being mostly test skips or a broader multi-model sweep.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the strongest overall candidate because it addresses the clearest model-parallel failure mode with an explicit code fix and test coverage, making it the most useful exemplar for this cluster.", + "best_pr_reason": "PR 45817 is the best standalone PR in this cluster because it fixes a specific code-path problem in the model itself and is well-scoped enough to stand as a representative bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Both are model-parallel fixes, but they target different underlying bugs and code paths: AltCLIP/ChineseCLIP token_type_ids device placement vs Deimv2 no-split propagation." + "reason": "Both are model-parallel themed, but 45487 fixes token_type_ids device handling in AltCLIP/ChineseCLIP while 45843 propagates _no_split_modules in Deimv2. Different models and different failure modes." }, { "left": "pull_request:45487", "right": "pull_request:45836", "accept": false, - "reason": "Not the same change: 45487 fixes runtime model-parallel behavior, while 45836 only skips failing tests for MiniCPM-V/Qwen3.5 cache incompatibility." + "reason": "45487 is a real code fix; 45836 only skips failing tests for MiniCPM-V 4.6/Qwen3.5 cache compatibility. Not the same underlying bug or change." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Different concrete problems in different model implementations: Gemma4 device/micro-architecture handling vs Deimv2 backbone split propagation." + "reason": "Gemma4 model-parallel fixes and Deimv2 model-parallel fixes are different concrete bugs in different code paths, so they are not duplicates." }, { "left": "pull_request:45836", "right": "pull_request:45843", "accept": false, - "reason": "One is a test-skip PR and the other is a code fix for Deimv2 model parallelism; they do not appear to be the same underlying bug or change." + "reason": "One PR skips incompatible tests, the other changes Deimv2 model-parallel behavior in production code. These are not the same underlying issue." } ] }, @@ -18776,8 +18760,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45548-2", "nodes": [ @@ -18839,8 +18823,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45639-2", "nodes": [ diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index d03e1019d34505d97e450cd9df3c7d24acf6d34c..95796a666fe7d739c40a7bd540801811610f42b1 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260509t180029z", + "analysis_id": "hybrid-model-20260510t000023z", "archived_artifacts": { - "hybrid": 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"issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260510T000023Z/analysis-runs/hybrid-model-20260510t000023z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260510T000023Z/analysis-runs/hybrid-model-20260510t000023z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..229dab992f065c96463b59680e2b1bd7f0f2c848 --- /dev/null +++ b/snapshots/20260510T000023Z/analysis-runs/hybrid-model-20260510t000023z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19011 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260510T000023Z", + "generated_at": "2026-05-10T00:05:56Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "6ecb5e0f3a8a83d0a456d71df09f36534fc6fc3f219e64fd95715f0bbf3d4045", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + 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They do not look like the same underlying bug cluster.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 16618 is the most active and most general user-facing report in the set, but it is still a different problem from the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the strongest representative only by discussion/activity, not because it matches the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different code path and symptom than a bert-base-uncased model-loading failure." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model authentication/error-message handling is distinct from a generic inability to load bert-base-uncased." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "616cd81c38e8480ed7d8f53468498fdf7fd59fd92209ddc88a0170377250f824", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 71, + "serialized_chars": 48875, + "estimated_input_tokens": 12219, + "estimated_eval_tokens": 24694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are false positives from broad lexical similarity. The only clear duplicate is the ZeRO-3 Bert index-out-of-bounds report pair; the rest differ by model, backend, or failure mode.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the real duplicate pair: it describes the ZeRO-3/Bert index-out-of-bounds failure clearly and can serve as the canonical target for issue:43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best issue to anchor duplicate triage because it is specific, reproducible, and has a true near-duplicate in issue:43638.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Same project area (Qwen3.5) but different failures: config attribute error vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models and backends: GPT-OSS on AMD GPUs vs an MPS histogram/int error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bugs: Mistral-3 dtype mismatch in preprocessing vs GPT-OSS not working on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/back-end themed, but they are unrelated model-specific failures with no shared code path." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and symptoms: AMD GPU failure vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated failures: Qwen-3 NVFP4 runtime error vs GPT-OSS AMD GPU issue." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different subsystems entirely: DeepSpeed collective mismatch vs ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model/runtime issues, but one is ModernBERT ONNX export and the other is Qwen3Moe FP8 loading." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different concrete problems: ONNX export vs auto device mapping cuda assert." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup items, but they reference different removed docs/features and are not the same underlying issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different code paths: ONNX export vs missing GenerationMixin import." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both involve tensor shape/device problems, but the reports are about different models and different failure modes." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Similar error shape, but one is ZeRO-3 Bert index-out-of-bounds and the other is a generic mask/index shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Not the same bug: ZeRO-3 Bert loading failure vs a separate mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic shape-mismatch IndexError vs a GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different failure mechanisms: mask/index shape mismatch vs Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed loading, but the specific failures and model paths are different." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3/Bert index-out-of-bounds bug; the titles differ only in model specificity." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy routing issue vs GPT-OSS tensor-parallel failure; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization regression and LoRA save/load inconsistency are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime issues: Qwen-3 NVFP4 error vs LoRA merge/reload mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-related, but activation-checkpointing/FSDP mismatch is a different code path from the mask-index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to the Jamba collective mismatch." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading failure vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing tensor mismatch and compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config attribute error is unrelated to the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as the GPT-OSS tensor-parallel bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and a Qwen-3 NVFP4 runtime issue are different problems." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL embedding unpacking issue is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto-device-map cuda assert are different failures." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 preprocessing dtype mismatch vs MPS histogram/int limitation." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model paths and error types: torch dynamo grouped_mm tracing vs image-preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failures: autocast dtype mismatch vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call issue is unrelated to Qwen3.5 embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both mention ZeRO-3 index errors, but Gemma3 loading and Bert loading are different concrete bug reports." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed items and are not duplicates." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different bugs: dtype mismatch vs video StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram/int error are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different models and failure modes: video StopIteration vs an MPS kernel limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy routing issue is not the same as Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collective mismatch and trainer compute_loss kwarg incompatibility are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is unrelated to the generic mask/index shape mismatch." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation issues, but they refer to different deprecated APIs and different docs pages." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same broad ZeRO-3 loading area, but Gemma3 and Bert reports are not clearly the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 text-config attribute error and Qwen3 auto-device-map cuda assert are different model-specific bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the template-node compilation error." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/index shape mismatch and ZeRO-3 Bert index-out-of-bounds are different failures." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig field regression are different issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 Bert loading bug is unrelated to the torch/transformers incompatibility report." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/runtime issue is unrelated to the pydantic model regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 and chat usage, but one is a model crash in transformers chat and the other is a streaming API failure." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure is unrelated to the Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and load failures: corrupted checkpoint vs NemotronH checkpoint incompatibility." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to the MPS histogram/int kernel issue." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen-3 NVFP4 runtime error are different model-specific bugs." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5/TRL embedding unpacking are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy routing issue is unrelated to the Qwen3-vl StopIteration bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation failure are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 43596/43638 pair is well supported as a near-duplicate ZeRO-3 Bert index-out-of-bounds report, and the other soft-edge rejections avoid overclaiming despite lexical similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 2, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45800" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "56e0ea3808b14e624c576e290464fb05ccb11227a14cb973ef75bd093dd0c803", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37475, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct model- or release-specific bugs. The only clear duplicate set is the v5 non-persistent-buffer regression trio.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the clearest, most specific statement of the shared bug: `from_pretrained()` corrupts non-persistent buffers in Transformers 5.x.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best representative issue because it names the concrete failing path (`from_pretrained`) and the regression symptom directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures: PaddleOCR-VL loading in vLLM vs gpt-oss GGUF architecture support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 config regressions, but the missing `pad_token_idx` and the pydantic `PretrainedConfig` breakage are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different problem spaces: int4 memory/OOM vs tied weights in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE models, but one is a grouped_mm tracing error and the other is a tensor-parallel support issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different code paths and symptoms: autocast dtype mismatch vs chat/completions streaming failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` argument handling is unrelated to the `PretrainedConfig` pydantic regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Model/architecture support vs streaming API failure; no shared concrete bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Generic `remote_code` breakage vs torch/transformers version incompatibility are not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the config-field regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Tracing/grouped_mm failure is unrelated to missing Float8 storage support." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the mask-shape mismatch and zero-sized tensor indexing are different bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is about worse text embeddings and the other about nonsensical AutoModel/pipeline outputs; not clearly the same concrete defect." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend handling is unrelated to the torch/transformers incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different failures: image preprocessor dtype mismatch vs TRL SFT embedding unpacking." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Unpacking embeddings in Qwen3.5 and MPS histogram errors are unrelated MoE issues." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a leaf-directory cache collision and the other is wrong-module selection after save_pretrained; not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the model families and failure modes differ." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn fallback logic are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated model/perplexity report vs a GLM5 issue." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "An algorithmic DSA-indexer discussion is unrelated to a docs typo." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 failure is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weight translation regressions are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to TRL embedding unpacking." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the removed run-command docs issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different failures in different model families; no shared code-path bug is evident." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and `init_empty_weights` argument handling are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in Transformers v5: both say `from_pretrained`/v5 fills or corrupts non-persistent buffers with junk." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying bug: Transformers v5 overwrites/corrupts non-persistent buffers during model loading." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument and invalid method calls on GraniteMoEHybrid are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors and SigLIP2 embedding quality complaints are related only by model family, not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention dtype/precision problems, but autocast mismatch and RLHF NaN from 3D position_ids are different bugs." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and loading noise are not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted cluster is well supported by the titles: 43644, 43950, and 44534 all describe the same Transformers v5 non-persistent-buffer corruption/regression. The rejected soft-edge pairs are stated conservatively and do not overclaim duplication from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 3, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43638", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:41553|issue:43883", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:43054|issue:45701", + "issue:44910|issue:45859", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:43054|issue:43493", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43881|issue:43883", + "issue:41762|issue:42915", + "issue:42491|issue:44368", + "issue:45685|issue:45823", + "issue:43975|issue:44451", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44991|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43792|issue:44220", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823" + ], + "prepared_review_unit_hash": "846505c88f5c08bd3a8de30cce1ae3850e2737da3adaec4e0e33fdbaf5a3ad51", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38226, + "estimated_input_tokens": 9557, + "estimated_eval_tokens": 19370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regression reports. I only see one plausible duplicate-style link: the two SigLIP2 issues, which both point to an HF-vs-reference implementation mismatch. Most other soft pairs are same broad area but not the same concrete bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43493 is the best root-cause report for the only convincing duplicate pair: it explicitly describes the SigLIP2 HF-vs-JAX implementation discrepancy, while issue:43054 reads more like a symptom report about degraded text embeddings.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest cluster anchor overall because it is an open umbrella report for recent remote_code-related breakages and best matches the cluster\u2019s repeated loading/version-regression theme, even though many items are still not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: trainer API change vs DeepSpeed ZeRO-3 loading index error." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is unrelated to torch/transformers compatibility." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and code paths: Voxtral AutoTokenizer error vs Molmo tied-weights attribute error." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are incompatibility reports, but the concrete errors and subsystems differ." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP/SigLIP2, but one is zero probabilities and the other is general embedding quality; not clearly the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs a generic tokenization regression report." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 MoE problems: flash-attn packed-sequence handling vs CPU offload incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated model-loading failures for different models." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA issue is not the same as int4 CUDA memory growth." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "General loading noise vs a specific model load failure; not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but one is missing fields in AutoConfig while the other is a broad compatibility report." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy; one is the symptom, the other the root-cause report." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Deepseek tokenizer behavior vs GPT-OSS-20B on AMD GPUs are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are load-failure-ish, but they involve different models and no shared concrete mechanism." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing and MoE memory usage are different training issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load error and Qwen3 MoE FP8 failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different Qwen3/Qwen3.5 training warnings and failure modes; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int dtype issue is unrelated to Gemma4 device mismatch." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer detokenization regression vs model loading failure are not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for Qwen2.5-VL class is unrelated to bitsandbytes Int8Params incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regressions and Gemma4 device placement are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn fallback gating are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name failure is a different code path from remote_code breakages." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 PLE device mismatch are different problems." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code breakages and Kimi-K2.5 tokenizer regression are related only at a very broad version-regression level." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and fbank feature extraction issue may be related, but not clearly the same underlying bug from titles alone." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related pipeline references, but they are separate documentation cleanup reports." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug and non-persistent buffer corruption are different regression types." + }, + { + "left": "issue:43792", + "right": "issue:43872", + "accept": false, + "reason": "Whisper/fbank failure and bitsandbytes storage-type incompatibility are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load error vs flash-attn fallback gating are different issues." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and remote_code model-loading regressions are not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 Bert load failure and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is cautious and supported by the packet. The only accepted soft edge, issue:43054 \u2194 issue:43493, is plausibly the same SigLIP2 discrepancy, and the other pair verdicts stay conservative by not over-duplicating broad but distinct regression reports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 4, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45161", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45538", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43257|issue:43866", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:45161|issue:45823", + "issue:41553|issue:44991", + "issue:42915|issue:43872", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:41553|issue:44488", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:42915|issue:43957", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834" + ], + "prepared_review_unit_hash": "f37d05c5d27101ba0be54f7851f3f289cf4c68d912396e16e19eab803a045e2d", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36775, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The bucket is mostly heterogeneous, with only a few true duplicate subgroups. Clear matches exist for custom model initialization regressions, the _is_hf_initialized / init_empty_weights regression family, the mask-shape mismatch pair, and a couple of Qwen3/Qwen3.5 DeepSpeed or video-input regressions. No single issue cleanly represents the entire cluster.", + "confidence": 0.77, + "canonical_issue_reason": "43646 is the best canonical anchor among the actual duplicate subgroup because it states the core custom-model initialization regression broadly; 43645 is the notebook-specific variant of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the strongest representative of a true duplicate pair in this set, but the overall cluster is not a single coherent duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate/deepspeed vs a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both describe DeepSpeed ZeRO-3 failing to load Qwen3-family weights, i.e. the same loader-path bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same _is_hf_initialized / init_empty_weights regression; 43872 is a bitsandbytes manifestation of the same bug." + }, + { + "left": "issue:45161", + "right": "issue:45823", + "accept": false, + "reason": "Both involve model-parallel-ish issues, but the concrete failures differ: TP on GPT-OSS MoE vs Gemma4 PLE device placement." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is a tokenizer load failure for a different model." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failure modes and code paths: Qwen3Moe with FineGrainedFP8Config vs a global _is_hf_initialized/bitsandbytes incompatibility." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading complaints, but they target different architectures and likely different loader bugs." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 RLHF/Nan instability from 3D position_ids is unrelated to a flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected trainer kwarg and a mask/index shape mismatch are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion and DeepSpeed gradient averaging are separate training issues." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "These are different tokenizer-loading problems for different models; no shared concrete code-path is evident." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "A _is_hf_initialized constructor regression is unrelated to CLIPTokenizer's model_max_length default." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are different subsystems." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same indexed-tensor vs mask-length mismatch; 44805 looks like a duplicate report of the same error." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are Qwen VL video-input regressions in transformers 5.3.0; 44560 is a specific stopiteration symptom of the broader regression." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs void segmentation-map processing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support and a Phi-tiny-MoE dtype mismatch are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 shared_kv_states bug and the other is a device_map='auto' forward mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Silent non-persistent buffer corruption is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Qwen3.5 flash-attention memory access are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom model initialization regression in Transformers 5.0.0; 43645 just adds the Jupyter notebook context." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss GGUF support and missing Float8 storage type are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope scaling are different regressions." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a video-input regression and the other is unpacking embeddings with TRL SFT trainer." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2_5_VL export and meta-device loading failures are different issues." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A 3d_parallel.py runtime problem is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 loading and meta-device model loading are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 loading are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping failure when adding a new model is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both concern siglip2, but one is zero-probabilities behavior and the other is nonsensical outputs with AutoModel/pipeline; not clearly the same bug." + }, + { + "left": "issue:43632", + "right": "issue:43872", + "accept": true, + "reason": "Both stem from the Transformers v5 _is_hf_initialized change; 43872 is the bitsandbytes failure mode of that regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst stayed conservative and the accepted duplicate pairs are well grounded by the packet titles: 43645/43646, 43872/44291, 41093/44805, and the Qwen video/DeepSpeed pairs are plausible within the same bug family. The summary also correctly avoids claiming the whole bucket is one coherent duplicate set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45584", + "issue:45588", + "issue:45812" + ], + "soft_pairs": [ + "issue:44155|issue:45584", + "issue:44877|issue:45030", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43317|issue:44756", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:45488|issue:45812", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43854|issue:43931", + "issue:41720|issue:42915", + "issue:43708|issue:44075", + "issue:43257|issue:43854", + "issue:42491|issue:45276", + "issue:43856|issue:43873", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:45276|issue:45335", + "issue:36010|issue:39404" + ], + "prepared_review_unit_hash": "063b2ca454b689f48008dd2c5911e3b451ec8d83734f6fcebac87873c2f5fe0c", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36407, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with only a couple of clear duplicate pairs. The strongest duplicate is the Transformers v5 non-persistent-buffer regression; a second plausible duplicate is the resize_token_embeddings failure across model variants.", + "confidence": 0.79, + "canonical_issue_reason": "No cluster-wide canonical issue: the node set spans many unrelated bugs. Among the duplicate candidates, the non-persistent-buffer regression is the clearest shared issue.", + "canonical_pr_reason": null, + "best_issue_reason": "44534 is the best representative issue: it states the Transformers v5 regression succinctly and broadly, and is the clearest canonical wording of the duplicate pair with 43644.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: batched inference token leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation failures, but for different models and different failure modes." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated symptoms: Qwen3-VL video StopIteration vs a generic mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths: ZeRO-3/Bert initialization vs tokenizer mapping in add-new-model-like." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both touch loading/offload memory, but one is a dequantized device_map failure and the other is a Strix Halo mmap OOM." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: ZeRO-3 Bert index error vs tokenizer mapping-name handling." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No shared underlying bug; tokenizer mapping logic and mask-shape indexing are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is a doc-example/model-processor mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 regression: non-persistent buffers are filled with junk." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is bad save_pretrained visual-encoder keys." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different concrete tokenization paths." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures; GLM5 is not the same bug as Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but there is not enough evidence they share the same root cause." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different domains: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading bugs for different architectures and failure types." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3-family failures, but one is device_map/cuda assert and the other is FineGrainedFP8Config." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated training scheduling vs optimizer-argument usage bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different subsystems and models: Qwen3 MoE accelerate/deepspeed loading vs GLM-4.7 test loading." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs Gemma4 embedding resizing." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is quantization offload behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different memory-related failures with no shared concrete code path." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and bugs: Qwen3 MoE LoRA compatibility vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but the reported bug details differ enough that this does not look like one duplicate." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory problems, but one is training inefficiency and the other is int4 reserved-memory OOM regression." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but one is buffer initialization and the other is notebook custom-model initialization." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention bugs: packed-sequence position_ids vs sink-less-model s_aux handling." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and failures: Qwen3.5 chat crash vs Gemma4Processor attribute error in serve." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model-specific loading/compatibility bug vs generic resize_token_embeddings behavior." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but the evidence only shows separate model-specific failures." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: embeddings are not updated on model-specific output/decoder embeddings." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated issues: a GenerationMixin import error vs Whisper pipeline return_language behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The cluster is clearly heterogeneous, and the two accepted duplicate pairs are well supported by the issue titles: 43644/44534 share the same Transformers v5 non-persistent-buffer regression, and 45276/45335 share the resize_token_embeddings regression across model variants. I did not see any soft-edge verdicts that overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 6, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43404|issue:43454", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:43335|issue:45663", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:41720|issue:44155", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "bdece9ceb2d966be418903dee166308c8f9e29bdd0365a29497661cb2bb95d82", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37684, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated model-loading, quantization, and training bugs. The only clear duplicate-style matches are the `resize_token_embeddings` regressions, where the generic issue and the model-specific reports look like the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the underlying `resize_token_embeddings` bug in the most general form (`output_embeddings` not updated), while the other matching reports are model-specific variants of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best global issue representative for the duplicate cluster, since it captures the shared `resize_token_embeddings` regression more broadly than the model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying bugs, but they hit different model classes and likely different code paths; too broad to treat as the same duplicate." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "One is about `extra_state` in save/load, the other about `init_empty_weights` passing `_is_hf_initialized`; related area, different bug." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but the titles point to different models and different root causes." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as meta-device loading failures; different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different models and symptoms; no shared code-path evidence." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different architectures and failures; only a superficial theme of configuration/runtime bugs." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA is unrelated to a T5 RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization and OOMs, but one is offloading behavior and the other is reserved-memory growth under int4; not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different features: FSDP2 shared_kv_states rebuild versus multimodal config unwrapping." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma runtime paths and different failures; not the same underlying bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Both are forward-time bugs in multimodal models, but the reported mechanisms are different and not mergeable as one fix." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different bugs: unit-test loading vs incorrect save_pretrained checkpoint handling." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` loading error and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats, models, and symptoms; not the same concrete issue." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "One says checkpointing is ineffective, the other says it cannot be used in eval mode; different behaviors." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load, but one is permissions propagation and the other is wrong-module reloading." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug; 45276 is the Gemma4-specific manifestation of the broader 45292 report." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load `extra_state` handling is unrelated to mmap-induced OOM." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Device-map CUDA assert and AudioFlamingo3 token leak are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are regression-style multimodal issues, but they affect different models and different subsystems." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer checkpoint step calculation are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared state rebuilding are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Both are GLM-related, but one is a specific load/test issue and the other is a broad GLM5 report." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` regression; 45335 is the T5Gemma-specific manifestation of the broader output-embedding bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different model load failures with no evidence of a shared root cause." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failures are different issues." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom-model initialization breakage is not the same as `extra_state` save/load handling." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are checkpoint/loading problems, but the models and failure mechanisms differ." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization and mmap OOM are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on newer torch and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "`43906` is only a reproduction of an earlier issue and does not clearly match the specific Qwen3.5 `linear_attention` crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45292 is a reasonable canonical representative for the resize_token_embeddings regression, and the accepted soft edges to issue:45276 and issue:45335 are conservative given the very similar titles and the shared output_embedding/decoder.embed_tokens symptom. The other pairwise rejections are generally cautious and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 7, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42915", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:42915|issue:44863", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43856|issue:44756", + "issue:40990|issue:42947", + "issue:39404|issue:44671", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084" + ], + "prepared_review_unit_hash": "ed6af37e5c8fe762aa29e551cc635bf57d571b69fd9db788c6fe29b86914d769", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37279, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated Transformers regressions or feature requests, and none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43611 is the best representative anchor because it is a concrete v5 model-loading regression with a clear code path and broader scope than the more model-specific reports, though the overall cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the strongest issue to keep as the cluster anchor: it is specific enough to be actionable, but broad enough to represent the dominant v5 loading-regression theme in this noisy group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and a tokenization-behavior report are different problems and code paths." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility and Gemma4 device-mismatch during forward are unrelated failures." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading regression and Jupyter custom-model initialization issues are distinct bugs." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A torch version compatibility issue is not the same as a multimodal dtype mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures; no shared concrete bug." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template compilation error are separate code paths." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mentioning return_all_scores and docs mentioning removed pipeline tasks are different documentation issues." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export / torch_compilable_check failure and Perceiver non-default resolution failure are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL-MoE loading breakage and Qwen3-VL-30B weight-shape mismatch are not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models and a mask-shape IndexError are not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 embedding unpacking in TRL are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compile error are different failures." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and mmap OOM on Strix Halo are different performance problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss and gradient checkpointing ineffectiveness with LoRA are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction regression are different model issues." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and ModelOutput key assignment with None are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and Qwen multimodal text_config unwrapping are different serialization paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are distinct tokenizer/loading bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3 BertModel IndexError and compiled flex_attention torch-version failure are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and tokenizer loading failure for a different checkpoint are not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer regressions with different failure modes and different affected models." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU device placement bug and CPU-offload incompatibility in Qwen3_5Moe are separate issues." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and Whisper return_language regression are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling and video input regression are different code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and Mistral regex patching failures are distinct tokenizer issues." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name failure and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model and runtime post-processor updates in TokenizersBackend are not the same issue." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are different failures." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Model loading with base_model_prefix and junk-filled non-persistent buffers are different regressions." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor and _torch_extract_fbank_features are related to audio preprocessing but not clearly the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch and non-template-node compilation error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 8, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43541", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584" + ], + "soft_pairs": [ + "issue:43883|issue:44488", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:42915|issue:45084", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:43632|issue:44756", + "issue:42915|issue:44291", + "issue:44062|issue:44987" + ], + "prepared_review_unit_hash": "c5a3b15716260e725c6382fc5e208214d22dd9e0dbb4f62050bd038363741a97", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38560, + "estimated_input_tokens": 9640, + "estimated_eval_tokens": 19536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of separate Transformers regressions around loading, tokenizer/model init, quantization, and model-specific edge cases. I did not find any soft pair that looks like the same concrete bug strongly enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the v5 model-initialization regression subgroup, so it is the best anchor if one must be chosen; however, the cluster is heterogeneous and not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most general issue title among the initialization-related reports and is the clearest representative of the closest mini-cluster, though still not a reliable duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different error paths; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two separate checkpoint-loading failures for different models; no concrete shared code-path is evident." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is unrelated to PagedAttentionCache group-type handling." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and Qwen2.5-VL iterable dataset/image handling are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper token handling, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is non-persistent buffer serialization and the other is custom model initialization in notebooks; too different to merge." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; no same underlying defect is shown." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and template-node compilation error are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer attribute conflict and Qwen3Moe FineGrainedFP8Config failure are different subsystems and failure modes." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is API breakage around gguf_file and the other is a specific Qwen2.5-GGUF v5 failure; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config loading failure and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map auto offload failure and GGUF model loading failure are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL rope-index scaling bug are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but for different models and different errors." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both concern tied weights, but one is a model-specific untied lm_head bug and the other is serialization differing by device; not the same concrete issue." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and notebook custom-model initialization breakage are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single output mismatch are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 initialization-related, but one is about custom model init and the other about non-persistent buffers being filled with junk; related theme, not same bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Separate model-loading failures for different repositories and error causes." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo image-size mismatch are different model issues." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segmentation fault and Qwen3OmniMoe video-processing ValueError are distinct multimodal loading/runtime bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Padding-mask support in MIMI encoder and DAC from_latents STE mismatch are separate audio/model-consistency issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom-model initialization in notebooks is not the same as non-persistent buffer junk filling." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and template-node compilation error are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failure and tokenizer regex patch crash; no shared concrete bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is incorrect checkpoint saving broadly and the other is incorrect visual-encoder keys; related family but not the same specific bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export exportability with torch_compilable_check is unrelated to OmDet-Turbo input resolution mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A model-loading regression and a tokenizer regex patch crash are different code paths." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature-extraction issue and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights/LM head behavior, but one is missing tying in a specific model and the other is LoRA merge collapse with extended vocab; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window bug are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and disabling mmap on Strix Halo to avoid OOM are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8 loading and init_empty_weights unexpected _is_hf_initialized argument are different initialization/quantization issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and a model-loading failure for physical-intelligence/fast are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 9, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:41553|issue:43582", + "issue:43317|issue:43856", + "issue:44479|issue:45325", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43818|issue:45357", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:36032|issue:41720", + "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:43792|issue:44589", + "issue:43632|issue:44534", + "issue:44403|issue:44991", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:40444|issue:45325", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:42175|issue:43296", + "issue:43531|issue:44291", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "6aa89efb21ad358fa4f0c0caaf4b621b257a50a1e8621ffcd75b9ab44bc368ec", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36181, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several separate Transformers v5 regressions and model-specific loading/training bugs, but no soft pair looks like a true duplicate. The broadest umbrella issue is the open remote_code regression report.", + "confidence": 0.47, + "canonical_issue_reason": "issue:45020 is the broadest open issue here, covering recent-version breakage in model loading with remote_code, which is the closest umbrella for the loading/regression-heavy subset of this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to keep as the cluster anchor because it is open, broad, and captures the common theme of recent Transformers regressions better than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures: T5 tokenizer method conflict vs a key error while loading MobileLLM." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention float8-related failures, but one is Qwen3Moe FP8 config handling and the other is a missing Float8 storage type; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Separate v5 regressions: base_model_prefix loading failure vs non-persistent buffer corruption." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated model/config bugs: Qwen3-MoE sliding_window issue vs granite_speech strict config loading." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems entirely: tokenizer error message vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is device_map/offload loading failure; the other is Qwen3 MoE training memory inefficiency. Same broad area, different bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL-related, but one is a broad video-input regression and the other is a still-image temporal position_ids scaling bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Incompatible torch/backend issue vs an unrelated logging/noise issue during model loading." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely different problems: perplexity on GPT-OSS vs Whisper decode skipping special tokens." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and code paths: Video-LLaVA weight/temporal attention issue vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow packaging/backend, but one is missing TF from the torch extra and the other is an undefined tf backend when only tensorboard is installed." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one ignores tokenizer.json and the other yields wrong Granite token IDs; not the same concrete failure." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method conflict vs Qwen3 auto device mapping cuda assert; unrelated bugs." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both touch special-token handling, but one is runtime post-processor refresh and the other is add_special_tokens not adding BOS/EOS for a specific tokenizer." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states reconstruction error; different code paths." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs missing Float8 storage type; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different Transformers v5 regressions: _is_hf_initialized breakage vs junk-filled non-persistent buffers." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Broad loading noise report vs tokenizer loading failure for a specific model; not a duplicate." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are classification-training regressions, but one is flash_attention_3-induced degeneration and the other is a zero-loss problem from num_labels=1." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer model_max_length handling; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch flex_attention compilation failure vs remote_code model loading regressions; different layers of the stack." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training issues, but multi-GPU training and iterable-dataset multi-image finetuning are distinct bugs." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loading failures: GGUF/v5 compatibility vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Init_empty_weights/_is_hf_initialized argument issue vs Float8 storage lookup failure; not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL regressions: multi-image iterable dataset failure vs still-image temporal position scaling." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different model families and symptoms: MIMI padding-mask issue vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 A800 cuda assert vs Mistral tokenizer regex patch crash; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow packaging/backend issue vs PaddleOCR-VL load failure in vLLM; separate causes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs init_empty_weights unexpected argument error; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is custom model initialization; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 10, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43632", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:44079|issue:44534", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:44079|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:44387|issue:44617", + "issue:43881|issue:44488", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:44291|issue:44877", + "issue:43317|issue:43873", + "issue:43606|issue:44265", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43262|issue:43746", + "issue:41720|issue:45823", + "issue:43526|issue:43883", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43377|issue:44898", + "issue:43454|issue:45072", + "issue:40990|issue:45584", + "issue:43572|issue:45759", + "issue:39692|issue:40444" + ], + "prepared_review_unit_hash": "e7f90e29b8ebe9c37644eb9fe77fc3070ae5229e6d700c1559880aedfb7195a2", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37595, + "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 heterogeneous set of unrelated bug reports. I only found one plausible duplicate pair: the Qwen video-input regression reports (#44479 and #45381). All other soft edges look like different bugs or different code paths.", + "confidence": 0.71, + "canonical_issue_reason": "#44479 is the broadest and most representative report of the Qwen video-input regression; it covers multiple affected Qwen variants, while #45381 is the narrower qwen2.5-vl manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "#44479 is the best issue anchor here because it captures the most general version of the only likely duplicate bug in the set and is the clearest representative for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: export failures around torch_compilable_check vs bfloat16 dtype mismatches during inference." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: _is_hf_initialized / v5 initialization breakage vs dtype mismatch under bfloat16 inference." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related theme (tied weights) but different code paths: one is failing to tie lm_head weights, the other is inconsistent serialization behavior by device." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 AutoModel/pipeline nonsense outputs vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different underlying bugs: ModelOutput key assignment vs non-persistent buffer junk in v5." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different Qwen-family problems: still-image rope scaling bug vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both involve model loading, but the concrete failures differ: whisper runtime failure vs meta-device loading breakage in v5." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different problems: FineGrainedFP8Config failure vs GGUF loading failure in transformers v5." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: ModelOutput key handling vs dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is iterable-dataset multi-image finetuning and the other is video position-id computation." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL positioning, but one is still-image temporal scaling and the other is video-input vision_position_ids." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different regressions: non-persistent buffer junk vs ModelOutput key assignment." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is increased reserved memory under int4 quantization and the other is a model-specific video OOM." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they affect unrelated models with no shared concrete code path evident." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different layers and failures: PaddleOCR-VL load in vLLM vs torch/transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: Qwen video-input regression vs Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training scenarios and model families; no shared concrete bug path." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different loading/config issues: unexpected _is_hf_initialized arg vs strict config blocking granite_speech config." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Related offload/quantization area, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading complaint." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different failure modes and subsystems: CPU offload device mismatch vs torch.export / torch_compilable_check export failure." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Completely different problems: checkpoint resume key mismatch vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs torch.export failure; unrelated code paths." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different audio-model bugs: CPU offload device mismatch vs DAC latent/STE mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Different GraniteSpeech-related issues: audio chat-template sampling rate default vs PEFT adapter local checkpoint loading." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different device-map failures on different models; no evidence of the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different regressions: BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: tied lm_head weight issue vs torch.compile SDPA failure in Bamba-9B-v2." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different problems: batching/padding-mask output mismatch in MIMI vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different bugs in different models: MIMI batching mismatch vs Perceiver resolution handling." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: lm_head weight tying vs dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: perplexity anomaly on gpt-oss-20b vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Different issues: missing pad_token_idx in StableLmConfig vs from_config not unwrapping text_config for multimodal Qwen configs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Different models and bugs: SigLIP2 documentation example errors vs Qwen2.5-VL multi-image finetuning failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 11, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:44466|issue:45357", + "issue:43792|issue:44683", + "issue:43296|issue:44877", + "issue:43454|issue:43720", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:34634|issue:35707", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:35707|issue:41720", + "issue:43873|issue:44756", + "issue:44877|issue:44991", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:43526|issue:43881", + "issue:42915|issue:43317", + "issue:43316|issue:44913", + "issue:43550|issue:43606", + "issue:41720|issue:43322" + ], + "prepared_review_unit_hash": "982c472f21e17977c55557050a8d624b5ca3568bc9689ba77260645181c4a213", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated bugs in loading, configs, generation, offloading, processors, and trainer behavior. I found no true duplicate pairs; all soft matches should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No clear duplicate anchor exists. If a representative is required, issue 43873 is the broadest and most referenced offloading/quantization report, but it is not the same underlying bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative by breadth and activity, but only as a loose thematic anchor; it should not be treated as a duplicate of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failure classes: model loading for glm-4v-9b vs tokenizer loading for a specific RoBERTa model." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is tied lm_head weights in v5 and the other is incorrect visual encoder keys for Qwen3.5." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated paths: Whisper model runtime failure vs compiled flex_attention breakage on newer torch." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Different loader issues: PaddleOCR-VL model loading vs strict config rejecting granite_speech config." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Both mention loading and weights, but they are different models and different bugs: tied lm_head weights vs unpacking BitNet packed weights." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to tokenizer changes across versions." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but different code paths and symptoms: device-map CUDA assert vs flash-attention generation regression." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma variants and different bugs: forward variable-name collision vs PLE device mismatch." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both touch save/cache flows, but one is a trust_remote_code cache collision and the other is permission propagation in save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model serialization/weights, but one is Mistral3 tied weights and the other is Qwen3.5 visual encoder keys." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Completely different areas: Bark voice preset handling vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/processor crashes, but the concrete failures differ: multimodal .to on str vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: tokenizer padding/NER crash vs dtype mismatch in inference wrappers." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading bug and Trainer max_steps resume math are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug and device-map CUDA assert are different failure modes with no shared code-path." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both relate to memory/offloading, but one is quantization offload behavior and the other is mmap on Strix Halo causing OOM." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Config strictness blocking granite_speech is not the same as tokenizer loading failing on a specific model in v5." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both concern model loading/state handling, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffers being filled with junk." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated issues: 3d_parallel.py execution failure vs Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug and tokenizer behavior changes are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different model/code paths: torch.compile SDPA failure in Bamba vs packed-weight unpacking in BitNet loading." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image preprocessing size, but they are different models and different bugs, not the same underlying issue." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash in LayoutLMv2 and OmDet-Turbo resolution mismatch are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API mismatch and 3d_parallel execution failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization OOM in Transformers 5.x and the other is a T5-apex RMSNorm memory leak." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal failures: video-input regression in Qwen VL variants vs TRL SFT unpacking of input embeddings." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEIT label reduction bug and glm-4v-9b load failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are loading/config issues, but one is Qwen3Moe FP8 config failure and the other is dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API persistence issues, but the concrete fields and models differ: Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct reload." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Unrelated problems: Bamba SDPA torch.compile failure vs Bark-small CPU offload device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different bugs and symptoms: Qwen3 device-map CUDA assert vs Llava Next segmentation fault on load." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 12, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44779", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:45081|issue:45812", + "issue:40990|issue:45701", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:41720|issue:42617", + "issue:36010|issue:42617", + "issue:43540|issue:43782", + "issue:44186|issue:44361", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:44779|issue:45812", + "issue:42915|issue:43322", + "issue:43606|issue:43720", + "issue:43388|issue:45059", + "issue:43550|issue:43653", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:44451|issue:44991", + "issue:43873|issue:45704", + "issue:45759|issue:45859", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "2d3a809d1d86f0264bcbebdb2821585b30eab274778dae8d34caab27e99722b8", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36745, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports. The rest are different models, code paths, or unrelated bug classes.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44514 is the cleaner canonical issue: it was opened earlier and has the more complete report for the same batched-input `padding=False` crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue overall for the same reason: it is the same bug as 44545 but has the fuller, earlier report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer bugs for different model families (Mistral regex patch crash vs Granite token ID regression)." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and likely roots: perplexity evaluation problem vs tokenization behavior changes across versions." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression for multimodal custom code vs general tokenization change report; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime failures: CUDA assert with auto device mapping vs tensor-parallel not working on GPT-OSS MoE." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Unrelated issues in different components: Qwen3-MoE sliding window vs StableLmConfig pad_token_idx regression." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different code paths and models: CamemBERT MLM outputs vs recurrent state reset in modular Qwen3.5 cache handling." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token post-processing update bug is distinct from Granite tokenizer wrong IDs." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different failures in different features; no shared concrete bug path." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different multimodal model issues: video input processing vs from_pretrained weight_only loading error." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/task crashes; same broad area but not the same underlying bug." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming API failure." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "TokenizersBackend post-processor sync bug is not the same as a general tokenization-version change report." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Completely different components and behaviors: image segmentation maps vs BarkProcessor voice preset." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is a typo and the other is removed pipeline-task documentation; not duplicates." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and outputs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different model/runtime failures: FP8 config issue vs segmentation fault on Llava Next loading." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but the concrete bugs are different model/code paths and not mergeable as one fix." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different subsystems and symptoms: gather_for_metrics label truncation vs SAM3 PCS text/box behavior." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different areas entirely: torch.compile/SDPA vs tokenizer special-token registration." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact crash report: `Qwen2_5_VLProcessor.apply_chat_template` fails on batched input with `padding=False`." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen model/config bugs: sliding window behavior vs `from_config` text_config unwrapping." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different bug classes and model families; no shared underlying change." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token update bug is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token count tracking is unrelated to progressive generation with embeds and cache." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: config warning vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but for different models and with no evidence of the same root cause." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offload behavior is unrelated to the apex FusedRMSNorm memory leak." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen 3.5/3.6 multimodal config handling vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model execution problems: Perceiver positional interpolation vs dtype mismatch in bfloat16 inference." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet. The lone accepted pair, issue:44514/issue:44545, is an exact title match and the earlier issue also has the fuller report, so the canonicalization choice is conservative. The other soft-edge rejections stay within what the titles support and avoid overstating duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:41720|issue:43746", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:33666|issue:35707", + "issue:43421|issue:43653", + "issue:45588|issue:45759", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:44625|issue:45479", + "issue:45704|issue:45859", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:34634|issue:41720", + "issue:43994|issue:44671", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:42915|issue:45759", + "issue:43596|issue:44220", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:30064|issue:36010" + ], + "prepared_review_unit_hash": "cbafb5631f9b38104abeec8db3b4f4af8f7eaff0dcff30a64587688523acc641", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35665, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. The soft links are mostly broad semantic overlaps (tokenizers, Qwen, gradient/checkpointing, image processors) rather than the same concrete bug, so they should be rejected. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44843 is the most concrete, broadly relevant issue in the cluster and has a clear, actionable tokenizer/offline failure mode; it is also the closest to another soft pair in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is a good representative because it describes a specific reproducible regression with a clearly identified code path (_patch_mistral_regex / HF_HUB_OFFLINE) and is more general than the other similarly themed tokenizer issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failures: Qwen3 device-mapping CUDA assert vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different bugs: AddedToken special-kwarg conflict vs failure to load a specific model checkpoint." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: model loading for a specific repo vs PIL image processors requiring torchvision." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different code paths: Qwen3-MoE sliding_window behavior vs missing Float8 storage type." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different concrete problems: flash_attention s_aux=None crash vs missing text_config unwrap in composite Qwen configs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both concern offline behavior, but one is cache loading and the other is an unconditional model_info call in _patch_mistral_regex." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both mention gradients, but one is eval-mode checkpointing misuse and the other is ZeRO-3 gradient explosion." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer/SFT issues, but they are distinct failures: unpacking embeddings vs evaluate-after-train behavior." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are model/processor mismatches, but they affect different models and different preprocessing mistakes." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer defects: runtime post-processor sync vs NER/batched padding crashes." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated Qwen3-MoE sliding_window bug vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve num_labels, but one is config propagation and the other is degenerate loss for num_labels=1." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different components: T5 apex RMSNorm memory leak vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: weight_only loading error vs wrong video vision_position_ids." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related tokenizer area, but not the same bug: one crashes in _patch_mistral_regex, the other is a Kimi-K2.5 regression with codec handling/warning text." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different models and behaviors: BarkProcessor voice_preset vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific output regressions: SigLIP2 pipeline/model mismatch vs CamemBERT masked LM predictions." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated gradient-checkpointing mode issue vs T5 RMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: documentation/model mismatch vs quantization offloading behavior." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen families and failures: FineGrainedFP8Config error vs missing text_config unwrap." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different runtime errors in unrelated paths: ZeRO-3/BertModel init vs _torch_extract_fbank_features." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal failures: Qwen3OmniMoe video processing vs Gemma 3n audio_mel_mask name collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different issues: CLIPOutput attentions assignment regression vs RTDetrV2 output differences in v5." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems: audio feature extraction vs add-new-model-like/tokenizer mapping logic." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Generic validation error messaging vs a sequence-classification loss/label bug; not the same underlying defect." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: void segmentation map processing vs GenerationMixin import failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 14, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44625", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43335|issue:43756", + "issue:44077|issue:44625", + "issue:43653|issue:43720", + "issue:43716|issue:44008", + "issue:42915|issue:43746", + "issue:43295|issue:45834", + "issue:43746|issue:45381", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43540|issue:45381", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:30064|issue:36331" + ], + "prepared_review_unit_hash": "581afd0ed426f7995d3c02bdaaa8d01fedf7bd5c76d40daf4317db52df2d72d9", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36556, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: most items are unrelated model-, tokenizer-, config-, or docs-level regressions. The soft matches mostly share only subsystem vocabulary, not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must anchor the cluster, issue:45020 is the broadest/open report and best matches a general umbrella of recent remote_code regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45020 is the most representative of the cluster's broad regression theme, but only weakly so because the surrounding items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Both are loading/runtime failures, but one is BitNet packed-weight unpacking during accelerate loading and the other is DAC from_latents vs forward mismatch from missing STE. Different code paths and bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers config layer-count bug and Smollm3 RoPE-layer omission are unrelated model/config issues." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "One is about patchtsmixer post_init policy; the other is Qwen3.5 num_labels propagation. Same broad config area, different bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token decode issue vs BitNet packed-weight loading bug; no shared underlying failure." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal dtype-ish reports, but one is Mistral image preprocessor/model dtype mismatch and the other is a Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 OCR long-input index error are different code paths." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "GraniteSpeech local-checkpoint loading and qwen2.5-vl video position-id bug are unrelated model-specific issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/compile concerns, but they affect different models and failures (Bamba torch.compile SDPA vs SwitchTransformers/TimmWrapper bfloat16 mismatch)." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "GraniteSpeech PEFT loading and quantization offloading behavior are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver interpolation failure are different tokenizer vs vision-model bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError. Same helper, different failure mode." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument collision is unrelated to the sleng-bert loading problem." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code missing-fields config loading are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading regressions, but one is trust_remote_code missing fields and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor updates and Whisper skip_special_tokens handling are related only at a high level, not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but Qwen3OmniMoe video processing and qwen2.5-vl vision_position_ids are distinct issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer mask-token decoding and DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4/v5 behavior regressions, but on different models and code paths; not duplicates." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are different Qwen model failures." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index error are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram Int error are unrelated runtime failures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Docs/error-message mismatch for removed pipeline tasks and SigLIP2 bad outputs are different issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both concern remote_code regressions, but 44561 is a specific missing utility and 45020 is a broad umbrella report; not the same underlying bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and v5 docs cleanup are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature breakage have no common code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 15, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803", + "issue:45834" + ], + "soft_pairs": [ + "issue:39692|issue:45834", + "issue:44479|issue:45834", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43577|issue:43582", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:43452|issue:44991", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43404|issue:43782", + "issue:44671|issue:45701", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45459|issue:45803", + "issue:45084|issue:45538", + "issue:43644|issue:43749", + "issue:43329|issue:45600", + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:43638|issue:44936" + ], + "prepared_review_unit_hash": "cf251d1549d265c23d29f66c2da4d404863d954f73873b874f1cfd1dd8e15ae9", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36120, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate; the pairs are mostly unrelated model-specific regressions or, at most, adjacent documentation/runtime issues. The broadest issue in the set is the open remote_code regression tracker.", + "confidence": 0.7, + "canonical_issue_reason": "issue:45020 is the broadest open umbrella here, covering recent-version regressions that break model loading under remote_code; most other issues are narrower, model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 best represents the cluster because it is open, general, and captures the shared Transformers-v5 regression theme better than the single-model reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors and Kosmos2.5 OCR index errors are unrelated models and failure modes." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen VLM video-input regression is a different code path from Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error message about translation pipelines; the other is documentation still mentioning pipeline()." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crashes and FastSpeech2Conformer tokenizer loading are unrelated tokenizer bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU offload device mismatch and SwitchTransformers/TimmWrapperModel dtype mismatch are different loading failures." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon allocator warmup TypeError do not share the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor mask shape IndexError is not the same failure as trainer.evaluate() after trainer.train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file/pretrained-loading breakage and est-roberta tokenizer loading are different loader paths." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and Mistral regex patch crashes are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch is unrelated to dtype mismatch inference bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking and SwitchTransformers/TimmWrapperModel dtype issues are different concrete bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patching and Gemma4Processor missing _tokenizer are separate tokenizer/processor failures." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but they concern different models and different underlying causes." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue is not a duplicate of an isolated reproduction report." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral lm_head tying and Qwen3VL weight_only loading error are unrelated model-specific problems." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and a general tokenization-change report are not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA float16 loss crash are unrelated platform-specific issues." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting and DAC latent reconstruction mismatch are different behaviors." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT FastImageProcessor label reduction and RTDetrV2 output drift are unrelated model/processor bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different functions with different failure surfaces." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-compilation TypeError and CLIPTokenizer model_max_length are unrelated tokenizer/template issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading breakage are different loading bugs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helpers and stale auto_mappings references are unrelated regressions." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token decode failure and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error for one model is too specific to be the same underlying bug as the broad remote_code regression tracker." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 with a non-pretrained Bert model and post-train evaluate failure are different training/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 16, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41720", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43526|issue:44554", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:34634|issue:36331", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43454|issue:43577", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:44568|issue:45488", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:44568|issue:45356", + "issue:36010|issue:36331", + "issue:43643|issue:45759", + "issue:44849|issue:45701", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:43606|issue:45859", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:45823|issue:45859", + "issue:44291|issue:45042", + "issue:41720|issue:43540" + ], + "prepared_review_unit_hash": "34a231f632c19b9b90b7b070c40cdb5bfa1932ccfe4a7e7aa5eebc9620f3db25", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36446, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated Transformers regressions across loading, tokenization, vision/audio processors, and model-specific inference paths. None of the soft pairs looks like a true duplicate; the best representative is the broad tokenizer-regression issue.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45701 is the broadest, most umbrella-style bug here and best matches the recurring tokenizer/version-regression theme; it is more representative than the many narrow model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best cluster representative because it describes a version-wide tokenization regression rather than a single model or narrow code path, making it the most reusable anchor for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: PEFT/local checkpoint loading vs Whisper batch decoding behavior." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: Float8 storage lookup vs PIL backend image-processor dependency handling." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific regressions, but they affect different models and different code paths (loading vs flash-attention generation)." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Vision-related, but one is a probability/output issue and the other is an input-size preprocessing mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different areas: Beit image label reduction vs MPS attention correctness." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example issues and quantization fallback are not the same underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve loading/import behavior, but one is an import path break and the other is custom model initialization in notebooks." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Audio processor preset handling and Trainer API incompatibility are separate bugs." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different code paths: DAC latent decoding vs config save/load token IDs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Both mention Qwen3/MoE and multimodal code, but one is weight conversion during loading and the other is a video token-counting bug." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both are model-loading related, but the failures are different: tied weights vs dtype propagation." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading and image processor output shape are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to MXFP4 quantization loading behavior." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenization regressions, but they affect different tokenizers and different mechanics (special tokens vs pre-tokenizer override)." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but FSDP CPU RAM loading and init_empty_weights have different failure modes and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL/torchvision processor dependency issues." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode token skipping are different processor behaviors." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they are distinct bugs affecting different models and failure mechanisms." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError from generation module and CustomTrainer signature breakage are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config/model loading, but missing custom fields in AutoConfig is not the same as text_config unwrapping for multimodal causal LM creation." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output regression is not a tokenization-version issue." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counters and perplexity evaluation are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is token counting/undefined names and the other is batched processor output shape." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video regressions, but they appear to hit different layers: token counting vs model video-input regression." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both are CPU-offload/device issues, but they affect different models and different failing operations." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: MOE weight conversion vs weight-shape mismatch." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: v5 output drift for RTDetrV2 vs Qwen3.5 save_pretrained key corruption." + }, + { + "left": "issue:45823", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload, but the underlying failures and model code paths are different." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights loading and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is auto device mapping/cuda assert and the other is video-input validation in a different model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:43317|issue:45538", + "issue:33357|issue:34567", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:42915|issue:44821", + "issue:44479|issue:45381", + "issue:42915|issue:45538", + "issue:43257|issue:43756", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:43257|issue:43696", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:43540|issue:45823", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:44062|issue:45081", + "issue:43749|issue:44756", + "issue:34567|issue:36331", + "issue:43643|issue:45375", + "issue:36010|issue:42175", + "issue:43493|issue:43994", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "f2973b0975d256d41feea2602dfdce8172471a882fc5fe3413cce4f04bc08230", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly heterogeneous. The only clear duplicate-worthy pairs are the Qwen video-input regression reports (44479/45381) and the SigLIP2 implementation/output reports (43493/43994). For the global issue anchor, 43824 is the stronger overall representative on the supplied activity totals, slightly ahead of 43749; I would avoid claiming a clearly reproducible regression from metadata alone.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44479 is the better duplicate anchor for the Qwen video-input pair because its title is the broader regression statement, while 45381 reads like a narrower symptom report for qwen2.5-vl video position IDs. That makes 44479 the more general anchor based on the packet text.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the best overall issue anchor in this packet because it has the strongest combined engagement signal in the supplied metadata (discussion plus inbound references), and its import error spans the broader Qwen2.5-VL family rather than a narrower single-symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model-loading failure vs Apple Silicon allocator warmup TypeError; different code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs MobileLLM key error; unrelated models and bugs." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized offload/device-map issue vs CLIPTokenizer max_length setting; not the same defect." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error vs TrainerState token counter not updating; different subsystems." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config token-ID loss during save/load vs MXFP4 quantization fallback; distinct failures." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading regression vs tokenizer max_length behavior; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 Qwen3Moe issue vs AutoImageProcessor URL loading; different areas of the library." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression around incorrect video position IDs in the shared video code path." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config bug vs CLIPTokenizer length default; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen MOE weight conversion bug vs Smollm3 RoPE-layer mismatch; different model families and fixes." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video issues, but the model families and concrete failures differ too much to treat as one bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Shared video theme, but different Qwen model families and failure modes; too broad to merge." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MOE conversion bug vs CUDA OOM during GPT-oss loading; not the same problem." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype mismatch reports in different models/code paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "ZeRO3 deque error vs PEFT version pinning; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero-probability issue vs Perceiver interpolation bug; different models and symptoms." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation bug vs flash-attention sinkless-model crash; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken kwarg duplication vs tokenizer load failure for a specific model; different causes." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error vs init_empty_weights signature regression; different loading failures." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-processing failure vs Gemma4 PLE device mismatch; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of another issue vs a specific Qwen2.5-VL video-position bug; not the same defect." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage vs FSDP CPU RAM-efficient loading; different code paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs with different error mechanisms." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are loading/memory related, but one is FSDP CPU loading and the other is mmap on Strix Halo; different fixes." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting bug vs custom compute_loss signature change; unrelated training APIs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "trust_remote_code field handling vs strict-dropped Qwen vision config field; different serialization paths." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import regression vs TensorFlow backend packaging; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 reports pointing to the same underlying implementation mismatch and output-quality regression for the same model family." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs Qwen import error; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading breakage vs a specific model-load failure; different concrete causes." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument bug vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure vs Phi-4 multimodal load failure; different models and symptoms." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the top-level ranking overstates the packet. Issue 43749 is not clearly the most-discussed or most-referenced item in the set\u201443824 appears stronger by the provided activity counts\u2014and the phrase \"clear reproducible regression\" is not supported by the packet metadata. The canonical duplicate anchor choice for 44479 vs 45381 is plausible, but the representative-issue rationale needs to be more cautious and fully grounded in the supplied data." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 18, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44977", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:43526|issue:45479", + "issue:28282|issue:34689", + "issue:45042|issue:45081", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:43697|issue:45216", + "issue:44514|issue:45381", + "issue:28282|issue:29127", + "issue:44484|issue:44704", + "issue:43643|issue:44561", + "issue:43582|issue:44977", + "issue:44625|issue:44877", + "issue:43720|issue:44898", + "issue:42175|issue:44938", + "issue:43452|issue:43577", + "issue:41762|issue:44936", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:43653|issue:44568", + "issue:44936|issue:45823", + "issue:24643|issue:29127" + ], + "prepared_review_unit_hash": "d0a4ac06784cd0031f239c440bcbf3d6296a765359c14a0c120631f1feb7df61", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35370, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate group: the items span unrelated loading, tokenizer, processor, model-specific, and backend regression bugs. None of the soft-edge pairs look like the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior across many models." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading-related, but one is missing PyTorch detection and the other is a specific Llama 3.2 Vision regression." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Both touch image/tokenizer paths, but one is PIL/torchvision dependency handling and the other is a Mistral regex backend attribute crash." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and failures: Smollm3 RoPE-layer handling vs Qwen2.5-VL still-image temporal position IDs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level failures: MobileLLM key error on load vs missing Float8 storage object error." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump issue is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output mismatch in v5 vs Qwen3.5 checkpoint serialization correctness." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL problems: chat-template batching crash vs video vision_position_ids calculation." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "One is missing PyTorch in environment; the other is a LayoutLMv3 boxes validation/error-message issue." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve v5/trust_remote_code compatibility, but one is missing config fields and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is a model config bug, not the strict granite_speech config-loading failure." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation/resolution failure." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging mismatch for torch install is unrelated to Python 3.14 import/load failure." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file tokenizer/model loading breakage is unrelated to BLIP2 dtype propagation." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template issues, but one is batched padding behavior and the other is tool-call messages with empty content." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading bug is unrelated to offline mistral_regex patch calling model_info() unconditionally." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied weights, but they are different serialization/save_pretrained regressions affecting different model classes." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Custom processor.tokenizer regression is unrelated to Kimi-K2.5 codec handling and mistral-regex warning." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents mismatch is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to mdeberta-v3 add_special_tokens not adding BOS/EOS in v5." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate() failure after train() is unrelated to Gemma4 device mismatch under device_map=\"auto\"." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error is unrelated to LayoutLMv3 insufficient-box-information validation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 19, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45440", + "issue:45588", + "issue:45812" + ], + "soft_pairs": [ + "issue:30064|issue:33666", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:41720|issue:43906", 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"estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37186, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly superficial matches by subsystem only; none appear to describe the same underlying bug or change. This looks like a mixed set of unrelated issues rather than one duplicate cluster.", + "confidence": 0.9, + "canonical_issue_reason": "There is no single canonical duplicate here because the issues span many unrelated areas. If forced to pick the broadest representative, issue 45812 is the most general tokenizer regression, but it still does not represent the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest global representative only in the narrow sense that it is a broad, open tokenizer regression affecting multiple Granite models. Even so, it is not a true canonical for this heterogeneous group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map failure and Qwen2-VL multi-GPU training are different components and different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Zero-probabilities in SigLIP2 and a processor/tokenizer regression in v4.57.5 are unrelated bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer attribute error and AutoTokenizer failing on FastSpeech2ConformerTokenizer are distinct tokenizer-loading issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token registration and MLukeTokenizer task failures do not describe the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype handling and RTDetrV2 output drift are separate model behavior problems." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different generation bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "HF_HUB_OFFLINE/model_info patching and tokenizer loading for est-roberta are different tokenizer path regressions." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and an isolated reproduction of another issue are not the same concrete failure." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Flash-attention generation failure and Kimi-K2.5 tokenizer codec/regex regression are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and DeepseekV3MoE implementation divergence are different algorithmic issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM loading key errors are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig custom token-ID loss on save/load are different tokenizer/config bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and DiaConfig token-ID persistence are different failure modes." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype loading and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA and MLukeTokenizer attribute errors are unrelated areas and symptoms." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error and num_input_tokens_seen not updating are separate trainer-state bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA are different code paths and bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field load failure and BitNet packed-weight unpacking are unrelated loading issues." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer behavior change across versions and an isolated reproduction of another issue are not enough to identify the same bug." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch ImportError and output embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "NoneType broadcast in Trainer and Qwen2-VL multi-GPU training are different training problems." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained-load legacy field issue and OmDet-Turbo input-size mismatch are unrelated vision bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file handling for AutoTokenizer/AutoModelForCausalLM and inability to load ScandiBERT are distinct load failures." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and incorrect visual-encoder keys on save_pretrained are different regressions." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mdeberta special-token insertion and Granite token-ID regression are both tokenizer issues but not the same model-specific bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error on load and AutoImageProcessor-from-URL failure are unrelated loading paths." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and compiled chunked generation inconsistency are different runtime failures." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are similar in theme but different model/config bugs." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and GPTNeoX rotary_pct reload defaulting are distinct config issues." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined video-branch helpers in multimodal token counting and Qwen2.5-VL still-image position scaling are different RoPE/multimodal bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and broken FSDP CPU RAM efficient loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 20, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43493|issue:43825", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43577|issue:44554", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:43688|issue:45704", + "issue:43334|issue:43572", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43493|issue:43844", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:43334|issue:45759", + "issue:44488|issue:44843", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:44589|issue:45520", + "issue:43688|issue:45701", + "issue:39692|issue:43295", + "issue:43572|issue:44291", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44423|issue:44734", + "issue:43927|issue:44361" + ], + "prepared_review_unit_hash": "8a826ea6616c851b6136ceca47fd6d31e00541cdbc8940dc62a9b995a6abac2c", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37972, + "estimated_input_tokens": 9493, + "estimated_eval_tokens": 19242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft-linked pairs mostly share only broad Transformer subsystems or model families, not the same concrete bug. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43824 is the most prominent standalone issue in the set by discussion and inbound references, with a concrete reproducible loading failure; the rest of the cluster is too diverse to serve as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall issue representative if one must be chosen, because it has the strongest visibility and a clearly scoped bug report; however, it is not a duplicate of most other items here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation mismatch vs a pipeline error-message regression about translation support." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Different code paths: audio processor sampling-rate default vs processor.tokenizer/image passthrough regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated failures: CPU offload device mismatch vs DiaConfig custom token IDs lost on save/load." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different issues: BitNet packed-weight handling during accelerate loading vs DiaConfig token ID persistence." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Import-time PyTorch missing error is unrelated to Trainer NoneType broadcast failure." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch availability error and MacOS CLIP bus error are distinct bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype persistence and an MPS attention correctness bug are different concrete problems." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training request is unrelated to the custom compute_loss signature error." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading failure and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs/example mistakes are not the same as the SigLIP2 HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and T5 apex RMSNorm memory leak are different model bugs." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve config fields, but they are different models and different missing fields, not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are separate failures." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model load failure and a bumped unreleased dependency requirement are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation drift and DeepSpeed gradient growth are different bugs." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer drop and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Default mm_token_type_ids behavior and Gemma4 multi-GPU OOM are not the same underlying issue." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id error and the other is from_config not unwrapping text_config." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for a specific checkpoint is unrelated to HF_HUB_OFFLINE behavior in tokenizer patching." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Different Qwen MOE loading regressions with different failure modes and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in train/eval is unrelated to the ZeRO-3 gradient increase report." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated load-time errors." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are separate issues." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 inference OOM and PLE device mismatch are different forward-pass failures." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the flash_attn KeyError on Python 3.13." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization and tokenization changes across versions are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors are unrelated to the processor.tokenizer regression in v4.57.5." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a different problem from init_empty_weights passing _is_hf_initialized." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with a CLIP model and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure in BEiT is unrelated to the Bark device-mismatch CPU offload bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are distinct serve-path issues." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError do not describe the same failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 21, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43504", + "issue:43540", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44625|issue:45759", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44521|issue:45290", + "issue:44464|issue:45584", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:43688|issue:43873", + "issue:44568|issue:45701", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:43278|issue:43701", + "issue:28218|issue:33357", + "issue:44554|issue:45356", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43295|issue:44610" + ], + "prepared_review_unit_hash": "c391cf41884d7611a219891571e059c421c53f2ecc555dd738a1e1fd4216f75d", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35870, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues spanning tokenization, generation, multimodal preprocessing, training, and CI. Only one soft edge looks like a plausible duplicate pair: the Qwen composite-config propagation/from_config handling issues.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45759 is the best canonical issue: it states the broader root cause in composite Qwen multimodal config handling, while issue:44625 is a narrower symptom of the same config-propagation path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45759 is the strongest representative because it describes the underlying API/config plumbing problem most clearly and broadly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems and failures: BEiT legacy config loading vs BigBird tokenizer special-token registration." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "One is tensor-parallel OOM on a model load; the other is a dependency version bump problem. No shared bug." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": true, + "reason": "Both point to the same composite Qwen config plumbing in model/config construction; one is a specific propagation symptom, the other the broader from_config unwrap bug." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device mismatches, but they affect different models and test paths; not the same underlying fix." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT minimum-version packaging issue." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: SigLIP2 wrong outputs vs position-id key handling." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is multimodal assistant-mask generation and the other is a crash on tool-call/no-content messages; not clearly the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention CI failures and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are different problems." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior and TrainerState token counter updates are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation error and Python 3.13 flash_attn import KeyError are different issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are not the same code path." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization/offload behavior are separate model/runtime issues." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Tokenizer special-token regression and generic tokenization changes across versions are too broad to treat as the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export support and zero-probability outputs from SigLIP2 are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-state output behavior are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 text-only token-type defaults are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is missing default mm_token_type_ids and the other is a device-map forward mismatch; not the same fix." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch inference failures and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to Qwen3.5 hidden-state output behavior." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype drift and resume_from_checkpoint key mismatch are separate training-state problems." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Token spacing after added tokens and a MacOS bus error in CLIP loading are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec/regression handling are different concerns." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope position scaling are different multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights and LoRA merge collapse with extended vocabulary are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:44625 vs issue:45759, is a plausible duplicate based on both titles pointing to Qwen composite config propagation/from_config handling. The rest of the rejects are cautious and do not overstate shared causality." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 22, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:43572|issue:44987", + "issue:43334|issue:43525", + "issue:43572|issue:43957", + "issue:43873|issue:44464", + "issue:43295|issue:43450", + "issue:43844|issue:44936", + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:37428|issue:43824", + "issue:42915|issue:43824", + "issue:44514|issue:44521", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:43278|issue:43856", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:43450|issue:43575", + "issue:44792|issue:45563", + "issue:45127|issue:45245", + "issue:44360|issue:44561", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "79beb0f0305d5fdef32a6795d8f8bfc594314295aad690874d07040af09fdb25", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36920, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "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 across model loading, processors, training, docs, and CI. The soft pairs share broad keywords in some cases, but they do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43824 is the strongest standalone anchor: it has a clear, reproducible import traceback, multiple references, and a focused regression signature.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the best representative issue because it is concrete, well-discussed, and easy to triage or search by its exact failing import path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and failures: Perceiver resolution handling vs RT-DETR memory release." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation discrepancy vs checkpoint key mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading-related, but they describe different root causes and model paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Unrelated: missing pad_token_idx in one config vs loading failure for a specific model repo." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class, but different model configs and no evidence of one shared code defect." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Different issues: tokenizer config field regression vs meta-device loading problems." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Different areas: quantization/offloading vs compiled-forward chunked generation consistency." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different modalities and failures: processor/tokenizer regression vs batched video-shape bug." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Training instability with ZeRO-3 is unrelated to trainer.evaluate() breaking after train()." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different models and failure modes: import error vs detokenization regression." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization offloading are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different components: SigLIP2 zero probabilities vs RT-DETR memory leak." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different symbols, modules, and root causes." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different model families and different failure signatures." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general processor area, but one crashes on batching and the other returns wrong masks; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities while the other is a HF-vs-JAX discrepancy." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer load failure and save/tokenization failure are separate model-specific issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch in eval is unrelated to MoE training memory usage." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both touch docs/pipeline behavior, but they concern different API topics and fixes." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs CI test staleness are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to SigLIP2 model discrepancy." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video preprocessing shape issue and tensor-parallel OOM are not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different generation issues: failing Janus test vs stale warning for paged generate()." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count runtime error have no shared code path." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in one component is unrelated to removal of a torch-fx helper." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different numerical/helper-function bugs in different models." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg and empty-transcription Whisper failure are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and a stale CI test are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor resize mismatch vs AMP/CUDA loss crash are different bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError on a missing symbol is unrelated to Torch 2.10 compatibility concerns." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different training bugs: AMP/CUDA crash vs auxiliary-loss omission." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression is unrelated to pipeline error messaging." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 23, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:45290|issue:45381", + "issue:43606|issue:45083", + "issue:43335|issue:43550", + "issue:45200|issue:45588", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:44462|issue:44561", + "issue:44206|issue:45823", + "issue:44561|issue:44779", + "issue:43388|issue:43526", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:45310|issue:45478", + "issue:44855|issue:45083", + "issue:45588|issue:45859", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:44448|issue:44779", + "issue:28218|issue:35141", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:44568|issue:45491", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "ba8689049f719a6e53eba3d2b8eda9f35a2ef6a03e8d3a8bd06279350cc2cdbb", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38458, + "estimated_input_tokens": 9615, + "estimated_eval_tokens": 19486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports; only one soft pair looks like a true duplicate. The two Qwen3.5 Moe from_pretrained reports are the same bug, while the rest are different failure modes or subsystems.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier of the two exact duplicate reports for the same Qwen3.5 Moe from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate overall: it has the exact duplicate match, is earlier, and best represents the confirmed duplicate bug in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs: chat template/tool-call crash vs qwen2.5-vl video position-id mismatch." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and failures: CPU offload device mismatch vs helper length computation in qwen3_omni_moe." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different concrete problems: SwitchTransformers sparse-layer config bug vs Bamba SDPA torch.compile failure." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: Gemma4 mm_token_type_ids defaults vs flash_attention s_aux=None crash." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: Pegasus v4/v5 output drift vs qwen3_5 recurrent-state reset." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: base_model_prefix handling vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different BEiT/SigLIP2 issues: documentation example errors vs BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Different regressions: AutoTokenizer ignoring tokenizer.json vs removal of is_torch_fx_available breaking trust_remote_code." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different model bugs: unsupported center arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Unrelated breakages: trust_remote_code import regression vs Deepseek tokenizer behavior change." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different data handling bugs: gather_for_metrics last-batch label truncation vs BeitImageProcessorFast reduce_labels output." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different issues: SwitchTransformers sparse-layer creation vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: DAC.from_latents mismatch vs unexpected position-id key warnings across models." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 Moe from_pretrained error; same title and same regression report." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: Python 3.13 import indentation error vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different flash-attention-related bugs: s_aux=None crash vs CPU-offload incompatibility in text rotary embedding." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: Bamba torch.compile/SDPA failure vs GraniteSpeech stale device override test." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: SwitchTransformers sparse-layer config bug vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different issues: Flash Attention 2 tests failing vs Trainer NoneType broadcast error." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model/config bugs: sparse-layer creation vs BEiT legacy-field loading failure." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different symptom sets: SigLIP2 doc/model mismatch vs unexpected key with position id." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different runtime failures: Qwen-3-8B-NVFP4 error vs flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different model behaviors: zero probabilities in SigLIP2 vs unexpected position-id key warnings." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and regressions: Pegasus output mismatch vs Deepseek tokenizer breakage in v5." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Different tokenizer/model initialization bugs: added-token spacing vs output embedding reinitialization after resizing." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: SwitchTransformers sparse-layer creation vs dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model issues: SwitchTransformers config bug vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: BitNet packed-weight loading vs GraniteSpeech device override test flakiness." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attention generation failure vs Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and code paths: Pegasus v4/v5 output difference vs Qwen3.5 flash-attention failure." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different tokenizer/model bugs: mdeberta add_special_tokens regression vs Gemma3 mixed-length NaN embeddings." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve mixed precision, but the models and failure mechanisms are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Different bugs: tokenizer error masking with protobuf absent vs leftover dummy classes leaking into API surface." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: issue:45310 and issue:45478 share the same title and clearly point to the same Qwen3.5 Moe from_pretrained regression, so choosing the earlier report as canonical is reasonable. The other soft pairs are handled conservatively as non-matches based on distinct titles/subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 24, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:40444", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:45083", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:44977|issue:45563", + "issue:43927|issue:45698", + "issue:45198|issue:45803", + "issue:34689|issue:35141", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:45372|issue:45588", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:29942|issue:35141", + "issue:43873|issue:44493", + "issue:36010|issue:37428", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43065|issue:45412", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:45588|issue:45823", + "issue:25251|issue:32090", + "issue:44451|issue:45520", + "issue:43976|issue:45440", + "issue:44186|issue:45198", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "6a30dfacdda4571cabe2203178f2a1ff8f77005a093002709f8c7459526bb7b8", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated singleton bugs; none of the soft pairs look like true duplicates or mergeable same-bug reports.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the most active, broadly scoped, still-open bug report in the set, so it is the best anchor even though the items are largely unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest combination of breadth, discussion, and ongoing relevance, making it the best representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and failure modes: LayoutLMv3 error messaging vs Trainer GPU broadcast NoneType." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation, but one is a flash-attention correctness bug and the other is a stale warning in paged generate()." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one loses custom token IDs while the other loads the wrong custom module; different code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's broad exception swallowing in tensor conversion." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading regression for Llama vision is not the same as post_init reinitializing untied output embeddings." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multiple images per prompt in Qwen2.5-VL and BeitImageProcessorFast label reduction are unrelated bugs." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention s_aux=None crash are different errors in different components." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard/support issue is unrelated to sink-less flash_attention AttributeError." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error and stale generate warning are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match embedding reinitialization after resize." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior and unexpected position-id keys are distinct issues." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different modules." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer-related failures: missing ReasoningEffort vs protobuf exception masking." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash in LwDetr is unrelated to flash_attention sink handling." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is output differences across versions; the other is inconsistent weight serialization by device." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory reclamation are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode dtype drift and gradient-checkpointing restrictions are different symptoms and fixes." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration and recurrent-state reset with cache are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention None-handling crash and Gemma4 device mismatch are different forward-path bugs." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast NoneType handling." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility issue and DeepSeekV3MoE divergence are not the same problem." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantization config failure on Qwen3Moe and quantized saving failure are related only broadly, not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference weirdness and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different components and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 25, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:44206|issue:44479", + "issue:44265|issue:45198", + "issue:44734|issue:45406", + "issue:29942|issue:30064", + "issue:43065|issue:43994", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43756|issue:45440", + "issue:43723|issue:44554", + "issue:43873|issue:45229", + "issue:45372|issue:45406", + "issue:43278|issue:43575", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:45440|issue:45593", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:29942|issue:36010", + "issue:32090|issue:33357", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:43526|issue:44186", + "issue:43824|issue:44279" + ], + "prepared_review_unit_hash": "b3241eac8893d05a59e4a3fa0cc7ea0e5622638483496ff8fa8065dd58ad3f61", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous set of unrelated issues, and none of the soft pairs look like true duplicates of the same underlying bug or change. I rejected all soft edges and found no sensible single canonical issue/PR for this cluster.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the set spans many unrelated subsystems (tokenizers, vision models, trainers, serving, offloading, docs), so there is no single representative duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue for triage; the cluster is too mixed to nominate one issue as the representative duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related failures, but they involve different models and different failure modes (`AttributeError` on tasks vs save/tokenization failure), so they are not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different problem types: EOS token config mismatch vs flash-attention generation failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "One is an unsupported argument in a feature extractor; the other is a video-input regression across multiple VLMs. Not the same code-path bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "`torch.export.export` with `torch_compilable_check` is unrelated to Wav2Vec2 tokenizer/save_pretrained failures." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serving KV-cache tensor indexing and Gemma4 processor `_tokenizer` initialization are different failures in different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to image processor segmentation-map handling." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline correctness." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model is not the same bug as documentation example model/processor mismatch and quantization errors." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token-count tracking are unrelated issues." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch and RT-DETR memory not being released are distinct bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma4 processor loading/import dependencies are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model implementation differences, but they affect different models and different mechanisms; not the same concrete bug." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated code paths." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and multi-GPU CUDA OOM are different failure modes and not the same fix." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both mention Gemma4, but one is an import-time dependency issue and the other is a serving-time processor attribute error." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to tensor-parallel load OOM." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden-state regression and Qwen3_5MoE CPU-offload incompatibility are different model/component bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR long-input indexing are unrelated processor bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and resume-from-checkpoint key mismatch are not the same underlying issue." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and different implementation gaps: DeepseekV3MoE divergence vs missing D-FINE auxiliary losses." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "A device-mapping cuda assert and a multi-GPU OOM are distinct runtime failures." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype changes and multimodal token counting/video-branch undefined symbols are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test regressions are unrelated to an import error for `GenerationMixin`." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS bus error in CLIP are unrelated crashes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL loading failure due to `pad_token_id` and Qwen3-MoE sliding-window behavior are different model-specific bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and category-count limit error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Beit label reduction and LayoutLMv2 tokenizer padding/truncation crashes are different components and failures." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific model import error is not the same as a vague dependency issue with transformers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 26, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42907", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45803" + ], + "soft_pairs": [ + "issue:43526|issue:44857", + "issue:43262|issue:44206", + "issue:43441|issue:45588", + "issue:44464|issue:45491", + "issue:42915|issue:43931", + "issue:44743|issue:44811", + "issue:44442|issue:45072", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:29127|issue:35141", + "issue:43575|issue:44387", + "issue:44442|issue:45803", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:44479|issue:45290", + "issue:43761|issue:44079", + "issue:28218|issue:29127", + "issue:42907|issue:45698", + "issue:28218|issue:32090", + "issue:43931|issue:45216", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:39692|issue:45491", + "issue:44442|issue:44898", + "issue:43761|issue:44188", + "issue:43381|issue:43873" + ], + "prepared_review_unit_hash": "ca3e7191d5861bc6959c4833b3f5e20f18d83b5a019c000e32bee11e7fd43f47", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36130, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are heterogeneous and the proposed soft pairs do not appear to be the same underlying bug or change. Most only share a broad subsystem name (e.g. flash attention, loading/saving, OOM) but differ in concrete code path and symptom.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a true duplicate set; the items span unrelated bugs across tokenization, processors, model loading, quantization, training, and serialization.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable: none of these issues represent the shared problem across the set, so picking one would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: label reduction bug in BEiT fast processor vs AMP/CUDA crash in image loss." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch is unrelated to LasrFeatureExtractor's unsupported argument crash." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral-3 v5 RC regression and the other is a sink-less model AttributeError on s_aux=None." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is a different bug from Gemma3 NaN embeddings on mixed-length sliding-window batches." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8Config failure and Qwen3-VL weight-shape mismatch are different model/load paths with different symptoms." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in modular_qwen3_5 is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer load failure and dtype mismatches in inference are unrelated bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM while loading a model is not the same as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Broad custom initialization regression vs a specific patchtsmixer post_init policy issue; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM-related, but one is TP load OOM and the other is increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer load failure is unrelated to FuyuBatchFeature's bare except swallowing interrupts/errors." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and Whisper empty-transcription failure after align_special_tokens are different code paths." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "MacOS bus error with CLIP model loading is not the same as SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are distinct config-contract bugs." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading failure is not the same as DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video input regression across Qwen VL models is unrelated to apply_chat_template crashing on tool-call assistant messages with no content." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to ModelOutput key assignment when prior values were None." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to layoutlmv3 error-message clarity." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different serialization failures." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior has no relation to Trainer _gpu_broadcast_one NoneType TypeError." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model weight-shape mismatch on load is different from Qwen3.5 checkpoint corruption after save_pretrained." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor OOM in deepspeed is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and base_model_prefix loading breakage are both load-related but not the same concrete defect." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to Gemma3 NaN embeddings during mixed-length batching." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Perceiver non-default resolution failure despite both being model/processor issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to offloading behavior under quantization." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 27, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:36010", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45372", + "issue:45479", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:43550|issue:44743", + "issue:43493|issue:43827", + "issue:44568|issue:45479", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:43381|issue:43856", + "issue:44855|issue:45137", + "issue:44077|issue:44479", + "issue:33290|issue:45656", + "issue:29127|issue:33357", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:43381|issue:43742", + "issue:42175|issue:43316", + "issue:33290|issue:34689", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:25251|issue:28282", + "issue:43232|issue:43388", + "issue:41950|issue:43475", + "issue:43295|issue:43825" + ], + "prepared_review_unit_hash": "745476ddb7da07127ec60f30a78904010a3494cbf3de5757bfe7501ec902afc7", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "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": "This cluster is mostly heterogeneous transformer bugs/regressions, not a tight duplicate set. The soft-similarity pairs are largely false positives across different subsystems and failure modes.", + "confidence": 0.39, + "canonical_issue_reason": "No true duplicate cluster emerges here; if one issue must anchor the set, issue 41950 is the most generally representative user-facing regression around pipeline/processor handling, but it is not a strong canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41950 is the best representative issue because it is a concrete, current regression with a clear behavioral failure and broad user impact; however, it still does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failures: torch.compile/SDPA vs cache/state-reset logic." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "One is a model-implementation discrepancy; the other is documentation/pipeline deprecation cleanup." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token regression is unrelated to sequence-classification zero-loss behavior." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config/model loading, but for different composite-model API shapes and different bugs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols and different processors/models." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading are unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "One is missing fields on trust_remote_code config load; the other is config value loss on reload." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different runtime issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in a script vs model-type/config recognition are separate failures." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior and Gemma eos_token_id mismatch are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression for a vision model and a GenerationMixin import error are different breakages." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to MoE memory usage during training." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parse/import issue is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init API policy and video-input regression for Qwen models are different changes." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizer/DeepSpeed, but one is OOM while the other is double optimizer stepping." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoE video processing ValueError and Qwen2_5_VL batched chat-template crash are distinct paths." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient-checkpointing eval behavior does not match a MobileLLM config load key error." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backends issue is unrelated to Gemma3TextConfig API shape." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision loading regression are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and janus test failure are different artifacts and failure modes." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight tying bug and Ministral FlashAttention failure are separate model-specific regressions." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nested-list behavior is unrelated to PyTorch import absence." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and metric gathering label truncation are different code paths." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and SAM3 video encoder attribute error are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to pipeline task-support messaging." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 28, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + 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"18db44438cc98f47617e69d2dc5701a0eda09f813bc8cc575dfdc14c0dacde61", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36971, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes unrelated bugs across loading, generation, trainer, quantization, and model-specific regressions. All suggested soft edges look like superficial theme matches rather than the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Both involve model/config behavior, but one is LoRA vocabulary merging on tied embeddings and the other is Gemma 4 multimodal token-type defaults; different code paths and failures." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both mention token/eos alignment, but one is a Gemma config inconsistency and the other is Whisper empty-transcription generation after special-token alignment; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Torch.compile SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch; no shared underlying code-path." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device-mismatch in bark-small is a runtime placement bug, while resume_from_checkpoint key mismatch is a checkpoint/key-loading issue." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "v4.57.5 processor.tokenizer regression and Gemma eos_token_id inconsistency are both config-ish, but they are different regressions in different components." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are both Sam3-related, but one is architecture/code correctness and the other is memory usage; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models and different forward paths." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM and embedding resize/post_init reinitialization are unrelated training vs model-initialization problems." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM in DeepSpeed with Adafactor is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are model-loading failures, but one is gguf_file breaking specific AutoTokenizer/AutoModel loading and the other is an unrecognized model/config.json problem; different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state handling, but one is a missing GenerationMixin cache in chunked_prefill and the other is recurrent state reset in modular_qwen3_5; not mergeable as one fix." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct TP OOM and MobileLLM-125M key error are different loading failures with different root causes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0.0 is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate() after train and wrong custom module loaded after save_pretrained are unrelated training-loop vs serialization/loading bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2 TP OOM are unrelated; only the broad theme of model scaling overlaps." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to load balancing loss not being added when output_router_logits=False." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "A TP loading OOM and quantization offloading not working are both memory-adjacent, but they are distinct problems in different mechanisms." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init allowance and non-persistent buffers filled with junk are both v5 initialization issues, but they are not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch when loading Qwen3-VL and incorrect tied-weights warning in Qwen3-Next involve different model families and different config logic." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to Gemma eos_token_id configuration." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression for Qwen multimodal models and /v1/responses KV-cache continuation crash are separate runtime paths." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of issue 38071 is too generic to match the specific apply_chat_template crash on assistant tool-call messages with no content." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty transcription after align_special_tokens are unrelated model-specific failures." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A failing Janus image-generation test and Qwen3.5 flash-attention generation failure are different models and likely different regressions." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and OmDet-Turbo processor producing 640px instead of 224px are different preprocessing/model-shape issues." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical outputs with AutoModel/pipeline are not the same bug; one is documentation, the other is model behavior." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct not persisting on reload are both persistence-related, but they affect different configuration/state mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count ceiling are unrelated runtime vs data-shape constraints." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer example and loading Phi-4 multimodal instruct are separate loading failures." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and stale auto_mappings references to removed Sam3LiteText configs are unrelated CI/model issues." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError in DebertaV2Model is unrelated to flash_attention crashing on s_aux=None." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 29, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "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" + ], + "soft_pairs": [ + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:44938|issue:45542", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:43644|issue:44913", + "issue:44077|issue:44877", + "issue:44496|issue:45803", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:44464|issue:45563", + "issue:44933|issue:45362", + "issue:44186|issue:44734", + "issue:43404|issue:45216", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:44466|issue:44913" + ], + "prepared_review_unit_hash": "bcd0a56d1874d66dd55bdda76bd36546446118e34e22fa8b5c36ef035f240540", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35958, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "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, mostly import/config/regression bugs. I found no soft-edge pair that looks like the same underlying bug or change, so no duplicates should be merged here.", + "confidence": 0.93, + "canonical_issue_reason": "Selected issue 44521 as the best representative because it is a concrete, user-facing API regression in a common multimodal path and has the strongest discussion/reference signal among these otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most broadly useful anchor for the cluster: it has a clear repro, affects multimodal chat template behavior, and is more representative of a widely used code path than the more niche import/config bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different bugs in different code paths: XLNet positional encoding device placement vs. Fuyu tensor conversion exception handling." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one breaks assistant masks in chat templates while the other is a Qwen2.5-VL video position-id issue; not the same defect." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/weight handling, but they affect different model families and different serialization failures." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated: SwitchTransformers sparse-layer config bug vs. DebertaV2 import failure on Python 3.13." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same as a TensorBoard-without-TF backend error." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both mention Python compatibility, but they are different breakages and different root causes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems entirely: torch.compile/SDPA model failure vs. local dataset loading in an example script." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to GPTNeoX config reload behavior." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both touch configs, but one is a model-specific post_init policy issue and the other is strict config loading for granite_speech." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized-model/config metadata error is unrelated to Fuyu's broad exception handling bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different multimodal/video-serving failures with different code paths and symptoms." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both affect CI, but they are distinct failures in different files and due to different causes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap: a placeholder issue vs. an fbank feature extraction bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different bug classes: SwitchTransformers config construction vs. image-classification example dataset loading." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script problems, but one is multi-label classification output logic and the other is local dataset loading." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to token embedding resize behavior." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error is unrelated to Whisper post-processing on empty transcription." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they concern different models and different missing/default fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules; not the same missing-export bug." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is not the same as a Qwen3.5 chat crash." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash and KV-cache continuation tensor indexing are different failures." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model weight handling, but one is lm_head tying in Mistral3 and the other is incorrect checkpoint saving in Qwen3.5." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Shared flex_attention area, but one is a compiled-runtime failure on newer torch while the other is a version-check/import gating bug." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model-specific bugs." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache continuation indexing bug is unrelated to trust_remote_code cache path collisions." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both mention trust_remote_code, but one is a removed-helper compatibility break and the other is a cache-path collision." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialized lm_head/tied-weight inconsistency is unrelated to GPTNeoX rotary_pct reload behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 30, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44964", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:43643|issue:44496", + "issue:45563|issue:45584", + "issue:45406|issue:45632", + "issue:41950|issue:44016", + "issue:44964|issue:45600", + "issue:43388|issue:43688", + "issue:42907|issue:43441", + "issue:44112|issue:44964", + "issue:43295|issue:45335", + "issue:43854|issue:44964", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:42175|issue:44279", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:43901|issue:44496", + "issue:44496|issue:45759", + "issue:44351|issue:45278", + "issue:44242|issue:45200", + "issue:44016|issue:44062", + "issue:43388|issue:43827", + "issue:43976|issue:45405", + "issue:41950|issue:45020" + ], + "prepared_review_unit_hash": "f27d8f975a3b0c0b2e4bf7f1b34a4ce60d05a41780c656dfa62a905080b0527d", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the issues span many unrelated regressions, import errors, model-loading problems, docs, and training/runtime bugs. None of the soft pairs look like the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is appropriate; the set is too heterogeneous to treat one report as representative of the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue either; the broadest report is still not a true umbrella for the others, so merging them as duplicates would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "One is intermittent import slowness; the other is an unsafe sys.modules access bug. Different symptoms and code paths." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they are for different missing symbols in different modules with no shared concrete fix." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Remote-code config field loss and unrecognized model_type are different loading failures, not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale paging warning and Whisper empty-transcription failure are unrelated generation issues." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Processor _tokenizer attribute crash and trust_remote_code cache collision are separate problems." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video pipeline processor lookup bug and a notebook syntax error are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale auto_mappings references to removed configs are different breakages." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Batch label dropping in gather_for_metrics and auxiliary-loss normalization are unrelated training/eval bugs." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and FlashAttention loading failures in Ministral are distinct code paths." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale GraniteSpeech CI test is not the same as a Phi-4 multimodal model-loading failure." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and T5Gemma embedding resize behavior are different model API bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading and Phi-4 multimodal loading are separate model-specific failures." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing and ANSI output formatting are unrelated subsystems." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features failure do not share a concrete defect." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend requiring torchvision are different loading/runtime issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE model loading and Qwen3.5 save_pretrained checkpoint regression are separate bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and text-classification docs mismatch are not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A missing TensorFlow backend dependency and a generic dependency issue are too broad and not the same concrete failure." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty transcription generation failure are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer SGD args ignored and a tie_word_embeddings warning are different config/runtime concerns." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss omission are unrelated behaviors." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "These are both Qwen3.5 regressions, but one is model loading and the other is save_pretrained key serialization; not one bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores and an unrecognized model config error do not share a fix." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error is not the same concrete bug as a broad report of many import errors." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Dropped label elements in metrics gathering and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Metrics label handling and docs still referencing pipeline() after removals are different issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version incompatibility and an unreleased PEFT minimum version bump are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and remote_code breakage are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 31, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43723", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44779", + "issue:44898", + "issue:44933", + "issue:44987", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43824|issue:44933", + "issue:43577|issue:45216", + "issue:43479|issue:43525", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:44683|issue:45542", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:32090|issue:35141", + "issue:44462|issue:45081", + "issue:43295|issue:44779", + "issue:44297|issue:44462", + "issue:41950|issue:43650", + "issue:43976|issue:44279", + "issue:43976|issue:44987", + "issue:45600|issue:45712", + "issue:44462|issue:44779", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:43450|issue:44279", + "issue:44261|issue:44263", + "issue:42994|issue:43317", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:43650|issue:45290", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:44623|issue:45397" + ], + "prepared_review_unit_hash": "2bf4344e4347861c0358e0a8d2d62c372cce169323e8c84f1db7d0aa059c1845", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36327, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a mixed bag of mostly unrelated Transformers bugs across tokenizers, multimodal processing, loading/saving, and backend failures. None of the soft-similarity pairs looks like the same concrete bug or fix, so I reject all soft edges. Best canonical issue is the clearest, most self-contained tokenizer-loading regression.", + "confidence": 0.84, + "canonical_issue_reason": "#44462 is a well-scoped, reproducible core API bug with a clear failure mode in AutoTokenizer loading from the repo.", + "canonical_pr_reason": null, + "best_issue_reason": "#44462 is the strongest representative issue here because it isolates one concrete code path and is better specified than the more model-specific or documentation-oriented reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures in unrelated modules: Qwen2.5-VL class export vs a missing image_utils symbol." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading behavior, but one is dtype propagation in BLIP-2 and the other is Qwen3.5 checkpoint saving corruption." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different model config bugs: default multimodal sub-config initialization vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated multimodal areas: video-classification processor lookup vs Gemma4 device_map forward mismatch." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading regressions affecting different architectures and code paths." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Completely different failures: compiled flex_attention on torch 2.9+ vs tf backend detection without TensorFlow." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency complaint vs a specific PEFT version bump; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Docs example/model-processor mismatch and quantization errors are unrelated to a stale pipeline docs parameter mention." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs Sam3Video OOM." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to embedding resize causing post_init reinitialization." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizers, but one is repo tokenizer discovery and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different v5 tokenizer regressions with different APIs and models; not one concrete underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata on save_pretrained is distinct from AutoTokenizer ignoring tokenizer.json on load." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor bug is unrelated to the placeholder 'ADD THE DATA' issue." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility failure is not the same as a generic dependency issue." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version support and model-load failure are different problems." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI cleanup issues, but they target different files and different defects." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer-related, but one is loading repo tokenizer assets and the other is incorrect Deepseek tokenization logic." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal chat masks and Qwen2.5-VL rope indexing are separate bugs in different code paths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug is unrelated to the dependency complaint." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: MLA layernorm epsilon config vs torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model offload loading are different lifecycle failures." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver non-default-resolution failure." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both mention weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating Gemma4 outputs." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Placeholder issue has no relation to chat template crashes with empty tool-call assistant messages." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention-specific model failure is not the same as a torch-version compiled flex_attention failure." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 model breakage are separate regressions." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and Gemma4 zero3 from_pretrained are different save/load bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 32, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:43122", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45250", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:44188|issue:44336", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:43525|issue:43643", + "issue:43450|issue:44617", + "issue:42491|issue:43299", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:16998|issue:22355", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220" + ], + "prepared_review_unit_hash": "fa53bef158986be33eb12bbf2e87691f694b80c6a51df29d435538d71f03dafa", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35147, + "estimated_input_tokens": 8787, + "estimated_eval_tokens": 17830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noise: the soft-linked issues span unrelated subsystems (tokenizers, model loading, processors, docs, and performance), so almost none look like true duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44521 is the best representative because it is the most active open issue in the processor/chat_template area and has the strongest inbound interest among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most suitable global issue target for this cluster, but only as a representative theme, not because the linked items are actually the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "One is a processor save_pretrained file-generation bug; the other is a data-filtering slowdown regression. Different symptoms and code paths." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decode corruption is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration does not match a TensorFlow/tensorboard backend selection bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both affect outputs, but one is CamemBERT MLM prediction quality and the other is Deepseek tokenization correctness; different models and root causes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to a Gemma4 device-mismatch forward failure." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading regression on transformers>=5.1.0 is not the same as a missing/undefined tf backend error." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch about return_all_scores is not the same as an incorrect model/pipeline result bug." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization behavior change and a vague \"ADD THE DATA\" report do not describe the same concrete defect." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is an audio sampling-rate default and the other is multimodal assistant_masks; same API surface, different bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and CLIPVision hidden_states handling are different model-path regressions." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and a glm-4v-9b loading failure are separate model-specific issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma-4 zero3 loading." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config attribute and trust_remote_code dropping fields are different config-loading bugs." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video-processor shape and CUDA OOM are not the same failure." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen/MoE on v5, but one is LoRA reuse incompatibility and the other is model loading failure; too different to merge." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and a Python-version compatibility regression are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docs mismatch about return_all_scores is unrelated to intermittent import slowness." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-color output in loading_report and a wrong docstring for position_ids are separate documentation/UX issues." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both involve losses, but one is MoE load-balancing loss gating and the other is D-FINE auxiliary-loss omission." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A lack of Flash Attention 2 support and a generic Flash Attention issue are too broad to be the same concrete bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length confusion on DeBERTa-V3 is unrelated to the missing transformers.onnx module." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer reading error and Gemma-4 zero3 loading are different failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown and an unrecognized-model/config model_type error are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features() are different subsystems (video vs audio)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 33, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:45362|issue:45375", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:45561|issue:45563", + "issue:43901|issue:45003", + "issue:44987|issue:45459", + "issue:36246|issue:43596", + "issue:43232|issue:44336", + "issue:43526|issue:45003", + "issue:45375|issue:45759", + "issue:44496|issue:45003", + "issue:43065|issue:43408", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43262|issue:44246", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44995|issue:45588" + ], + "prepared_review_unit_hash": "2111255e8cfdd61ea0f1eeb367652ca0b3b8c070da1bb66989f5f72fc79e4a6a", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36095, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers bugs that share superficial similarity around imports, configs, generation, and model-loading regressions. No soft pair looks like a true duplicate fix path, so I rejected all edges. Among the issues, the clearest representative is the Qwen2.5-VL import failure because it has the strongest cross-reference signal and a concrete user-facing regression.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43824 is the strongest representative of the cluster: it is a concrete, user-visible import regression, has the most inbound references, and the title/body pattern is central to several nearby import-failure reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall issue to anchor the cluster because it is the most broadly referenced and most actionable concrete bug in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different packages/modules; same broad symptom, but not the same underlying bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for unrelated classes/symbols and different failure paths." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI/color output bug in loading_report vs a GLM-5 RoPE modeling discussion; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both are v5 regressions, but one is generation cache/chunked_prefill and the other is a removed utility breaking trust_remote_code; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Specific Qwen2.5-VL import failure vs a Python/version compatibility problem; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Both mention loading/version issues, but one is Python support and the other is a multimodal model load failure." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different model/loss bugs: router-loss gating vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency bug vs Gemma EOS-token config inconsistency; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Same Qwen family, but different concrete problems: chat crash vs a missing config field being dropped." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma4 mm_token_type_ids behavior are distinct model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is a tokenizer/performance regression across versions." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression and resize_token_embeddings not updating output embeddings are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but they affect different model configs and different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug vs Whisper empty-transcription generation failure; not the same change." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings behavior and tokenization changes are separate concerns." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test-worker file race vs a stale generation warning; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for a pipeline vs unsafe sys.modules access in modeling_utils; different issues entirely." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model load failure on transformers>=5.1.0 vs tokenizer error masking when protobuf is absent; different root causes." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen import failure vs DeepSpeed ZeRO3/BertModel initialization crash; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/update bug vs ANSI escape output problem; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs sys.modules import handling; different code paths." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal config handling, but one is a missing field dropped by strict config parsing and the other is text_config unwrapping in from_config; not the same fix." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config.json problem vs unsafe sys.modules access; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 area, but one is a dummy Conv2d design choice and the other is a model-type warning; not the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different DeepSpeed-related failures: Qwen3 MOE weight conversion vs ZeRO3 deque underflow." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma4 token-type defaults are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs import-time performance issue; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model failures: missing vision encoder output attribute vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache/tokenizer loading bug vs multi-GPU CUDA OOM; not the same issue." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash in GlmMoeDsa vs flash_attention AttributeError for sink-less models; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 34, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44466|issue:45335", + "issue:43653|issue:44162", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:43232|issue:43673", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:44623|issue:45656", + "issue:28282|issue:30990", + "issue:42994|issue:43482", + "issue:44749|issue:45310", + "issue:44749|issue:45656", + "issue:42371|issue:45092", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478" + ], + "prepared_review_unit_hash": "74a998a8e668aaddb40e7143cbdd829488f5ffc5e62997087cab130c6f72e06b", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37312, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous false-positive similarity: many issues are in the same project/version band but describe different bugs. The only pair that looks plausibly like the same underlying regression is the Qwen3.5-Moe from_pretrained/config field case.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45310 is the cleanest representative of the Qwen3.5-Moe from_pretrained regression; it matches the later same-title report and is the most direct anchor for the only plausible duplicate mini-cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue candidate because it is an exact, concrete regression report rather than a broad symptom summary, and it best represents the one likely duplicate topic in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied embeddings, but one is serialization/device-dependent while the other is resize_token_embeddings behavior; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different models and failures: BigBirdTokenizer special-token registration vs ESM2 breakage." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warnings, but one is about tie_word_embeddings and the other is a stale num_return_sequences warning; not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different symptoms and subsystems: tied-weights warning vs flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 loading and DeepSpeed optimizer double-step are unrelated runtime issues." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config validation bugs; no shared failing code path is evident." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access in modeling_utils and xdist captured_info.txt races are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache, but one is chunked_prefill cache handling and the other is serve KV-cache continuation indexing; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque underflow and auto_mappings references to removed configs are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the tied-embeddings warning issue." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Removed image_utils import and protobuf tokenization error masking are different import-time failures." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different models and different decode/codec paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained regressions, but tokenizer metadata mismatch and processor missing files are distinct serialization bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Broad v5 model-init regressions, but the reports describe different affected models and failure modes." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and a performance regression are not the same underlying issue." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation internals, but sync_gpus kwargs update and chunked_prefill cache missing are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache internals vs docs referencing removed pipeline APIs; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file loading failures and unsafe sys.modules access are separate code paths." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor serialization and DeepSpeed optimizer stepping are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different environment/runtime problems." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and GGUF loading failures are related only loosely by format, not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression after upgrade vs Qwen3.5-Moe from_pretrained error are different issues." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown and DeepSpeed optimizer double-step are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and remote-code meta-init incompatibility are different topics." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 output attribute missing and trust_remote_code missing fields are distinct model-loading issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and Gemma-4 Zero3 loading failure are not the same underlying problem." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained and processor.save_pretrained missing files are different regressions." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Missing AutoImageProcessor import and a nonexistent image_utils import are different API breakages." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and docstring kwargs processing crash are unrelated AttributeErrors." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and Llama4Config missing pad_token_id are separate model/config bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both point at the Qwen3.5-Moe from_pretrained regression; the missing deepstack_visual_indexes field plausibly explains the reported load failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The false-edge rejections are well supported by the titles, and the one accepted edge stays cautious: the Qwen3.5-Moe from_pretrained report and the missing deepstack_visual_indexes config-field report plausibly describe the same regression family without overstating certainty. The canonical issue choice is also reasonable given the exact same-title report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 35, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:42673|issue:43704", + "issue:43475|issue:44661", + "issue:45310|issue:45375", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42175|issue:45712", + "issue:36010|issue:41628", + "issue:43377|issue:44242", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:44964|issue:45137", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:43874|issue:45092" + ], + "prepared_review_unit_hash": "ae3ee36c606e26e059a8fa9534d1befe06832dee9070f12cb0b83a8d2742410a", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One soft duplicate pair is a clear exact-match bug report about the same Qwen3ForCausalLM VRAM leak; the rest are different issues spanning unrelated import, tokenizer, multimodal, training, and testing regressions.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the better canonical: it is the earlier report of the same Qwen3ForCausalLM multi-dataloader VRAM leak and has substantially more discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue in this set because it is a concrete, high-signal bug report with a direct duplicate and good engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak symptom; clearly the same underlying bug." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: missing Sam3VisionEncoderOutput attribute vs tokenizer mapping/add-new-model logic." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a from_pretrained error and the other is a missing config field; not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "One is an accuracy regression, the other is a save_pretrained FP8/moe issue." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model areas and symptoms: vitpose breakage vs Gemma 4 token-type defaults." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Related to Qwen3.5 Moe, but save_pretrained FP8 and from_pretrained loading are distinct failures." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and missing import for a Qwen2.5 VL class are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency installation issue vs leftover dummy class cleanup; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask mismatch and MoE load-balancing-loss logic are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen/Moe, but one is a Transformers 5 compatibility problem and the other is a specific loading error." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure vs xdist race in testing utilities; no shared bug." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Captured-info race in xdist vs stale auto_mappings references; different failure modes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Multimodal model loading and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs test-worker file race." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug and janus test failure are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and model-specific behavior." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwarg update issue vs torch.compile attention-kernel divergence; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different behaviors and model families." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Kernel branching bug vs incorrect docstring; not the same underlying issue." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import-time failures affecting different modules and symbols." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files and Qwen3.5 Moe loading error are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype change on evaluation vs DeepSpeed deque underflow; different bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV cache continuation crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed jobs vs OOM in deepspeed/adafactor are not the same issue." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading regression vs missing BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "General v5 tokenization cleanup change vs Kimi-K2.5 codec regression; different problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are separate model-infrastructure issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper and remote-code/meta-init incompatibility are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet. The canonical choice for issue:42673 over issue:43704 is reasonable because they share the exact title, same symptom, and the earlier issue has more discussion. The soft-edge verdicts are mostly conservative and do not overclaim equivalence for loosely related reports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 36, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44779", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834" + ], + "soft_pairs": [ + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44188|issue:44964", + "issue:44295|issue:45656", + "issue:43479|issue:44079", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:43479|issue:44869", + "issue:44297|issue:45656", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:43232|issue:45834", + "issue:30333|issue:34689", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43873|issue:44945", + "issue:44297|issue:45310", + "issue:28282|issue:30333", + "issue:44263|issue:45092", + "issue:30333|issue:35141", + "issue:44263|issue:44360", + "issue:44483|issue:45406", + "issue:44373|issue:44485", + "issue:44514|issue:45103", + "issue:44295|issue:44623", + "issue:43479|issue:43644", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871" + ], + "prepared_review_unit_hash": "0d0ebba687cc62327e38e04fa2a985b3bc5ba21063610837179af4d7d0edf95a", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38022, + "estimated_input_tokens": 9506, + "estimated_eval_tokens": 19268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues across import errors, tokenizer/model regressions, trainer behavior, and save/load edge cases. The soft-similarity links are thematic at best; none look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated subsystems and versions, so a dedup canonical would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for dedupe; the closest candidates are only superficially similar, not the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is about cleanup spacing and the other is a DeepSeek output regression; different bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "One is a dependency version bump, the other is cleanup of leftover dummy classes; unrelated changes." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v5 output changes, but they affect different models and code paths." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Torch.compile attention divergence and Phi-4 model loading failure are different problems." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer registration/read failure and Deepspeed double optimizer step are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization and ModelOutput key assignment are different code paths." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import/export failure from image_utils is not the same as removing dummy PT classes." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging backend omission and a missing image_utils import are different issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer config mismatch." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support regression is unrelated to an import-from-image_utils issue." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "A multimodal config defaulting bug is not the same as Whisper word timestamp decode crashing." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Deepspeed optimizer stepping are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument regression and auto-docstring annotation handling are different bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy problems and missing processor save_pretrained files are different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is about MoE FP8 serialization and the other about processor artifacts missing." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and likely different dependency breakages." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs and Trainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update behavior and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow run reporting and a model-loading regression are different issues." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation issues are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "A save_pretrained FP8 bug and a max_shard_size question are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different problems." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import support and MLflow job reporting are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split-value behavior and InternVL meta-init incompatibility are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting on failure and output embedding reinitialization are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is about torch.split return handling and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request acceptance and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring and GLM-5 RoPE implementation are not the same underlying issue." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat-template crash and future-annotations auto-docstring crash are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45092", + "accept": false, + "reason": "Reading a registered buffer and remote-code meta initialization incompatibility are different problems." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are version-related model regressions, but they affect different models and different save/load paths." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 37, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44779", + "issue:44913", + "issue:44945", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:30990|issue:38175", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:42886|issue:42994", + "issue:39401|issue:44568", + "issue:42831|issue:45310", + "issue:22355|issue:28282", + "issue:44263|issue:44373", + "issue:44945|issue:45753", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43232|issue:45593", + "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:43122|issue:44514", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:43723|issue:44442", + "issue:43784|issue:45600", + "issue:43723|issue:44779", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:44261|issue:44373", + "issue:43408|issue:43475" + ], + "prepared_review_unit_hash": "eede6dedc36343b6f3259edee00d5993b2cae0dc09d904cba39772aa2ea941a3", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35654, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate bug reports with only broad thematic overlap (imports, tokenization, config, generation, quantization). None of the soft pairs look like true duplicates of the same concrete bug/change. If one issue has to represent the set, 45278 is the broadest umbrella, but the cluster is too heterogeneous for a strong canonical duplicate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest representative because it covers multiple import regressions after the 4.57.0\u21925.5.0 upgrade, but it is only a coarse umbrella and not a clean duplicate of the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative for the cluster\u2019s loose import-regression theme, though the underlying reports remain largely distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang vs. SigLIP2 zero-probability output; different symptoms and codepaths." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor import vs. missing Qwen2_5_VLForConditionalGeneration import; different symbols and failures." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4Multimodal default config initialization vs. GPTNeoX rotary_pct reload behavior; unrelated config bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading vs. quantized model saving failure; not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping vs. add_special_tokens not adding BOS/EOS; different tokenizer behaviors." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs. Qwen3.5 MoE from_pretrained error; different problems." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "transformers.onnx module missing vs. PyTorch dependency import error; different import failures." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return value issue vs. wrong docstring; one is a code bug, the other documentation." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output bug vs. Qwen3_5 image-specific infinite loop; unrelated inference failures." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs. Qwen3-VL-Moe bug; different model/codepaths." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific huggingface_hub API import error vs. broad set of import errors after upgrade; overlap is too vague for a duplicate." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env CLI vs. sentence-transformers import NameError; unrelated failure modes." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading issue vs. wrong tokenizer decoder type in v5; not the same underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation after sync_gpus issue vs. D-FINE auxiliary-loss handling; unrelated features." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning vs. torch.split return values; no shared bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch vs. Qwen3-Next tied-weights warning; different models and defects." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None in from_pretrained vs. AutoProcessor kwargs forwarding; different loading paths." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang vs. MacOS bus error; distinct runtime failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models vs. incorrect pipeline-parallel output; unrelated codepaths." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs passthrough vs. chat template crash with tool calls; different APIs and bugs." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "General v4\u2192v5 tokenization change vs. Qwen2_5_VL chat template batched crash; not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer read error vs. tokenizer_class mismatch on save_pretrained; different serialization issues." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation update bug vs. category-count limit runtime error; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic AutoTokenizer loading regression vs. failure for a specific tokenizer class; not enough evidence of the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "sentence-transformers import NameError vs. Sam3LiteText config references breaking CI; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer loading issue vs. wrong Deepseek tokenization output; different failure classes." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import error vs. broad import-error umbrella; too general to treat as one duplicate bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized model saving failure vs. invalid GenerationConfig in GLM-5; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA precision/config issue vs. docstring typo; clearly not duplicates." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 model-type warning vs. missing fpn_position_embeddings attribute; related area but different concrete bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 38, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753" + ], + "soft_pairs": [ + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:39401|issue:44488", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:39401|issue:44521", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43066|issue:44779", + "issue:22355|issue:28218", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:43116|issue:43493", + "issue:43937|issue:45563" + ], + "prepared_review_unit_hash": "8c6fe6ef11874691f36e3691ed0a24f388a3072f71ed64d1aa429cd311d82105", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated standalone bugs. The soft pairs share broad keywords (tokenizer, save_pretrained, Qwen/GLM, etc.) but do not describe the same concrete defect or fix path, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report in the set and one of the few nodes that plausibly sits near several tokenizer-related soft hits, making it the best single anchor if a canonical issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Despite the weak cohesion of the cluster, issue:43122 is the most reusable representative because it captures the shared tokenizer-regression theme more generically than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different subsystems and failures: DSA/ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both mention tokenization-adjacent behavior, but one is a version-to-version tokenizer regression and the other is a multimodal chat-template assistant_mask bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and FlashAttention-3 training degeneration are different code paths and symptoms." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output issue vs Gemma 4 mm_token_type_ids defaulting problem; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Clarified error messaging in layoutlmv3 is unrelated to Sentence Transformers hanging on load." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure for Ministral/Devstral is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different model-specific behavior and no shared concrete failing path is evident." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe load/runtime issue is unrelated to tokenizer_class metadata written by save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and loading via gguf_file are different code paths and failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe failure and position_ids buffer access error are distinct bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to failing to load a specific model." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and empty multi-label example output are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading/version problem is not the same as FP8 save_pretrained for MoE." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong tokenizer offset_mapping and zero assistant_masks are separate tokenizer-related bugs." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "One is a save_pretrained regression and the other is a from_pretrained regression; related model family, but not the same concrete failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are different import/export issues." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenization regression are different tokenizer-path problems." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX module import failure is unrelated to added-token spacing behavior." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve saving models, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE saving." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression and flash-attention generation failure are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder is not the same as AutoProcessor dropping kwargs to cached_file." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "sentence-transformers import NameError and flex_attention PyTorch version check are unrelated import/version bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation concern different failure modes." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken vitpose model imports and Ministral flash-attention failure do not share a concrete code path." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and missing get_number_of_image_patches are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a torch-import version check are different compatibility problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 image-specific infinite loop are distinct bugs." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy degradation is unrelated to an image-triggered generation loop." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD arguments being ignored and trainer.evaluate failing after training are separate training issues." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 family variants and different failure surfaces; not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification output bug is unrelated to the pipeline translation-task warning message." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification output issue and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure is unrelated to a stale warning in paged generate()." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 39, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45588", + "issue:45656" + ], + "soft_pairs": [ + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:38617|issue:45278", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:22355|issue:29127", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:44484|issue:45310", + "issue:42222|issue:45542", + "issue:43408|issue:43742", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:43066|issue:43122" + ], + "prepared_review_unit_hash": "7a700f14098d723ef94248f3f0db46bd35dba2d2640c4192995fc39e36ecebbf", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a collection of unrelated Transformers issues with some title-level similarity, but none of the soft edges look like true duplicates. I rejected all pairings and found no safe canonical issue/PR representative.", + "confidence": 0.88, + "canonical_issue_reason": "No canonical issue: the items span many different bug classes and model-specific regressions, so none is a reliable duplicate target for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: there is no single issue that meaningfully represents the cluster, since the candidates are about distinct subsystems, models, and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different code paths: distributed training optimizer-state corruption vs generation cache missing in chunked prefill." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated bugs: qwen3_omni_moe feature behavior vs a flex_attention PyTorch version check." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing import symbol; the other is a broad report of many import errors after upgrade." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer regression vs wrong offset_mapping for Qwen3; related domain but different concrete failures." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different model-specific tokenizer bugs: offset_mapping error vs incorrect DeepSeek tokenization." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Completely different problems: missing transformers.onnx module vs a LayoutLMv3 error message issue." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping lookup failure vs flash_attention crash on s_aux=None; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline() vs an attention version-check bug; no shared code-path defect." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and pipeline parallelism output errors are distinct failures." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different model regressions: invalid GenerationConfig for GLM-5 vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT dependency version mismatch is unrelated to the flex_attention import/version-check problem." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video batch shape handling vs AutoProcessor crash without torchvision; different root causes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multithreaded loading vs dtype mismatch in CI; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading issues, but one is mapping lookup and the other is a Mistral regex patch crash." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different missing-import regressions for different symbols/modules, not one underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping bug and runtime post-processor update behavior are separate tokenizer issues." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained error; not the same defect." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to a wrong saved checkpoint from save_pretrained()." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights vs PretrainedConfig type checking; different failures." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about max_shard_size is not the same as a Qwen3.5 MoE loading error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and TensorBoard-without-TF backend errors are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs key error loading MobileLLM-125M; different issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Two different model loading problems: invalid generation config vs unrecognized model/config missing model_type." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Dependency installation/backends issue vs broken VitPose models; no shared underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a critical API request rejection and the other is streaming inference failure on a specific model." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer args being ignored is different from optimizer.step() being called twice under deepspeed." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Specific Phi-4 multimodal loading failure vs a general report of many import errors after upgrade." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a compile-time bf16 warning and the other is incorrect model dtype after loading Blip2." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type mismatch and changed tokenization output are related to v5, but not clearly the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 40, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:42222|issue:45459", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:41628|issue:45071", + "issue:42371|issue:42831", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43931|issue:44038", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43976|issue:44945", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:42673|issue:43577", + "issue:44964|issue:45071", + "issue:44704|issue:45103", + "issue:43931|issue:44410", + "issue:44261|issue:44485", + "issue:44964|issue:45341" + ], + "prepared_review_unit_hash": "5e824c0973ecd4ad487ffcae8f23bc9e844b2d8ba868bd6ebdfb81c4c5449f5e", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38783, + "estimated_input_tokens": 9696, + "estimated_eval_tokens": 19648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly thematic, not true duplicates: import errors, model-specific bugs, precision warnings, and trainer/config regressions are distinct code paths. No PRs are present. If a single issue must represent the cluster, 44261 is the best fit because it is a concrete, well-scoped numerical bug with multiple nearby soft links.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44261 is the most substantive and central of the provided issues, with the most soft links and a narrowly described precision/numerics bug; it is a better representative than the more generic import/error reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44261 is the best representative issue overall: it is concrete, reproducible, and closest to multiple adjacent precision-related reports, even though the cluster is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 backend-setting discussion and MLA rms_norm_eps precision bug are different features and failure modes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Two unrelated errors in different code paths: an import error vs an audio feature extraction issue." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method in a vision processor is unrelated to the MLA layernorm precision/config problem." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different failures; not the same concrete bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard sizing is unrelated to Qwen3.5 MoE from_pretrained loading failures." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is an embeddings-API removal issue; the other is a position-id warning. Different regressions." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Torch split/indexing behavior and GLM-5 RoPE math are different bugs, not one shared code-path issue." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and tokenizer protobuf error masking are unrelated subsystems." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A PyTorch bfloat16 warning and a SAM3 model-type warning are not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but they affect different models and symptoms, so they are not mergeable as one PR/bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy problems are distinct precision topics, not the same bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and undefined tf backend error are unrelated failure modes." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leakage in dataloader threads and flash-attention generation failure are different Qwen3 issues." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "No evidence these describe the same underlying bug; one is a memory leak, the other a reproduction of a different issue." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a weight-shape mismatch and the other is a model-loading bug for a different variant." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and a physical-intelligence/fast load failure are not the same code-path problem." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embeddings/tie-weights removal and gguf_file loading errors are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and PreTrainedConfig type checking are different areas." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallel output corruption are unrelated issues." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "A model-type mismatch warning and a tie_word_embeddings warning are different config warnings." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Vision-processor API omission and torch.split return handling are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor torchvision dependency crash is unrelated to save_pretrained shard sizing." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention training degradation and category-count limit are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different symbols; same symptom class, but not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer-state handling in FSDP2/PEFT and Liger Kernel application with model_init are different training bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qkv/gate projections and a missing config field in vision MoE are not the same issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "ImportError for layer_type_validation and HybridCache are separate missing-symbol regressions." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embeddings tie-weights API removal and flash_attention.py s_aux handling are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken construction error and tokenizer-mapping None handling are different tokenizer bugs." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe loading/bug and qwen3next missing projections are different model implementations and failure modes." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "Memory leak in Qwen3ForCausalLM and Blip2 dtype propagation are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45071", + "accept": false, + "reason": "Phi-4 multimodal loading failure and PreTrainedConfig type-checking regression are not the same code-path issue." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Layernorm epsilon precision in MLA and GLM-5 RoPE implementation are different numerical bugs." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model loading failure and a testing_utils bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 41, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45381", + "issue:45561", + "issue:45588", + "issue:45753", + "issue:45859" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45372", + "issue:43097|issue:43901", + "issue:42617|issue:45341", + "issue:43986|issue:45341", + "issue:43825|issue:44655", + "issue:45341|issue:45588", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:42994|issue:44655" + ], + "prepared_review_unit_hash": "ba1a159d1039fa4457baaca0dcba78c36971ee3b1874dcd87d0a962b88881b7f", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37417, + "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 set of unrelated Transformers issues that only share high-level themes like imports, loading, saving, quantization, and v5 regressions. I don\u2019t see any soft pair that is clearly the same underlying bug or change.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43873 is the best umbrella candidate: it is open, has substantial discussion/inbound references, and describes a broad quantization/offloading failure mode that can plausibly collect related reports better than the more narrow, model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest global issue choice because it is active, broadly phrased, and sits in a recurring failure area (quantization/offloading) that could absorb adjacent reports if a canonical issue is needed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both involve loading/saving behavior, but one is local_files_only network leakage and the other is a missing weight during UMT5 loading; different code paths and fixes." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different failures: video AutoProcessor setup without torchvision vs tokenizer mapping returning None during from_pretrained." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Testing-utils bug versus Qwen3_5Moe CPU-offload incompatibility; unrelated subsystems and symptoms." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is an API removal/documentation issue, the other is a quantization/offloading runtime bug; not the same underlying problem." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of a different issue are not enough to establish the same concrete bug." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Both touch multimodal/chat processing, but they fail in different places and with different preconditions." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A test utility bug and an xdist file-race are related only by testing infrastructure, not the same defect." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing dependency/import problems in different processor/model-loading paths." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Removed embedding-tie API versus stale docs about return_all_scores; separate issue classes." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution problem and a testing-utils bug are unrelated beyond being bugs in the repo." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video processor import/setup failure versus testing-utils behavior; no shared code path." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task messaging and pipeline save_pretrained are distinct issues affecting different APIs." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utilities and flash_attention sink handling are separate code paths with different failure modes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight during load is unrelated to the max_shard_size default question in save_pretrained." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Precision warning during compile and Bamba SDPA compile failure are different runtime behaviors." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs versus Bamba torch.compile+SDPA failure; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings/config, but one is a PyTorch precision warning and the other is an embedding-tying warning in a different model family." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-generation loop on a specific image are different defects." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Model dequantization save failure is not the same as saving Pipeline objects." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training issues versus BeitImageProcessorFast label reduction bug; different components." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI-style chat endpoint rejection and Qwen2_5_VLProcessor batching crash are separate request paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both are compile-related, but one is a bf16 warning and the other is a flex_attention failure on newer torch versions." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules and different fixes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation import and local_files_only making API requests are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe version breakage and fp8 inference support are not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different user-facing APIs: chat completions endpoint handling versus apply_chat_template tokenization crash." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one concerns attentions not being assigned and the other hidden_states being None; not the same defect." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "A Qwen3VL-Moe loading regression and a generic state_dict-sorting load error do not look like one underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat-completions API rejection and Qwen2.5-VL video position-id corruption are different paths and symptoms." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation drift for return_all_scores does not match a pipeline serialization failure." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic state_dict sorting load failure and Qwen3.5 save_pretrained regression are distinct save/load bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and saving Pipeline objects are different save_pretrained problems with different object types." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 42, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43881", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45216", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45753" + ], + "soft_pairs": [ + "issue:43352|issue:43937", + "issue:36010|issue:42757", + "issue:43066|issue:45381", + "issue:43756|issue:44485", + "issue:44220|issue:44655", + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43906|issue:45753", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43299|issue:45753", + "issue:36683|issue:43881", + "issue:43352|issue:43976", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:44380|issue:45479", + "issue:41669|issue:44246", + "issue:43352|issue:45478", + "issue:43618|issue:44380", + "issue:43064|issue:44492", + "issue:44355|issue:44855", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43867|issue:44484" + ], + "prepared_review_unit_hash": "c8fbfbfe3bae75b9fdde37ca4a045a597112123365f40c942155cb6e65e1686b", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36866, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model-specific, training, import, or test issues that only look superficially similar by keyword. I would not merge any of the soft pairs as duplicates. The strongest standalone issue here is the import-time performance regression in issue 41669.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 41669 is the most concrete, actionable, and broadly impactful regression in the set: it describes a measurable import-time slowdown with a plausible single root cause. The rest of the cluster is mostly a mix of unrelated model/config/runtime bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41669 is the best anchor for this noisy cluster because it is specific, reproducible, and high-signal compared with the many narrow model-version failures around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different bugs: FlashAttention support for a model class vs a generation config validation error." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different packages and different missing symbols." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type mismatch and Qwen2.5-VL vision position ids are unrelated failures." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different model families and different problems: RoPE layer count vs RoPE implementation details." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction bug and pipeline save_pretrained behavior are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and DeepseekV3MoE divergence are distinct code paths." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Two separate config-attribute omissions on different models; not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as a Qwen3.5 infinite-loop regression." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing CLIP attentions and incorrect Qwen3.5 checkpoint saving are different regressions." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing Gemma3Config attribute and load-balancing-loss omission are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL MoE loading failure and Qwen3_5 image infinite loop are different symptoms and likely different causes." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Gemma3Config attribute error and GLM-4V-9B load failure are not the same underlying issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support bug and Python-version compatibility failure are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Ministral FlashAttention failure and GPT2 attention-scaling configuration are separate code paths." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different models and different behaviors; one is unsupported FlashAttention, the other is ignored scaling config." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 weight loading and Qwen3.5 MoE from_pretrained failure do not match." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict ordering/load error and a missing config field dropped by @strict are not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling in GPT2 and a degenerate zero-loss classification bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import slowness, but one is a specific import-star regression and the other is a general intermittent slowdown report." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same broad theme, but different models and distinct failures." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing attentions output and attention scaling being ignored are different issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A distributed training optimizer-state bug and a cache-strategy typo are not duplicates." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 decorator/comment parsing failure are different root causes." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Config attribute missing and tokenizer mapping returning None are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing set_seed in tests and xdist file-race corruption are both test issues but not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "A removed config field and FlashAttention support are completely different topics." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve loading/saving state, but the concrete failure modes differ." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "These are separate Python-version compatibility reports affecting different releases and environments." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different missing-weight / from_pretrained failures." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer math and DeepSeek MoE implementation divergence are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Distributed optimizer-state corruption and Pipeline save_pretrained support are separate areas." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is a loading/OOM report." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init constraints and GPT2 attention scaling are not the same code-path problem." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State_dict load-order failure and the default max_shard_size question are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 43, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45375", + "issue:45478", + "issue:45588", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:43618|issue:45588", + "issue:43901|issue:44938", + "issue:44655|issue:44938", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:43010|issue:44368", + "issue:44315|issue:44360", + "issue:43010|issue:45850", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:42757|issue:43576" + ], + "prepared_review_unit_hash": "d8f28d6806844c6ebf80142298da36d9466144be7a7039775e88452e7bc784a4", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37954, + "estimated_input_tokens": 9489, + "estimated_eval_tokens": 19234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated issues across loading, modeling, tests, docs, and performance. None of the soft pairs are clearly the same underlying bug/change from titles alone.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella for the visible v5 import-regression theme, so it is the most useful single issue to anchor this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best global tracker here because it is open, recent, and broad enough to subsume the generic import-failure cluster better than the narrower reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different failures: PyTorch missing import vs tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated model/output bug versus AMP/CUDA crash in a different loss path." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different code paths: CLIP output attentions vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Different failures in different attention code paths; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs mismatch for a pipeline argument vs Python 3.14 load failure." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects is unrelated to Python 3.14 import/load issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flake versus inability to load a specific multimodal model." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test failures, but they describe different fixtures and root causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI regressions: seed flakiness vs stale auto-mapping references." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline-mode request bug is unrelated to AddedToken keyword collision." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "No-grad cache update bug is unrelated to optimizer argument handling." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Test seed flakiness is not the same as a helper bug in testing_utils.py." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained issue and missing tensor-parallel plan are different model bugs." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakages." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leak is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors and slowdown after upgrade are not the same defect." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but tensor-parallel metadata and from_pretrained loading are distinct paths." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Both mention loading/docs, but one is Sentence Transformers hanging and the other is documentation confusion." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing config field are different Qwen3.5 MoE issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization memory regression is not the same as checkpoint reload incompatibility." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache no_grad behavior is unrelated to broad import failures after upgrade." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading and checkpoint reload problems overlap only loosely; likely different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network-blocking bug and FP8 save_pretrained bug affect different code paths." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update gradient handling is unrelated to a tied-embeddings warning." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific cache/layer no_grad issue is not the same as a broad complaint about many model breakages." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only networking bug is unrelated to the placeholder 'racoon' issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue and missing multimodal token-count method are different defects." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file load errors and PretrainedConfig type-checking regression are different issues." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file execution errors and Pipeline save_pretrained failures are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both involve FP8 and MoE, but one is saving and the other is inference support." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the unrelated 'racoon' issue." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model-loading breakage are different concrete bugs." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "These are plausibly related import/runtime regressions, but the titles do not show the same concrete bug path strongly enough to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 44, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43299", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:43299|issue:44556", + "issue:43010|issue:45656", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:38617|issue:43576", + "issue:41628|issue:42548", + "issue:43010|issue:43976", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44373|issue:44961", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:41669|issue:44351" + ], + "prepared_review_unit_hash": "c4eb10c9fbcd48733eed069d34fb48f698788d37eb66002f5b5c298130e1000c", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38941, + "estimated_input_tokens": 9736, + "estimated_eval_tokens": 19728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very noisy: most pairs are only loosely related by version-5 regressions or import/lazy-loading symptoms, but they do not look like the same concrete bug or fix. I found no strong duplicate pair to merge, so the best anchor is a broad umbrella issue rather than a specific regression.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella-style report in the set and best matches the noisy cluster of v5 breakage complaints, even though it is vague.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most suitable cluster representative because it is broad enough to cover multiple v5-related regressions without pretending the specific bugs are identical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 loading breakage, but one is Qwen3VL MoE loading and the other is general checkpoint reload incompatibility; not the same concrete failure." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "One is about cache/layer update no_grad decoration, the other about deepspeed calling optimizer.step twice; different code paths and symptoms." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated subsystems and failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type-checking regression are separate issues with no shared code path." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command failure is unrelated to a missing Qwen2.5-VL top-level import." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The titles are unrelated and provide no evidence of the same bug or change." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion for forward args is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "An import error for a specific symbol and a broken CLI env command are different problems." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different top-level classes; the titles do not indicate the same missing-export bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "A no_grad/decorator request and a Python-version compatibility issue are not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing HybridCache import are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and a nonsensical titled issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and text-classification docs behavior are not the same underlying problem." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "A missing AutoImageProcessor import and errors running compiled Python files do not point to the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and missing ReLU in the DSA indexer are different model changes." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading issues and unsafe sys.modules access may be adjacent, but the titles do not establish the same concrete bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files is unrelated to a generic bug-report placeholder." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and a tf backend error from tensorboard-only installs are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-related, but one is bounding-box hallucination and the other is an infinite loop on a specific image; too different to merge." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and old checkpoint reload incompatibility are separate regressions." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen3 MoE, but one is a general v5/Qwen3-VL-Moe issue and the other is a missing tensor-parallel plan; not the same code-path problem." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output bugs and PretrainedConfig type-checking are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is one specific model config bug, not the broad generic complaint in 45850." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import-* usage for import-time performance and a missing GenerationMixin cache during chunked prefill are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are about v5 incompatibility, but one is general checkpoint reload after upgrade and the other is a specific remote-code InternVL2/meta-init issue; not clearly the same bug." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong docstring for position_ids is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and the broad 'v5 breaks too many models' complaint are not the same concrete regression." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crashes and a generic v5 breakage complaint are too broad to call duplicates." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are completely different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky integration test and a scheduler kwargs bug are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import and lazy-loading malfunction are related only at a very high level; the titles do not show the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 tracker/model-type warning and Liger Kernel not applied with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version support issue and Qwen3-VL bounding-box output bugs are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support in Nemotron and Qwen3-VL hallucination/output errors are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken env command and scheduler kwargs handling do not share the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained file mismatch and a generic bug report are not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading registered position_ids as a buffer and a generic bug report are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* performance cleanup and HybridCache import failure are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 45, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:44077", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:44393|issue:45478", + "issue:43874|issue:45850", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:44492|issue:45850", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43525|issue:44861", + "issue:43066|issue:44998", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44360|issue:44998", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "77388cf968112299073a9ee4618f3332fdd907d3d6722246b268625fcb62e74e", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761482, + "estimated_input_tokens": 190371, + "estimated_eval_tokens": 380998 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 51, + "serialized_chars": 42267, + "estimated_input_tokens": 10567, + "estimated_eval_tokens": 21390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformer issues were grouped together. 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too different to merge." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler bug versus an unrelated placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key handling and chat-template tool-call crashing are separate code paths." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak report versus unrelated placeholder issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Feature/support request for fp8 infer support versus a from_pretrained loading error." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an import error are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer bug versus unrelated placeholder issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request versus processor save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow training-job reporting and checkpoint-loading speed are different problems." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown versus tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow loading versus documentation confusion; 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They share only a broad \u201cexpand architecture support\u201d theme, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the older and more discussed request, so it is the better anchor if one issue must represent the cluster; however, it is not a duplicate of #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests for different subsystems: Flash Attention 2 support vs GGUF support. They do not describe the same bug or the same code change, 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": "issue", + "component_index": 4, + "component_count": 16, + "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-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "da07ef3e1f3e2a5f6d0e74ea80aa590d5d2811aaac92dd5b417fa6b9fc839e84", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are issue-template variants for translating docs into different languages; only one is a concrete Turkish instance, while the others are generic placeholders. They are similar in wording but not the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "issue:27088 is the only concrete, language-specific report ([i18n-TR] Turkish), so it is the most informative representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the best global issue because it is specific and actionable, whereas the others are generic template entries without a distinct concrete language target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different issue instances: Turkish translation vs. a generic placeholder-language template; not the same concrete task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different issue instances: Turkish translation vs. a generic placeholder-language template; not the same concrete task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different issue instances: Turkish translation vs. a generic placeholder-language template; not the same concrete task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic template-style issues with no concrete shared language target shown; too ambiguous to treat as the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Both are generic template-style issues with no concrete shared language target shown; too ambiguous to treat as the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic template-style issues with no concrete shared language target shown; too ambiguous to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 16, + "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-36817-15", + "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" + ], + "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:37015|issue:42503", + "issue:36879|issue:37015", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "425ebecca23ffca7bea528964385504261a9688191e42e55982b42baa67b5521", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20700, + "estimated_input_tokens": 5175, + "estimated_eval_tokens": 10606 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20700, + "estimated_input_tokens": 5175, + "estimated_eval_tokens": 10606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates; they are separate model-request issues spanning different models and modalities (BERT variants, detection, audio/TTS/ASR, OCR, vision, and a sparse transformer).", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate exists here; the cluster is a set of distinct feature requests. If one must be chosen as the broadest representative, issue 42738 is the closest umbrella item.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42738 ('BERT-like models with RoPE') is the broadest and most reusable representative, but it still only fits part of the cluster and does not cover the audio/vision-specific requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert vs DEIMv2); same general area of model support, but not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support is unrelated to Qwen3-TTS support; different modality and code path." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different models with different integration needs." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR detection support and DEIMv2 are separate model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model families and implementation targets; not the same bug/change." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model requests with different runtime paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS are distinct model integrations, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model additions and would not merge into one PR." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse transformer request are unrelated model architectures." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT (text model) and LFM2.5 Audio are different modalities and code paths." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests, not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model support requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture and the sparse transformer request are distinct code additions." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support and Voxtral TTS support are different modalities and code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests with no shared concrete fix." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models are specific additions; 'BERT-like models with RoPE' is only a broad category, not the same request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models and Voxtral TTS are different model families and implementation paths." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by naming only; they are separate tasks and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different concrete model-support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support and DeepSeek-OCR2 are unrelated modalities." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request are different underlying changes." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE encoder support are different model integrations." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR and audio generation model support are distinct requests, not one bug/change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and modalities." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE support are different architectures." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request do not target the same code path." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model additions." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and OCR2 support are different modalities and not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 16, + "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-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "7d746c0b3b1d7c314490fa1a3a5666b7717f8c809480ad90a20bf5b8ea1285d9", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is not a true duplicate set: the issues concern unrelated areas (normalization, Mask2Former loss handling, tokenizer warnings, a config type hint, and a typo in a quantization symbol). The only commonality is superficial wording, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization-related terms, but one is about whether Llama4TextL2Norm is RMS norm and the other is a ModernBERTConfig type hint; different files, models, and bug types." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and kwargs not being forwarded to a loss function are distinct implementation issues in different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "These are unrelated: one is a model-specific ignore_value bug, the other is a tokenizer regex warning after a version change." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2Former loss/config bug and a typo in a quantization attribute are not the same underlying defect." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different problem classes: unused ignore_value versus an incorrect type hint." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to a loss function and correcting a config type hint are unrelated fixes." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERTConfig annotation issue does not match a tokenizer regex warning regression." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "These only share the fact that both are small correctness issues; one is a type-hint typo, the other is a symbol-name typo in quantization code." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "d285e80d4f39570046f2f340b8ad8458e2a86dfea4ef0aad543c19edf64ffbb0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a generic block-decoding request, while the other is a specific request for DeepSeek v3.2 support. There is no shared underlying bug or change here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and scopes: block decoding vs model/version support. The titles and available metadata do not indicate the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 16, + "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": "f52b10dfe50c835a1857ed7ee0257f8076630d6e3b10dfec219389e7e0e92e54", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern Trainer behavior with custom trainers, but they target different code paths: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They are related in theme, not the same bug.", + "confidence": 0.81, + "canonical_issue_reason": "#43598 is the better canonical issue because it describes the broader Trainer customizability problem more directly and is more likely to serve as the umbrella for related follow-ups.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the best representative issue for the cluster since it frames the general Trainer customization concern more clearly; #43600 is a narrower instrumentation-specific concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers in Trainer, but `remove_unused_column` behavior and FLOPS estimation are different concrete problems and would not be merged 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": 9, + "component_count": 16, + "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": "9a9403447ca689c684572748acf97cde2a3631de63d67c81f68089e8774c9db1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related auto-model feature requests, but they target different model families and different capabilities: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. They do not look like duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: one is generic registration support for Qwen3-Omni, the other is task-specific sequence classification support for Qwen3.5/Qwen3_5Config. Similar area, but not the same bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "40795cb1c81b0677122066b8db925131904d7b8f7e10699348d9fd8f7ff7ef61", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by near-empty, generic issue titles with no actionable details. Three issues are effectively identical in form (\u201chuggingface \u201d), while one (\u201cFett\u201d) is unrelated. I would consolidate the huggingface reports under the earliest one, but the evidence is too thin to treat any pair as a true duplicate with confidence.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43845 is the earliest of the nearly identical \u2018huggingface \u2019 reports and is the most reasonable representative for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue anchor because it is earliest among the repeated \u2018huggingface \u2019 submissions and matches the cluster\u2019s dominant pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only weak text similarity; \u2018Fett\u2019 and \u2018huggingface\u2019 do not show the same underlying bug or change." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only weak text similarity; no concrete shared problem is described." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Only weak text similarity; unrelated-looking titles with no substantive issue details." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Very similar placeholders, but the bodies are too sparse to verify they are the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title, but no concrete bug description or shared target to justify merging." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title, but insufficient evidence of one concrete shared defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 16, + "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": "dc176460818cee6d63b5360de7889a2d1934e945d8a7aaae0d5d3966be4c376a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items appear to be unrelated low-information/spam issues; none has enough concrete evidence to be treated as a duplicate of another. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44418 is the best representative only because its title is slightly more descriptive than the spam/placeholder titles; it still lacks enough substance to justify a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the least spam-like and most human-readable issue title in the set, so it is the best single representative for triage purposes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles with no body detail, targets, filenames, or other evidence of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical generic titles alone are not enough; there is no concrete evidence they describe the same bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a documentation-suggestion title do not indicate the same underlying report." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and there is no shared technical context to justify duplicate treatment." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request and a spam placeholder are not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond low-information metadata; this is not enough to accept a duplicate edge." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Matching spam-like titles do not establish the same underlying bug or change without additional context." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "These titles are unrelated and there is no shared code-path or explicit linkage." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The records have no overlapping technical details; 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": "issue", + "component_index": 12, + "component_count": 16, + "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": "cf494af436be5616134f7b713cf8520a40d6e98ce87ce7f849d38300cf5fd9ce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The packet supports that issues 45145 and 45151 are highly similar, with the same title and a soft-similarity match. It does not establish that they are exact duplicates or that their bodies are identical. Issue 45145 is the slightly better canonical choice because it has an inbound reference, but the evidence is still limited.", + "confidence": 0.84, + "canonical_issue_reason": "45145 is the better canonical issue only by a small margin: it has the same title as 45151 and one inbound reference, which makes it a slightly stronger anchor for the cluster. The evidence does not prove exact duplication.", + "canonical_pr_reason": null, + "best_issue_reason": "45145 is the best global issue candidate because it is the most connected of the pair and has the same title as 45151. However, this is a soft cluster, so the choice is based on linkage strength rather than a confirmed duplicate relationship.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "This is only a soft-similarity match with deterministic_accept=false. The titles match, but the packet does not provide enough evidence to treat them as the same underlying issue or an exact duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence. The packet only supports that the two issues share the same title and have a soft-similarity match; it does not prove they are exact duplicates or have the same body text. The soft-edge accept is also too strong given the evidence: the pair is only a soft-similarity match and deterministic_accept is false. The inbound reference on 45145 can justify it as a slightly better canonical candidate, but not a strong or exact duplicate claim." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "b043f18b803f39253da7363028f9c77ae154fb10f33764ceb312c669bdc73c1f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad level (4-bit inference / bitsandbytes), but they describe different bugs, different failure modes, and likely different fixes. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45674 is the more general and actionable report: it names the configuration trigger (`llm_int8_skip_modules`) and the resulting regression in 4-bit inference, making it a better representative issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the best overall representative because it describes a concrete, reusable configuration bug rather than a model-specific symptom, and the repro/failure mode is clearer.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Do not dedupe: 45672 is a Gemma4/audio-module `torch.finfo()` TypeError on uint8 weights, while 45674 is a BitsAndBytesConfig regression where `llm_int8_skip_modules` clears the default `lm_head` exclusion and triggers an AssertionError. Same broad area, different code paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "52b48b2ce0b96c9bf2b5c2bd05522b0a03c3757bc988decb84346ac41de10946", + "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": "These two issues do not look like duplicates of the same underlying bug or request; they are just two separate closed issues with different personal-name titles and dates and no supporting body text.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different titles/names and dates, no body, no shared bug description or explicit linkage; this does not indicate the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 16, + "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": "3d886d2092974221bd5effb3ded5b764e5381609f7336d09af99a1fb6494aa52", + "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 appear unrelated: both are bare personal-name/date titles with no body or shared technical context, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles refer to different people and different dates, with no shared bug report, code path, or issue context." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "96bf7125b236f5dc8d123aa48d42745a15b3df7129e3b65b913ee207e74cfe35", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated PRs. The only true duplicate-like pair is the two `fixed_cross_entropy` patches (43251 and 43254), which target the same issue and same code path; all other soft-similarity pairs are too broad or clearly different changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative for the cross-entropy kwargs fix: it directly targets issue 43240, patches the shared helper in the intended way, and is the clearer of the two near-identical variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest standalone PR in the only real duplicate pair; it is a focused bugfix with an explicit issue link and broader, cleaner coverage than 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: VideoPrism model addition vs. an ExecuTorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated feature areas: Mistral tokenizer API methods vs. adding MobileLLM." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method fix and ExecuTorch export test are not the same bug/change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch pretrained/processor loading only in a very broad sense; they fix different models and different problems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy helper kwargs fix is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different targets: loss helper kwargs vs. Mistral4 test/model adjustments." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape test does not match Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Exportability test and new model implementation are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Model addition and config-resolution fix are distinct changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different models and different code paths; no shared concrete bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` renaming are separate issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 testing/model fixes are unrelated to docs for audio/video processors." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Model test fixes do not match the `cls.config` resolution order bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Shared auto/modeling filenames are incidental; one is a model PR, the other is a docs/skill scaffold." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is not the same as adding the model-creation skill docs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model code and processor docs are different artifacts." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug in `fixed_cross_entropy`, same shared helper, same issue target 43240; these are duplicate implementation variants." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well-grounded in the packet. All non-43251/43254 pairs are conservatively rejected as only soft-similar or clearly different changes, and 43251/43254 are correctly identified as the only mergeable same-bugfix pair because they touch the same helper in the same file and share issue target 43240. No evident overstatement beyond the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "78353c94123f971b64c3f40c43ca133ce1fdff7b4c583072a5f85afc263a2e93", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are VibeVoice implementation PRs, but they are not the same concrete change: #40546 is the base VibeVoice integration, while #42781 adds a separate realtime variant plus an acoustic tokenizer and related generation/model updates. They overlap heavily by file path because #42781 extends the same subsystem, but it is not a duplicate merge candidate of the earlier PR.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "#42781 is the broader and more up-to-date VibeVoice PR, covering the realtime path and the acoustic tokenizer alongside the core model integration.", + "best_issue_reason": null, + "best_pr_reason": "#42781 is the best representative of the cluster because it contains the later, more complete VibeVoice work and subsumes the base implementation context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared filenames reflect a common VibeVoice subsystem, but the change sets are not the same underlying feature: #40546 implements the base model, while #42781 adds realtime support and an acoustic tokenizer. They are related follow-up work, not duplicate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "c42c80c881d0c96ca69b5537803885ad027cee853e1d8f5c325054a812323847", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "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 pull requests are unrelated feature additions in different model families (TimesFM covariates vs. DINOv3 image classification), so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative because the items address different models and different changes; any choice would be arbitrary.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying features for different architectures and code paths; they do not look mergeable into one PR or like the same 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": 4, + "component_count": 26, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "c9907a1ec37f09a7f804609844aa4b0a2c8af30343572614eef6507d28ebefd8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share some Hugging Face integration scaffolding, but they target different models, different files, and different code paths, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplicate triage: each PR adds a different model package and associated integrations, so there is no single underlying change to collapse them into.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduplication: the PRs are unrelated feature additions rather than alternate fixes for the same bug/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac) with distinct model directories and docs; shared auto-registration files are generic scaffolding, not evidence of the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac vs Kimi2-6 are separate model integrations with different filenames and model code. Similar Hugging Face wiring is expected for new-model PRs, but they do not fix or add the same concrete feature." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "b09fb122c53437bed9b33a659e1a40ddb1f31b3611b1037754be5531dc1a010d", + "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 open PRs both update GitHub Actions dependencies in workflow files, but they target different actions and different maintenance goals: one is a broad Node 24 compatibility sweep, the other is specifically bumping docker/build-push-action to v6. They are related at the workflow-maintenance level, but not the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because its scope is broader and its title clearly describes the main maintenance intent: upgrading GitHub Actions for Node 24 compatibility across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster since it covers the broader and more central workflow-action upgrade theme; PR 42976 is a narrower, action-specific version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different actions and address different problems: 42975 updates multiple actions for Node 24 compatibility, while 42976 only bumps docker/build-push-action. They are not the same underlying fix and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "7f92cac352ce3feca71e086a66b59b42f07bc2616fb7895c7dfca6d931a08883", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23511, + "estimated_input_tokens": 5878, + "estimated_eval_tokens": 12012 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23511, + "estimated_input_tokens": 5878, + "estimated_eval_tokens": 12012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a noisy cluster of unrelated PRs that mostly happen to add new models or shared registration/docs changes. The overlapping filenames are generic auto-mapping/documentation plumbing, not evidence of the same underlying bug or feature.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single anchor is needed, PR 45838 is the broadest self-contained model-addition change in the set, with multiple related model files plus tests/docs. That said, the cluster is heterogeneous and does not form a true duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45838 is the most representative anchor only because it is a larger, fully fleshed-out model-support PR; it is not a better duplicate candidate than the others, just the most substantial single change in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models: ViT NEPA vs Molmo. Shared docs/auto-registration files are generic scaffolding, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo2. Overlap is only in common registration/docs plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different concrete additions: ViT NEPA vs CTSM. No shared bug or code path." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model lines with different implementations; not the same PR-worthy change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; shared framework files are too broad to indicate duplication." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model families; the overlap is only generic model registration." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Audio model support vs OCR text-recognition models. Different tasks, model code paths, and test surfaces." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading infrastructure is a separate cross-cutting feature, not the same change as PP-OCRv6 model support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6/PPLCNetV4 are different model families; shared auto/docs edits do not make them duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "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": "2d1edca20f4033d07b7f4e9d3c2bf111b081c608ffc96229075859e56f3c4631", + "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": "These PRs are not duplicates: one is a Whisper tokenizer/test fix, one is a nonsensical CLIP/ViT test-only change, and one is a broader FP8/dequantization fix across loading and quantization code. They do not appear to address the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most substantive and concrete code fix in the set, with changes in model loading and FP8 quantization code plus related model/test updates. It is the best representative of a real bug-fix change, unlike the test-only or unclear PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone fix candidate because it targets a specific dequant/loading path and spans coherent implementation changes, making it the best representative of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both touch tests, but they fix different things: Whisper tokenizer decoding vs. unrelated CLIP/ViT test edits. No shared underlying bug or mergeable combined change is evident." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/timestamp decoding is unrelated to FP8 dequantization and model loading. Different subsystems and different code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test-only edits do not correspond to the FP8/core loading fix in 44815. They are not the same bug and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "91dcd6fd64a892094d356281aa2e99654c085319497a4940c9ba6d44236c869d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open '[don't merge]' PRs, but they are not duplicates: one is a repo-bot/version-format test change, the other is a broader CI/workflow/diff-display change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different code paths and different purposes.", + "best_issue_reason": null, + "best_pr_reason": "No clear best PR for a duplicate cluster; the shared Vit test file appears incidental rather than indicating the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: 43488 changes setup/version/dependency test scaffolding, while 43532 rewires CI/comment workflows and testing utilities; they only overlap on a Vit test file and do not address 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": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "bd93c4a494392cae4ab6176e63f753030a588929624482c823156a56b2e7414e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by shared documentation/pipeline scaffolding, but they implement different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication: they are separate pipeline additions with different code paths and model integrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and concrete implementations; shared docs/registry/test plumbing is not enough to treat them as 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": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "6e0db7e77a75b6b0bba2280747342405b1dc3b46bebaae64f92cab1b6b2db6bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch `trainer.py` but implement unrelated Trainer extension points: one changes gradient-accumulation loss scaling, the other factorizes signature-column inspection for column filtering. They are not duplicates and should not be clustered together as the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs address different Trainer behaviors and do not share the same underlying bug or feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more broadly impactful Trainer behavior change and the clearer representative of the cluster, but it is still not a duplicate of #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: #43651 changes loss scaling during training/gradient accumulation, while #43663 adds an overridable helper for model signature column filtering. Same file only; 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": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "18c490d394b5dd79ea75465ad7b7bfcdff5592c1fd6ea2f8b80b26a00fa70226", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5991, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5991, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are overlapping fixes for `src/transformers/cli/serve.py` TypeAdapter/annotation `NameError` issues; one is a broader postponed-annotations cleanup and the others are narrower string-literal/import fixes.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleanest, most targeted fix for the `TypeAdapter` NameError in `cli/serve.py`, with a minimal change focused on the failing runtime annotation path.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best representative of the cluster because it directly addresses the concrete bug without the extra annotation cleanup/refactor seen in the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both address the same runtime `TypeAdapter` annotation NameError in `src/transformers/cli/serve.py`; they differ only in implementation approach (future annotations vs quoted/type-only import handling)." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both appear to fix the same underlying `TypeAdapter`/annotation NameError in the CLI serve code path and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are about annotation/`TypeAdapter` NameError fixes. The pairwise soft-edge calls are conservative enough because the changes are mergeable into a single fix for the same bug family, with 43656 being the broader postponed-annotations variant and 43836/43842 being narrower string-literal/import variants." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + 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"pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + 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"summary": "Mostly parallel, model-specific output-tracing refactors. The only convincing duplicate family in the packet is the GPT-J/CodeGen line around 44722; the GPT-Neo and other shared-issue edges look like similarity neighbors, not mergeable duplicates.", + "confidence": 0.67, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen subgroup: it is the later, broader revision in the same files and the clearest true-duplicate candidate in the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single representative because it covers the same GPT-J/CodeGen code paths as the closest neighbors and looks like the most complete later revision.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; the shared issue theme is too broad to make this a duplicate." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model code paths; same tracking issue theme is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "44066 spans CodeGen + GPT-J while 44085 is GPT-J-only; similar, but not clearly the same concrete change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones/model implementations; parallel refactors, not duplicates." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families; same refactor theme only." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Same standardized-output theme, but MPT and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "Same GPT-Neo area, but the packet only shows similarity and not a clearly mergeable identical edit." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor is 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"right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and XLM/Flaubert are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated model refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are separate refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are separate model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are distinct refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are different model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are separate model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are separate model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same files; 44722 looks like the later, more complete revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change in modeling_gptj.py; 44722 appears to be the later revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J refactor and SpeechT5 refactor are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet refactor and RegNet/ResNet refactor are different changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and Vits are unrelated model changes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster read is mostly grounded, but two soft-edge calls are too assertive for the evidence shown. In particular, 44018\u219444068 and 44066\u219444085 are treated as clear duplicates, yet the packet only supports them as similarity/issue-target neighbors, not clearly mergeable identical changes; 44066 also spans CodeGen + GPT-J while 44085 is GPT-J-only. The summary also overstates that the remaining PRs all share the same tracking issue, when several have no explicit issue target in the packet. A more conservative writeup is needed." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "508780701f326b01f6789058b66f4e1701fc55188c4a807be582ea20f6f755f8", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17121, + "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 model-specific PRs for the same broad refactor theme\u2014standardized output tracing/capture\u2014but they do not appear to be duplicates of one another.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the clearest representative: it has an explicit issue link, a focused SpeechT5 output-tracing refactor, and concrete code-path changes rather than just naming the pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone example of the cluster because it is well-scoped, explicitly tracked, and most directly describes the standardized output-capture change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they modify different model code paths (FocalNet vs ImageGPT) and are separate model-specific migrations, not one underlying bug or change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different models with independent refactors; sharing the capture_outputs pattern is too broad to call them duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert touch different architectures and layer stacks, so these are parallel refactors rather than the same concrete fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These target different model implementations and do not appear to fix the same code-path problem." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific output-tracing updates; same theme, different changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are separate model refactors, and 44129 is tied to its own issue target, 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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "caf725ee08d90c5d2e85b14bb0a9d6912127158cfe8cec3a8035a8d9a545c960", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all model-specific \"refactor output tracing\" PRs that share a template but target different codepaths. I found no true duplicates among the soft-edge candidates, so all proposed matches are rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it has the broadest concrete output-capturing change, spans related files, and is more technically substantial than the single-model refactors.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best overall exemplar for this cluster because it shows the clearest, most central instance of the recurring output-tracing refactor pattern with explicit capture plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (timm_backbone vs upernet); same refactor style, but not the same underlying change or mergeable PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different codepaths and architectures; this is only a shared output-tracing refactor pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "timm_backbone and univnet are unrelated model implementations; not the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families (timm_backbone vs mamba/falcon_mamba); similar decorator/capture refactor, but not one duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and codepaths; only the refactor pattern overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (timm_backbone vs rwkv); same broad theme, not the same concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (mobilenet_v1 vs univnet); shared output-tracing cleanup only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (mobilenet_v1 vs upernet); not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "mobilenet_v1 and depth_anything are distinct model implementations; this is not a duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrappers/models; only the refactor template is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "mobilenet_v1 vs speech_encoder_decoder are unrelated codepaths; reject." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (vision_text_dual_encoder vs univnet); similar output-handling refactor, but not one change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files; no shared concrete bug or fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks (vision_text_dual_encoder vs mamba/falcon_mamba); not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; same tracing refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "univnet and upernet are unrelated; this is only superficial similarity." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model codepaths (univnet vs depth_anything/prompt_depth_anything); not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures; shared refactor motif is not enough to merge." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "upernet and mamba/falcon_mamba are different model families; reject." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families (mamba/falcon_mamba vs superpoint); same output-tracing theme, but not the same concrete change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different codepaths (mamba vs codegen); only the refactor pattern overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and codegen are unrelated; not the same bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "depth_anything/prompt_depth_anything and vision_encoder_decoder are different models; reject." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families; shared helper import is not enough to duplicate them." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "depth_anything vs superpoint are unrelated concrete codepaths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; same output-tracing refactor theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "depth_anything and dpr are different implementations; not a duplicate PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "vision_encoder_decoder and speech_encoder_decoder are related wrapper types, but the actual codepaths and change contexts differ; too broad to treat as one duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and files; reject." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (vision_encoder_decoder vs rwkv); not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different codepaths and model architectures; only superficial similarity." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "speech_encoder_decoder and superpoint are unrelated model implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; same tracing refactor pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "speech_encoder_decoder vs dpr are different codepaths; not a duplicate." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (superpoint vs rwkv); not the same concrete bug/change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different implementations and change contexts; reject." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "rwkv and dpr are different model families; shared refactor motif is insufficient for duplicate triage." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "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": "d87fb88bf306802163835b7f004498cd12f41f72dba25bb378663745e43b96aa", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs for adding different models (PenguinVL, DeepSeek-OCR-2, Voxtral-TTS). They share transformer scaffolding and docs/auto-registration changes, but they are distinct model implementations, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45075 is the best representative if one is needed: it is a full model add with an explicit issue target, substantial implementation/test coverage, and broader repository integration. It is still not a duplicate of the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest standalone PR in the set because it is the most anchored and complete, but the cluster does not contain duplicate PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions: PenguinVL vs Voxtral TTS. Overlap is only in shared registration/docs scaffolding, not the same code-path bug or change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different models and different implementation goals. Shared auto-mapping and docs files are broad integration points, not evidence of the same underlying change." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral-TTS are separate model implementations with different files and behaviors; they only coincide on generic transformers boilerplate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "e6b38a2f06c83d53669bfbae77b45122e42f98f00100f0b8a0c6e60198bc070f", + "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 related to fusion infrastructure, but they are not the same change: #44979 introduces a new module-fusion API, while #45363 adds n-to-1 kernel fusion wiring via KernelConfig and integration changes. They overlap conceptually, but not as duplicate fixes or mergeable one-PR equivalents.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the cleaner canonical representative of the cluster because it defines the core Module Fusion API itself, whereas #45363 is a more specific KernelConfig-based integration on top of that idea.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best single PR to represent the cluster theme: it is self-contained, foundational, and directly about the fusion abstraction rather than an example or integration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but different underlying changes: one adds a module-fusion API, the other implements kernel-config-driven n-to-1 fusion integration. They do not look like 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": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "85a47b91c5a3a66b4d0ad0ad165e8446ca0233204f9c165fb613d69f611435f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs implement the same fix for `_patch_mistral_regex` in `tokenization_utils_tokenizers.py`; 45317 is the more complete version because it adds tests, while 45086 is essentially the earlier minimal patch.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR: it fixes the same AttributeError in the same code path as 45086 and also includes tests, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest overall PR candidate because it contains the same fix plus test coverage, whereas 45086 is just the minimal implementation patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same file/change: both replace `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` in `_patch_mistral_regex` to fix the AttributeError. 45317 is a superset with tests, so these are 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": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "6cf91c564ea3f1ceb40b647300b54192eb5b689adfb50bb9a487006f4198ae5c", + "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": "Two open NemotronH PRs touch overlapping model code, but they address different changes: one is a refactor/conversion-mapping inheritance update, the other is a broader split into NemotronH dense/sparse variants with docs and tests. They are related but not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader, more user-facing NemotronH architecture change and includes the new dense/sparse model surfaces plus docs/tests, so it is the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest standalone candidate because it appears to implement the main intended model restructuring rather than just the supporting conversion/refactor work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH-related files, but #45115 is mainly a conversion-mapping/refactor to GraniteMoeHybrid-compatible names, while #45569 is a broader model split and documentation/test update. They do not look like 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": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "1e292ea90364caf2eb05d1180da055756c14994a55bb1fe1678a127e360388af", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs, but not duplicates: one adds heterogeneous per-layer config support, the other adds broader heterogeneous modeling/cache behavior built on top of that config layer.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it implements the actual heterogeneous model/runtime behavior, not just the config plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative for the cluster because it covers the end-to-end heterogeneous support path and subsumes the smaller config-only foundation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They are adjacent pieces of the same feature area, but not the same concrete change: #45333 adds per-layer config plumbing, while #45332 adds modeling/cache behavior using that plumbing. They 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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "3b99fdb7a22c2a9ae34be195a477e6fbaeeb2f8412d798db27d6a28546635d16", + "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 both typing-related PRs, but they address different changes: #45415 is a broad repo-wide type-checking cleanup, while #45425 adds specific typing protocols/aliases and related fixes. They are similar in theme, not duplicates of the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more focused, concrete typing-infra change (new aliases/protocols and targeted fixes), whereas #45415 is a broad type-checking sweep across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the better representative of the cluster because its scope is narrower and more self-contained, making it the clearest single change to track.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both concern typing, but #45415 is a large general type-checking pass and #45425 is a specific set of typing protocol/alias additions; they do not look like the same concrete fix and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-4", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45836", + "pull_request:45843" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45836", + "pull_request:45817|pull_request:45843", + "pull_request:45836|pull_request:45843" + ], + "prepared_review_unit_hash": "9b112161716be4895913ffb98ae3da14ed8dbadc7448fbe67a752e9cbc4f0add", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10388, + "estimated_input_tokens": 2597, + "estimated_eval_tokens": 5450 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10388, + "estimated_input_tokens": 2597, + "estimated_eval_tokens": 5450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are thematically similar around model-parallel or test-stability work, but they target different models and different concrete failures, so they should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45817 is the clearest representative code fix: it addresses an actual model-parallel bug in Gemma4 with focused implementation changes and tests, rather than being mostly test skips or a broader multi-model sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45817 is the best standalone PR in this cluster because it fixes a specific code-path problem in the model itself and is well-scoped enough to stand as a representative bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel themed, but 45487 fixes token_type_ids device handling in AltCLIP/ChineseCLIP while 45843 propagates _no_split_modules in Deimv2. Different models and different failure modes." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45836", + "accept": false, + "reason": "45487 is a real code fix; 45836 only skips failing tests for MiniCPM-V 4.6/Qwen3.5 cache compatibility. Not the same underlying bug or change." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Gemma4 model-parallel fixes and Deimv2 model-parallel fixes are different concrete bugs in different code paths, so they are not duplicates." + }, + { + "left": "pull_request:45836", + "right": "pull_request:45843", + "accept": false, + "reason": "One PR skips incompatible tests, the other changes Deimv2 model-parallel behavior in production code. These are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "7b7d08b43c9d5c8b4ea8de299d8d2982907f722c2ecfcc46a1a6f6763c0d87de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about EP loading, but they address different concrete failures: PR #45548 fixes config/accelerate + DeepSpeed ZeRO-3 loading, while PR #45662 fixes expert tensors being overwritten during FSDP2/rank-0 broadcast. Shared subsystem is not enough to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two patches fix different code-path bugs in EP loading and should not be merged as one change.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick a representative, PR #45662 is the broader EP-loading fix, but it is still not a duplicate of PR #45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and fix paths: #45548 preserves distributed_config for accelerate/ZeRO-3 loading; #45662 prevents expert parameters from being overwritten via post-shard wrapping under FSDP2/broadcast." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "0f219a20c7e41a3eef2bde62c50aef1f52842d773c7fc5415276397f7f013561", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two overlapping PRs address the same xdist-safe captured_info logging bug; one is a narrower code-only fix, the other extends it to CI log collection and is the more complete patch.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the broader, more complete implementation of the captured_info/xdist collision fix and includes the CI-side handling needed to preserve logs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 best represents the cluster because it fixes the core bug and also updates the workflow that consumes the generated artifacts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same underlying captured_info xdist collision problem in testing_utils; #45645 is a superset of the same fix and could plausibly subsume #45639 into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260510T000023Z/analysis-runs/hybrid-model-20260510t000023z/manifest.json b/snapshots/20260510T000023Z/analysis-runs/hybrid-model-20260510t000023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a4ebfd1ae8de7fc937d29ae364817e072201f0bf --- /dev/null +++ b/snapshots/20260510T000023Z/analysis-runs/hybrid-model-20260510t000023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260510t000023z", + "artifacts": { + "hybrid": "snapshots/20260510T000023Z/analysis-runs/hybrid-model-20260510t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260510T000023Z/analysis-runs/hybrid-model-20260510t000023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-10T00:05:57Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260510T000023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260510T000023Z/manifest.json b/snapshots/20260510T000023Z/manifest.json index 1a519d8558e6993627c6f53b23922d8bcb6cc63f..3a554a00584c0caf1fe2a83b4901c257cac359c8 100644 --- a/snapshots/20260510T000023Z/manifest.json +++ b/snapshots/20260510T000023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 11 }, "extracted_at": "2026-05-10T00:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260510t000023z", + "runs": { + "hybrid-model-20260510t000023z": { + "analysis_id": "hybrid-model-20260510t000023z", + "artifacts": { + "hybrid": "snapshots/20260510T000023Z/analysis-runs/hybrid-model-20260510t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260510T000023Z/analysis-runs/hybrid-model-20260510t000023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260510T000023Z/analysis-runs/hybrid-model-20260510t000023z/manifest.json", + "model": null, + "published_at": "2026-05-10T00:05:57Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260510T000023Z", "watermark": {