diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 3ab01f350151f0406b30bef58e31717b2b9487d5..1f45566d0112c04df633cfd208520365120fc007 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": "20260521T120126Z", - "generated_at": "2026-05-21T12:11:04Z", + "snapshot_id": "20260521T180115Z", + "generated_at": "2026-05-21T18:19:23Z", "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 17d03848e91165bbbcaf17fc34c71b07634f6ac3..cbed999d8e8e338d0fcbd3d6189e9b2418d4f59e 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": "20260521T120126Z", - "generated_at": "2026-05-21T12:11:04Z", + "snapshot_id": "20260521T180115Z", + "generated_at": "2026-05-21T18:19:23Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -101,21 +101,21 @@ "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:43425|issue:44292", - "issue:43828|issue:45161", "issue:34928|issue:41720", + "issue:43828|issue:45161", "issue:44918|issue:45161", "issue:43716|issue:45685", "issue:43541|issue:43716", "issue:43828|issue:44292", - "issue:43716|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:44918|issue:45685", "issue:43039|issue:43828", "issue:30277|issue:36331", "issue:45237|issue:46015", @@ -132,427 +132,355 @@ "issue:44863|issue:46015", "issue:43866|issue:44863", "issue:44292|issue:46015", - "issue:41093|issue:43638", - "issue:39290|issue:43531" + "issue:39290|issue:43531", + "issue:41093|issue:43638" ], - "prepared_review_unit_hash": "24ef68f2c786a1f048f25311f86c5fb1fea922d3965769044ad00611d1d152ba", + "prepared_review_unit_hash": "1d630c83475b4336c3d89ca71a37cd3a48c2fbde2a21da60f265fae9d5ea87f7", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 66, - "serialized_chars": 47535, - "estimated_input_tokens": 11884, - "estimated_eval_tokens": 24024 + "serialized_chars": 47529, + "estimated_input_tokens": 11883, + "estimated_eval_tokens": 24022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated. The only strong duplicate-looking clusters are DeepSpeed ZeRO-3/BertModel index-0 failures, Qwen3_5Moe rotary embedding offload/materialization, and the AutoTokenizer wrong-token-ID v5 regression.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45920 is the broadest and most actionable issue: it describes the v5 AutoTokenizer token-ID regression across multiple model families, making it the best representative report among the duplicate-like candidates.", + "summary": "Mostly unrelated issue reports, with one clear duplicate cluster around DeepSpeed ZeRO-3 index-0 out-of-bounds failures and one likely AutoTokenizer v5 regression cluster. The rest are distinct model- or docs-specific problems.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43638 is the broadest representative of the clearest duplicate cluster: it describes the same DeepSpeed ZeRO-3 index-0 out-of-bounds failure without being tied to a single model, so it best subsumes the more specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest overall issue candidate because it is open, broad, and clearly describes a concrete regression affecting many models; it is the best anchor for consolidation.", + "best_issue_reason": "Issue 43638 is the best canonical issue here because it captures the shared ZeRO-3 failure in the most general terms and can absorb the closely related reports; it is clearer and less model-specific than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: config attribute missing vs streaming chat/completions inference error." + "reason": "Different failures: config attribute missing versus streaming chat/completions error for a model family; not the same code path." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models, backends, and errors; only broad hardware/runtime similarity." + "reason": "Unrelated platforms and bugs: AMD GPU support for GPT-OSS versus an mps histogram op issue in moe code." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and different mismatch context." + "reason": "Image preprocessor dtype mismatch is unrelated to GPT-OSS failing on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/runtime issues, but they affect different models and code paths." + "reason": "Different model and failure mode; autocast dtype mismatch is not the same as the AMD GPU issue." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model implementation problems; not the same underlying bug." + "reason": "Different bug classes: AMD GPU runtime failure versus an invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/backend failure; no shared concrete code path." + "reason": "Distinct model/runtime issues; Qwen-3 NVFP4 running error is not the same as GPT-OSS AMD GPU failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + "reason": "Different subsystems and symptoms: DeepSpeed collective mismatch versus ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error vs FineGrainedFP8 model failure are unrelated." + "reason": "Both are model-related, but one is ONNX export and the other is a FineGrainedFP8 failure; not the same bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different subsystems and different failure modes." + "reason": "ONNX export error and auto device-mapping cuda assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "One is a runtime task crash; the other is a docs issue about outdated examples." + "reason": "Table QA crash versus outdated RAG docs; one is runtime behavior, the other is documentation." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions in v5, but they concern different removed features and likely different edits." + "reason": "Both are stale docs after v5 removals, but they reference different removed content and different docs fixes." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export-time ONNX issue is unrelated to GenerationMixin import breakage." + "reason": "ONNX export issue and GenerationMixin import error are different regressions." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Generic mask/index mismatch vs device-map forward mismatch; not the same bug." + "reason": "Both are forward-time errors, but the mask-shape mismatch and device-mismatch during forward are different code paths." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but the reported contexts and likely code paths differ." + "reason": "Both are IndexError-style reports, but one is ZeRO-3 init/index-0 OOB and the other is a mask/index shape mismatch; not the same bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same error class only; too little evidence of the same underlying bug." + "reason": "Same broad error family, but different underlying symptoms and contexts; not enough to call them duplicates." }, { - "left": "issue:44805", - "right": "issue:45161", + "left": "issue:45161", + "right": "issue:44805", "accept": false, - "reason": "Different model/runtime issues with no concrete shared failure path." + "reason": "GPT-OSS tensor-parallel issue is unrelated to the mask-shape IndexError." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Shape-mask IndexError vs TRL embedding unpacking failure are unrelated." + "reason": "Different failure modes in different trainers: mask-shape indexing versus unpacking input embeddings." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ONNX export." + "reason": "BarkProcessor voice preset 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 BertModel index-out-of-bounds; not the same bug." + "reason": "Both involve DeepSpeed, but collective mismatch and zero-sized index errors are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3/BertModel index-0-out-of-bounds failure, just described from init vs training contexts." + "reason": "Same exact ZeRO-3 index-0 out-of-bounds failure path with only model/context details differing." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy call issue is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Liger Kernel cross_entropy invocation and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different symptoms: detokenization regression vs LoRA merge/save/reload mismatch." + "reason": "DeepSeek detokenization regression is unrelated to LoRA merge/save/load inconsistency." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different models and different bug classes." + "reason": "Different models and failure mechanisms; no shared code path." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as mask indexing error." + "reason": "Activation checkpointing with FSDP is a different distributed-training bug than the mask shape mismatch." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed errors and different code paths." + "reason": "Both mention DeepSpeed, but the training weight-dimension error and collective mismatch are distinct problems." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug; 45902 is a concrete manifestation of the issue in 45859." + "accept": false, + "reason": "Same model family, but forward CPU-offload incompatibility and uninitialized-memory after materialization are different bugs." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different model/setup and different failure mode." + "reason": "ZeRO-3 index-0 OOB is unrelated to GPT-OSS tensor-parallel routing." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing shape mismatch is unrelated to CustomTrainer compute_loss signature breakage." + "reason": "FSDP activation checkpointing issue and CustomTrainer compute_loss signature breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed/BertModel failure is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Different distributed-training failures; no common underlying bug." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific errors; no shared concrete bug." + "reason": "Image preprocessor dtype mismatch is unrelated to GraniteMoEHybrid invalid method calls." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different models and different attribute/tokenizer crash paths." + "reason": "Different configs and errors: missing sliding_window_pattern versus Mistral regex patch crashing." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4-related, but one is a device mismatch and the other is an expensive reverse embedding lookup." + "reason": "Device-map mismatch in Gemma4 PLE and reverse embedding lookup are different Gemma4 issues." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version compatibility is unrelated to Qwen-3 NVFP4 runtime failure." + "reason": "Torch version incompatibility is not the same as the Qwen-3 NVFP4 runtime error." }, { - "left": "issue:43828", - "right": "issue:45161", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Different models and different runtime failure modes." + "reason": "FSDP checkpointing and Qwen3 auto device-mapping cuda assert are unrelated distributed/runtime bugs." }, { - "left": "issue:44918", + "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "TRL embedding unpacking failure is unrelated to GPT-OSS tensor-parallel behavior." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different devices, models, and error types." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Different model-specific dtype/runtime issues." + "reason": "TRL SFT embedding unpacking and GPT-OSS only-TP failure are different trainer/model issues." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different models and failure symptoms." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Different model implementations and unrelated backend errors." + "reason": "Different models and symptoms; not the same underlying bug." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Different model families and different bug mechanisms." + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 input-embedding unpacking are distinct issues." }, { "left": "issue:43039", - "right": "issue:44918", + "right": "issue:43828", "accept": false, - "reason": "Cross-entropy/Liger issue is unrelated to SFT embedding unpacking." + "reason": "Liger Kernel cross_entropy routing and Phi autocast dtype mismatch are unrelated." }, { "left": "issue:41762", "right": "issue:43638", - "accept": false, - "reason": "Both mention DeepSpeed ZeRO-3 and index errors, but the Gemma3 loading bug is distinct from BertModel failures." + "accept": true, + "reason": "Same ZeRO-3 index-0 out-of-bounds failure; Gemma3-specific and Bert-specific reports look like the same core bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Different docs topics; same v5 cleanup theme is not enough to call them duplicates." + "reason": "Both are docs regressions, but they reference different removed features and likely need separate updates." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model families and error types." + "reason": "Image dtype mismatch and Qwen3-vl StopIteration are different multimodal failures." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime problems; only broad dtype/backend similarity." + "reason": "Autocast dtype mismatch and mps histogram op not implemented are unrelated." }, { - "left": "issue:44560", + "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Video StopIteration in Qwen3-vl embedding is unrelated to MPS histogram Int error." + "reason": "TRl trainer embedding unpacking is unrelated to the mps histogram op bug." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different model paths and different failure mechanisms." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to trainer loss-signature regression." + "reason": "DeepSpeed collective mismatch and trainer loss-signature breakage are not the same issue." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU runtime failure vs docs cleanup; no shared bug." + "reason": "Runtime failure on AMD GPUs is unrelated to outdated examples in docs." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing issue is unrelated to GenerationMixin import breakage." + "reason": "FSDP checkpointing issue and GenerationMixin import error are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross_entropy issue is unrelated to mask-shape indexing error." + "reason": "Liger Kernel cross_entropy call and mask/index shape mismatch are different bugs." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but Gemma3 loading and BertModel init are different underlying problems." + "accept": true, + "reason": "Same ZeRO-3 index-0 out-of-bounds failure; only the model context differs." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different docs regressions in v5; not the same missing example." + "reason": "TextClassificationPipeline docs and run-command docs are separate documentation discrepancies." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3/vLLM sliding window attribute error is unrelated to Qwen3 auto device mapping cuda assert." - }, - { - "left": "issue:45237", - "right": "issue:45901", - "accept": false, - "reason": "Different model/runtime bugs; no shared concrete code path." - }, - { - "left": "issue:44841", - "right": "issue:45823", - "accept": false, - "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device mismatch." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Different model/backend issues." - }, - { - "left": "issue:43975", - "right": "issue:46015", - "accept": false, - "reason": "Detokenization regression is unrelated to outdated RAG examples." - }, - { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same AutoTokenizer wrong-token-ID regression in v5; 45920 broadens the same bug across more model families." - }, - { - "left": "issue:44863", - "right": "issue:46015", - "accept": false, - "reason": "Model-loading failure is unrelated to docs cleanup." - }, - { - "left": "issue:43866", - "right": "issue:44863", - "accept": false, - "reason": "Checkpoint corruption report is unrelated to NemotronH loading failure." - }, - { - "left": "issue:44292", - "right": "issue:46015", - "accept": false, - "reason": "Runtime model failure is unrelated to docs cleanup." - }, - { - "left": "issue:41093", - "right": "issue:43638", - "accept": false, - "reason": "Generic mask-shape IndexError is not clearly the same as BertModel ZeRO-3 out-of-bounds failure." - }, - { - "left": "issue:39290", - "right": "issue:43531", - "accept": false, - "reason": "Different Qwen/Gemma sliding-window issues with different errors and contexts." + "reason": "Different model families and different errors; no shared underlying defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the issue titles, and the false verdicts avoid over-claiming sameness despite superficial similarity. The choice of issue:45920 as the canonical issue is also reasonable given its broader scope than issue:45812." + "feedback": "The summary is grounded in the packet, and the soft-edge judgments are appropriately conservative. The ZeRO-3 IndexError cluster is well supported by the issue titles, and the docs/model-specific rejections do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -638,8 +566,8 @@ "issue:43541|issue:43828", "issue:44841|issue:45084", "issue:36010|issue:39290", - "issue:45800|issue:45823", "issue:41093|issue:41762", + "issue:45800|issue:45823", "issue:43572|issue:45070", "issue:43296|issue:43366", "issue:43541|issue:45161", @@ -654,22 +582,22 @@ "issue:43054|issue:43994", "issue:45542|issue:45800", "issue:45759|issue:45902", - "issue:43716|issue:44918", "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", "issue:45632|issue:45698", "issue:43645|issue:45399", "issue:43404|issue:45005", - "issue:40990|issue:44960", "issue:44530|issue:45005" ], - "prepared_review_unit_hash": "84934464f85cc3f310b2b778bcfba86fbf8e4853dcd148832abdff598a3267d1", + "prepared_review_unit_hash": "18750e6fbcac204e9957863c0cda20e9cbd8ef3f56634188682e3037990b3d19", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, @@ -684,250 +612,247 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are only superficially similar and appear to be distinct bugs. The only soft edge I\u2019d accept is the trust_remote_code/custom-module loading collision pair, which looks like the same underlying path-resolution/cache bug manifesting in two scenarios.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45632 is the clearest canonical representative of the shared trust_remote_code/custom-module loading collision bug; 45698 reads like the same failure mode after save_pretrained.", + "summary": "This set is not a real duplicate cluster: the items span many unrelated model-loading, dtype, quantization, zero3, and API regressions. The soft links are mostly driven by generic wording rather than the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out; the issues are too heterogeneous to represent one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45632 best captures the underlying bug in a general way and is the most useful anchor for the duplicate cluster.", + "best_issue_reason": "No single issue is a strong representative because there is no coherent underlying duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different problems: model loading failure vs corrupted checkpoint, and the models/code paths are unrelated." + "reason": "Different models and different failure modes: unit-test load failure vs corrupted checkpoint." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime/load failure and table-question-answering crashes are different tasks with different failure modes." + "reason": "Whisper loading/runtime failure and table-QA crash are unrelated bugs." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "A broad torch-version incompatibility is not the same bug as a pydantic PretrainedConfig field regression." + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "One is a DeepSpeed ZeRO-3 index error on BertModel; the other is a torch/transformers version incompatibility complaint." + "reason": "Deepspeed zero3 index error and a torch/transformers version incompatibility are not the same bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization corruption and a table QA task crash are unrelated code paths." + "reason": "Detokenization bug and table-question-answering crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper cannot-run failure vs pydantic model breakage; no shared underlying bug." + "reason": "Whisper can't run and PretrainedConfig pydantic breakage are different failure paths." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a streaming inference API failure; too different to merge." + "reason": "Same model family, but chat crash vs streaming API failure are different code paths and symptoms." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model execution error and a table QA crash are clearly different issues." + "reason": "init_empty_weights TypeError is unrelated to a table-QA crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Missing Gemma3 sliding_window attribute and Gemma4 PLE device mismatch are different model-specific bugs." + "reason": "Different models and different problems: missing sliding_window_pattern vs device mismatch." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." + "reason": "Tied lm_head weights bug and a corrupted checkpoint are not the same underlying issue." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming Qwen3.5 inference failure vs an MPS histogram op limitation are different code paths." + "reason": "Streaming inference failure and MPS histogram int error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and an MPS int histogram limitation are not the same bug." + "reason": "Grouped_mm tracing error and MPS histogram int error are different runtime issues." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm torch-dynamo failure and autocast dtype mismatch are different runtime problems." + "reason": "Both are dtype-related at a high level, but they affect different models and code paths." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and a template-compilation error are unrelated." + "reason": "Processor load failure and template compilation error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and a Gemma config attribute error are different issues." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window attr missing are unrelated." }, { - "left": "issue:45800", - "right": "issue:45823", + "left": "issue:41093", + "right": "issue:41762", "accept": false, - "reason": "Torch/transformers compatibility complaint and a Gemma4 device_map forward bug are not the same underlying issue." + "reason": "Both mention shape/indexing errors, but they involve different tensors, models, and failure points." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:45800", + "right": "issue:45823", "accept": false, - "reason": "Both are index errors, but one is a mask shape mismatch and the other is an out-of-bounds access; likely different root causes." + "reason": "Torch compatibility and Gemma4 device mismatch are different bugs." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a pydantic field breakage are unrelated regressions." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to a pydantic field regression." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF support for gpt-oss are different feature/compatibility requests." + "reason": "PaddleOCR-VL loading failure and GGUF support request are not duplicates." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and GPT-OSS tensor-parallel support are different concrete problems." + "reason": "Both are MoE/parallelism complaints, but they are different concrete failures." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 memory regression and tied-weight translation model behavior are different bugs." + "reason": "Int4 OOM regression and tied-weights translation bug are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and chat/completions streaming failure are unrelated." + "reason": "Autocast dtype mismatch and streaming API failure are different issues." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights argument mismatch is not the same as the pydantic PretrainedConfig regression." + "reason": "init_empty_weights argument breakage is not the same as the PretrainedConfig pydantic issue." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GPT-OSS GGUF architecture support and Qwen3.5 streaming inference are unrelated." + "reason": "GGUF model support and Qwen3.5 streaming failure are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage and a torch version incompatibility are too broad and distinct." + "reason": "Remote-code regression and torch/transformers incompatibility are different problems." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a pydantic config field issue do not share a code path." + "reason": "Qwen3-MoE sliding_window issue and pydantic model regression are unrelated." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage type are different runtime issues." + "reason": "Grouped_mm tracing failure and missing Float8 storage type are unrelated runtime errors." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both involve zero3/index errors, but the specific failures differ enough that they do not look like the same bug." + "reason": "Both are zero3-ish indexing failures, but the symptoms and affected paths differ too much to merge." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both mention siglip2, but one is about embedding quality and the other about bad AutoModel/pipeline results; not enough to treat as duplicates." + "reason": "Both concern SigLIP2 behavior, but one is a quality regression and the other is a general output failure; not clearly the same bug." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error and torch compatibility are unrelated." + "reason": "TensorBoard-without-TF backend error and torch/transformers incompatibility are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite config unwrapping and uninitialized rotary embedding memory are different code paths." + "reason": "Composite config unwrapping and uninitialized inv_freq memory are distinct model-initialization bugs." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking with TRL are different failures." + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking failure are different issues." }, { - "left": "issue:39186", + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error and trainer embedding unpacking failure are unrelated." + "reason": "Image-preprocessor dtype mismatch and trl SFT embedding unpacking failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are not duplicates." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to the same trust_remote_code/custom-module resolution bug: the wrong module is loaded because the cache/path identity is colliding." + "accept": false, + "reason": "Both involve custom-module 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:43645", "right": "issue:45399", "accept": false, - "reason": "Custom model initialization in notebooks and flash-attn fallback blocking are unrelated issues." + "reason": "Jupyter custom-model initialization and flash-attn2 fallback checks are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both touch tied weights, but they concern different models and different regression surfaces." - }, - { - "left": "issue:40990", - "right": "issue:44960", - "accept": false, - "reason": "High perplexity on gpt-oss and a generic GLM5 issue are not the same bug." + "reason": "Tied weights in Mistral3 and tied weights on translation models are different model-specific regressions." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weight translation issues are unrelated." + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regression are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The rejected soft edges are appropriately cautious, and the one accepted pair (45632/45698) is a defensible same-family match from the titles alone: both concern custom-module loading behavior around `trust_remote_code` / `from_pretrained` path resolution. I\u2019d only suggest keeping the canonicalization phrasing slightly softer in future\u2014\u2018likely same bug family\u2019 rather than asserting the exact root cause\u2014since the packet does not include issue bodies." - }, - "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 }, @@ -956,7 +881,6 @@ "issue:43493", "issue:43643", "issue:43644", - "issue:43824", "issue:43828", "issue:43856", "issue:43866", @@ -995,11 +919,11 @@ ], "soft_pairs": [ "issue:42915|issue:45399", - "issue:44360|issue:44512", "issue:43873|issue:45005", + "issue:44360|issue:44512", "issue:44863|issue:45005", - "issue:44492|issue:44512", "issue:44918|issue:45507", + "issue:44492|issue:44512", "issue:43975|issue:44292", "issue:44292|issue:45507", "issue:43950|issue:44534", @@ -1008,265 +932,251 @@ "issue:43828|issue:44928", "issue:36331|issue:41762", "issue:41628|issue:45800", - "issue:43866|issue:44403", "issue:43950|issue:45902", "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:43054|issue:45701", "issue:41553|issue:43883", "issue:38175|issue:43054", "issue:44910|issue:45859", - "issue:43054|issue:45701", "issue:45663|issue:45902", "issue:41553|issue:43881", "issue:42947|issue:44387", + "issue:43054|issue:43493", "issue:44403|issue:44451", "issue:43643|issue:45020", "issue:43975|issue:45237", - "issue:43054|issue:43493", "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:41762|issue:42915", - "issue:45685|issue:45823", - "issue:43881|issue:43883", - "issue:43824|issue:43872" + "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "ec6cce9307e2df2bc95821da6060062bc71538c42165318564fbf3f90797997d", + "prepared_review_unit_hash": "b8c5b6ead19c2dd09d8a0d94fcb83396b9c4afa9d49d4986c19373e60db8b03d", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37569, - "estimated_input_tokens": 9393, - "estimated_eval_tokens": 19042 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36383, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers/model-support bugs, but there is one clear duplicate family around the v5 non-persistent-buffer regression. The strongest duplicate link is between the two near-identical reports about buffers being filled with junk, with a related follow-on report about `inv_freq` reading uninitialized memory.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43950 is the broadest and most direct report of the non-persistent-buffer regression in Transformers 5.x, and it cleanly subsumes the later near-duplicate report 44534.", + "summary": "This cluster is mostly a mixed bag of unrelated Transformers bug reports. The only clearly duplicate family is the non-persistent-buffer regression in `from_pretrained`/`to_empty`, with a smaller SigLIP2 implementation-discrepancy family. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43950 is the clearest root-cause report for the non-persistent-buffer regression; 44534 and 45902 look like later/specific manifestations of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the best representative because it states the root regression in a general way, has the clearest framing, and is the most suitable anchor for related duplicate reports.", + "best_issue_reason": "43950 is the best dedupe anchor because it states the underlying regression directly and broadly, making it the most useful canonical issue for that subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different failures: FP8 config handling for Qwen3 MoE vs flash-attn2 fallback gating. Same broad area, not the same bug." + "reason": "Different failures: FP8 config loading vs flash-attn2 fallback gating." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:43873", + "right": "issue:45005", "accept": false, - "reason": "DSA ReLU discussion and a docs typo about the removed run command are unrelated." + "reason": "Quantization/offloading behavior and tied-weights handling are unrelated bugs." }, { - "left": "issue:43873", - "right": "issue:45005", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "Quantization/offloading behavior and tied-weights issues on translation models are distinct problems." + "reason": "Completely different areas: DSA indexer implementation vs docs text." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same as the v5 tied-weights translation-model regression." + "reason": "Checkpoint loading for NemotronH is unrelated to translation-model tied-weights regression." }, { - "left": "issue:44492", - "right": "issue:44512", + "left": "issue:44918", + "right": "issue:45507", "accept": false, - "reason": "A cache-strategy typo and obsolete docs text are separate documentation issues." + "reason": "Different model paths and symptoms: TRL unpacking vs GraniteMoEHybrid invalid method." }, { - "left": "issue:44918", - "right": "issue:45507", + "left": "issue:44492", + "right": "issue:44512", "accept": false, - "reason": "TRL embedding unpacking failure and a GraniteMoEHybrid invalid-method call do not share the same code-path." + "reason": "A docs typo and a removed command mention are not the same issue." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and a Qwen-3 NVFP4 runtime error are different symptoms and likely different roots." + "reason": "Different models and different runtime failures; no shared concrete code-path." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different models and different failure modes; not the same underlying bug." + "reason": "Distinct model-specific errors with no indication of the same root cause." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "These are effectively the same v5 non-persistent-buffer regression, described with near-identical titles and symptoms." + "reason": "Same non-persistent-buffer corruption regression, reported with slightly different wording." }, { - "left": "issue:43644", + "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "`trust_remote_code` missing fields is a different config-loading issue than non-persistent buffer corruption." + "reason": "Remote-code missing-fields bug is a different failure mode from non-persistent buffer corruption." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs/example errors and poor text embeddings are different issues, even if both touch SigLIP2." + "reason": "Both involve SigLIP2, but one is a docs example/processor mismatch and the other is an embedding-quality regression." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3.5 position_ids/SDPA instability are different runtime bugs." + "reason": "Different model families and different dtype/packing failures." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer kwarg incompatibility and Gemma3 ZeRO-3 loading failure are unrelated." + "reason": "Trainer API mismatch and ZeRO-3 loading error are unrelated." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Missing export/import of `AutoImageProcessor` is unrelated to torch/transformers version incompatibility." - }, - { - "left": "issue:43866", - "right": "issue:44403", - "accept": false, - "reason": "Checkpoint corruption and noisy loading output are not the same bug." + "reason": "Import/export issues and torch-version incompatibility are too broad to merge." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Related family, but 45902 is a model-specific `inv_freq` materialization bug; it is not clearly the same duplicate as the general from_pretrained non-persistent-buffer corruption report." + "accept": true, + "reason": "Same underlying non-persistent-buffer initialization bug; 45902 is a concrete manifestation of the same regression." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes `Int8Params` kwarg incompatibility and Float8 storage lookup failure are distinct quantization/storage issues." + "reason": "Bitsandbytes parameter incompatibility and missing storage-object error are different breakages." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and loading noise are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality vs tokenizer-version drift are not the same bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging and missing `all_tied_weights_keys` on MolmoForCausalLM are unrelated." + "reason": "Bad AutoTokenizer error message and missing all_tied_weights_keys are separate code paths." }, { "left": "issue:38175", "right": "issue:43054", - "accept": false, - "reason": "Both mention SigLIP2, but zero probabilities vs degraded text embeddings are not enough to call them the same bug." + "accept": true, + "reason": "Both describe the same SigLIP2 text/score degeneration family." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention 3D position_ids crash and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are separate issues." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "SigLIP2 embedding quality and tokenization changes across versions are different problems." + "reason": "FlashAttention 3D position_ids crash and CPU-offload incompatibility are distinct." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 `shared_kv_states` handling and non-persistent-buffer initialization are unrelated." + "reason": "Gemma4 FSDP2 key error is unrelated to non-persistent-buffer materialization." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer error messaging and glm-4v loading failure are different model-support issues." + "reason": "Different model-loading problems for different models." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA gradient checkpointing behavior and int4 CUDA reserved-memory/OOM regression are distinct training/memory issues." + "reason": "Gradient checkpointing/LoRA and int4 CUDA memory regression are different issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy; one is a symptom, the other compares HF and JAX implementations." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and a specific model-load failure are not the same bug." + "reason": "Different model load failures with no evidence of one shared root cause." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "A missing-fields regression with `trust_remote_code` is broader/different from the separate report that recent versions break remote-code models." + "reason": "Remote-code field loss is more specific than a broad compatibility regression; not enough to merge." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization bug and AMD GPU runtime failure are unrelated." - }, - { - "left": "issue:43054", - "right": "issue:43493", - "accept": false, - "reason": "Both concern SigLIP2, but one is embedding quality and the other is HF-vs-JAX discrepancy; too broad to merge as duplicates." + "reason": "Different models and unrelated failure modes." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures for different checkpoints; not the same underlying bug." + "reason": "Separate loading reports for different models; too weak to treat as duplicates." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing with LoRA and Qwen3 MoE memory inefficiency are separate training-memory concerns." + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory use are different performance issues." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 config failure are unrelated model-loading/runtime bugs." + "reason": "Gemma3 ZeRO-3 loading error and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram implementation error and Gemma4 PLE device mismatch are different backend/device bugs." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "glm-4v loading failure and missing `all_tied_weights_keys` are different model integration issues." - }, - { - "left": "issue:43824", - "right": "issue:43872", - "accept": false, - "reason": "Missing Qwen2.5-VL export and bitsandbytes `_is_hf_initialized` incompatibility are unrelated." + "reason": "MPS histogram kernel error and Gemma4 device mismatch are different model/runtime problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The canonical duplicate link between issue:43950 and issue:44534 is well supported by the near-identical titles and shared v5 non-persistent-buffer regression. The remaining pair judgments avoid overclaiming and the summary appropriately treats issue:45902 as related but not a confirmed duplicate." + "feedback": "The cluster summary is grounded in the packet: the non-persistent-buffer issues form a coherent duplicate family, the SigLIP2 items plausibly form a smaller related family, and the rest are conservatively treated as unrelated. The soft-edge decisions are mostly cautious and supported by the titles/body metadata. No PR pair concerns apply because there are no PRs." }, "evaluator_used": true, "retried": false, @@ -1296,17 +1206,19 @@ "issue:42915", "issue:42947", "issue:43257", - "issue:43366", "issue:43404", "issue:43638", "issue:43742", "issue:43782", "issue:43792", + "issue:43824", "issue:43827", "issue:43828", "issue:43854", "issue:43866", "issue:43872", + "issue:43881", + "issue:43883", "issue:43940", "issue:43950", "issue:44220", @@ -1327,275 +1239,273 @@ "issue:45081", "issue:45305", "issue:45313", - "issue:45325", "issue:45356", "issue:45399", "issue:45538", "issue:45588", "issue:45823", - "issue:45902", "issue:45923" ], "soft_pairs": [ + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:43824|issue:43872", "issue:44991|issue:45399", "issue:45020|issue:45823", "issue:42491|issue:44368", "issue:44661|issue:45020", "issue:43828|issue:45823", "issue:45081|issue:45399", - "issue:43782|issue:44960", "issue:45020|issue:45356", "issue:43827|issue:44509", "issue:43742|issue:45399", "issue:43404|issue:43950", "issue:42915|issue:45020", "issue:43638|issue:45823", - "issue:43792|issue:44220", "issue:43257|issue:43866", + "issue:43792|issue:44220", "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:41553|issue:44991", "issue:43940|issue:45313", - "issue:42947|issue:45923", - "issue:43854|issue:44863", "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:42947|issue:45923", "issue:44928|issue:45588", "issue:43257|issue:45305", "issue:43872|issue:45538", "issue:41093|issue:44805", - "issue:41553|issue:44488", "issue:44479|issue:44560", + "issue:41553|issue:44488", "issue:44530|issue:44863", - "issue:24643|issue:30064", - "issue:43366|issue:43828", - "issue:45325|issue:45902" + "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "8a7766eba8d22f6d1fccf9cbc6ae337e443ea2902d50f551d23e57175111181b", + "prepared_review_unit_hash": "8f216b4fdd77fadfe3c5de32d3fa9b98f201c074ad79e3a37834c9444f6cbff5", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37688, - "estimated_input_tokens": 9422, - "estimated_eval_tokens": 19100 + "serialized_chars": 37613, + "estimated_input_tokens": 9404, + "estimated_eval_tokens": 19064 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with a few clear duplicate pairs around docs and runtime regressions; most soft matches are false positives because they hit different models or different code paths.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45020 is the broadest, most representative regression report here: recent versions breaking model loading/remote_code. The rest are mostly narrower model-specific failures or unrelated issues, so this is the safest umbrella issue if one must be chosen.", + "summary": "Mostly a grab-bag of unrelated Transformers bug reports, with a few small duplicate pockets around docs cleanup, `_is_hf_initialized`/`init_empty_weights`, mask-shape IndexErrors, and a Qwen video regression. No single issue/PR cleanly represents the whole cluster.", + "confidence": 0.71, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best human-facing anchor for the cluster because it captures the common theme of loading regressions in recent transformers versions, even though it is not an exact duplicate of most entries.", + "best_issue_reason": "issue:45020 is the broadest umbrella for the recurring recent-version model-loading regressions, especially remote_code-related breakage, so it is the best representative issue even though the cluster is not one duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures: Qwen3VL weight_only load error vs GLM5 loading issue." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Related theme, but different concrete bugs on different model classes." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export name issue vs bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Different failures: tokenizer loading for EMBEDDIA/est-roberta vs an attention-backend fallback gate. Same broad area, not the same bug." + "reason": "Tokenizer-loading regression vs flash-attn fallback gating; not the same bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code loading regression and a Gemma4 device_map forward mismatch are different code paths and fixes." + "reason": "Remote_code regression and device_map auto forward mismatch are different code-path failures." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen LoRA-related warnings/regressions, but one is a model version incompatibility and the other is a tie_word_embeddings warning. Not the same defect." + "reason": "LoRA compatibility/load failure vs a tie_word_embeddings warning; not the same issue." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping edge case vs generic remote_code breakage; not the same underlying issue." + "reason": "Tokenizer mapping edge case vs general remote_code regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Gemma4 PLE device placement." + "reason": "Autocast dtype mismatch is not the same as device placement mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patch crash and flash-attn fallback gating are distinct bugs." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 model issue are unrelated model-loading problems." + "reason": "Mistral regex patch crash vs flash-attn fallback logic." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Generic remote_code regression vs a Kimi tokenizer codec/fix_mistral_regex regression; different subsystems." + "reason": "General loading regression vs Kimi tokenizer codec-handling regression." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report stale docs still referencing removed v5 pipeline tasks; same documentation bug." + "reason": "Both report the same docs cleanup: removing deprecated v5 pipeline tasks from summarization/translation docs." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key-error loading and flash-attn fallback checks are not the same bug." + "reason": "MobileLLM load failure and flash-attn fallback blocking are unrelated." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying bug in Mistral3 is unrelated to non-persistent buffer corruption during from_pretrained." + "reason": "Weight-tying bug in Mistral3 vs non-persistent buffer corruption during from_pretrained." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Both are loading/version regressions, but one is a specific Qwen3 MoE LoRA incompatibility and the other is a broad remote_code regression." + "reason": "Qwen3 MoE ZeRO-3 weight conversion problem is different from the remote_code regression." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert is unrelated to Gemma4 device mismatch." - }, - { - "left": "issue:43792", - "right": "issue:44220", - "accept": false, - "reason": "Whisper-large-v2 runtime failure and _torch_extract_fbank_features() are not clearly the same concrete failure." + "reason": "Zero-3 Bert index error and Gemma4 device mismatch do not share the same underlying bug." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs Ovis2 checkpoint corruption are different problems." + "reason": "Qwen3 MoE weight conversion and Ovis2 checkpoint corruption are different failures." }, { - "left": "issue:43872", - "right": "issue:44291", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "They both mention _is_hf_initialized, but one is a bitsandbytes Int8Params incompatibility and the other is an init_empty_weights loading error; not enough to treat as the same bug." + "reason": "Too little evidence that the Whisper runtime failure and `_torch_extract_fbank_features()` report are the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized`/`init_empty_weights` incompatibility; the titles describe the same TypeError from the same kwarg path." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different failure modes: Qwen3 LoRA compatibility vs bitsandbytes parameter-construction incompatibility." + "reason": "DeepSpeed weight-loading issue vs bitsandbytes kwarg incompatibility." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but for different models and different symptoms; not the same issue." + "reason": "Bad error message for Voxtral loading is unrelated to est-roberta tokenizer loading failure." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures, but on different Qwen variants with different missing-weight symptoms; too model-specific to merge." + "reason": "Both are ZeRO-3 weight-loading issues, but they affect different Qwen variants and appear to be distinct bugs." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Gradient checkpointing ineffective in PEFT LoRA and missing supports_gradient_checkpointing on a remote-code model are different fixes." + "reason": "Trainer API mismatch vs mask/tensor shape IndexError." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash test loading issue and NemotronH checkpoint-loading failure are unrelated." + "reason": "Different models and failures; no sign of the same underlying defect." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "CustomTrainer signature mismatch and mask/tensor shape IndexError are unrelated failures." + "reason": "Gradient checkpointing effectiveness bug vs missing capability flag on a remote-code variant." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from Qwen3.5 position_ids and flash_attention s_aux=None crash are different code paths." + "reason": "RLHF NaN from 3D position_ids/BF16 collapse is a different issue from the flash_attention s_aux=None crash." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Weight conversion under DeepSpeed and gradient averaging with GAS are different training bugs." + "reason": "Weight conversion under accelerate+deepspeed vs gradient averaging with GAS are separate training bugs." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to CLIPTokenizer model_max_length." + "reason": "bitsandbytes init kwarg issue is unrelated to CLIPTokenizer's model_max_length constant." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Both report the same mask-vs-indexed-tensor shape mismatch IndexError, just with different example sizes." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Both are tokenizer loading failures, but the reported symptoms and affected models differ." + "reason": "Same mask-vs-indexed-tensor shape mismatch IndexError; the later issue is the same underlying error class with placeholders." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Both are video-input regressions in 5.3.0 on the Qwen3-VL/Qwen3.5-VL family, likely the same preprocessing bug." + "reason": "Both describe the same v5.3.0 Qwen video-input regression; 44560 looks like a specific instance of the broader 44479 bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral tokenizer error-message issue is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention failure on Qwen3.5 and NemotronH checkpoint loading are unrelated." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading failure are different bugs." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-dimension error and void segmentation-map processing are unrelated." - }, - { - "left": "issue:43366", - "right": "issue:43828", - "accept": false, - "reason": "GGUF gpt-oss support and autocast dtype mismatch are different feature/breakage reports." - }, - { - "left": "issue:45325", - "right": "issue:45902", - "accept": false, - "reason": "Qwen2.5-VL rope scaling bug and Qwen3_5MoE rotary embedding uninitialized memory are separate issues." + "reason": "DeepSpeed 'weight must be 2-D' training error and void segmentation map processing failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted soft pairs are reasonably supported by the titles/body metadata, especially the docs pair and the identical mask-shape regression; the video-regression pair is a plausible soft match without overstating certainty." + "feedback": "The summary is conservative and grounded in the packet. The accepted soft-edge pairs are reasonably supported by the issue titles/bodies: docs cleanup, `_is_hf_initialized`/`init_empty_weights`, the mask-shape IndexError, and the Qwen video regression. The rejected pairs are phrased cautiously and do not overstate equivalence. The choice of issue:45020 as a broad representative is defensible, and the note that the cluster is not a single duplicate set is accurate." }, "evaluator_used": true, "retried": false, @@ -1633,15 +1543,12 @@ "issue:43644", "issue:43645", "issue:43646", - "issue:43708", "issue:43720", "issue:43824", - "issue:43854", - "issue:43931", + "issue:43828", "issue:43950", "issue:43957", "issue:43994", - "issue:44075", "issue:44155", "issue:44451", "issue:44488", @@ -1657,274 +1564,276 @@ "issue:44960", "issue:44977", "issue:45030", - "issue:45276", "issue:45313", + "issue:45325", "issue:45357", "issue:45584", "issue:45663", + "issue:45685", "issue:45823", - "issue:45834" + "issue:45834", + "issue:45902" ], "soft_pairs": [ + "issue:43366|issue:43828", + "issue:45325|issue:45902", "issue:45663|issue:45823", "issue:43366|issue:43531", + "issue:44155|issue:45584", "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", "issue:43550|issue:44910", + "issue:42915|issue:43957", "issue:43366|issue:44589", "issue:43645|issue:43646", "issue:44560|issue:44918", - "issue:42915|issue:43957", "issue:42617|issue:43366", - "issue:43824|issue:43957", "issue:36010|issue:42915", "issue:44661|issue:45823", - "issue:43632|issue:45834", "issue:44560|issue:44805", + "issue:43632|issue:45834", "issue:38175|issue:43994", - "issue:44155|issue:45584", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", "issue:44877|issue:45030", "issue:43317|issue:44756", + "issue:43644|issue:44534", "issue:38175|issue:39692", "issue:42491|issue:43720", + "issue:41720|issue:42915", "issue:44960|issue:44977", "issue:45313|issue:45357", - "issue:41720|issue:42915", "issue:44451|issue:44488", - "issue:43644|issue:44534", - "issue:43708|issue:44075", - "issue:42491|issue:45276", - "issue:42915|issue:44756", - "issue:43854|issue:43931" + "issue:42915|issue:44756" ], - "prepared_review_unit_hash": "b1ebee0f7ffd75dc682ae76e9e92ba6073d2ca42d2d0a88dfc6deb8b10ceb5d1", + "prepared_review_unit_hash": "48a5eab2114ee5d42f5cd9a0ce5be21532eff54c6f6ac58871037d42dd93bc2d", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37197, - "estimated_input_tokens": 9300, - "estimated_eval_tokens": 18856 + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues across different models and regressions, with a few clear duplicate clusters around Transformers v5/custom model initialization and non-persistent buffer corruption.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43644 is the clearest, most specific report of the non-persistent buffer corruption regression, and it has an exact duplicate in issue:44534.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, with only a few clear duplicate pairs. The strongest matches are the non-persistent buffer regression, the custom-model initialization regression, and a SigLIP2 inference-output regression.", + "confidence": 0.83, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest canonical issue candidate because its title is precise, the bug is concrete, and it matches an exact duplicate closely.", + "best_issue_reason": "Issue 43644 is the cleanest representative: it has a precise, self-contained regression description and an exact duplicate in 44534.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different models and failure modes: GGUF/gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen-family, but one is a VL rope-scaling bug and the other is a Qwen3 MoE meta-materialization bug." + }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Different bug paths: FSDP2 KeyError in Gemma4TextAttention vs device_map auto device mismatch during forward." + "reason": "Same model family, but distinct code paths: FSDP2 shared_kv_states KeyError vs device_map='auto' PLE device mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen3/Qwen3-MoE-ish models, but one is GGUF architecture support and the other is a sliding_window behavior issue." + "reason": "Not the same underlying bug; one is GGUF architecture support, the other is sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems and symptoms: AudioFlamingo3 batch leakage vs Whisper empty-transcription generation failure." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long OCR index error." + "reason": "One is a from_pretrained buffer-corruption regression, the other is a long-input OCR index error in Kosmos2.5." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: Qwen3-vl video StopIteration vs MPS histogram not implemented for int in moe code." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading-related, but one is an import error for a missing class and the other is meta-device loading breakage." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and failures: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention packed-sequence misinterpretation." + "reason": "Different concrete bugs: torch.compile+SDPA in Bamba vs FlashAttention illegal access from Qwen3.5 position_ids handling." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: FineGrainedFP8Config on Qwen3-MoE vs meta-device loading regressions." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated: GGUF gpt-oss support vs Float8 storage lookup failure." + "reason": "No shared code-path evidence; GGUF support vs Float8 storage lookup failure." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5.0 custom model initialization regression; one report is just the notebook-specific manifestation." + "reason": "Same underlying regression in custom model initialization; the notebook detail is just a repro environment." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different issues: Qwen3-vl-embedding video StopIteration vs TRL SFT input-embedding unpacking failure." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Different root causes: FineGrainedFP8Config failure vs meta-device model loading breakage." + "reason": "Distinct Qwen3.5 issues: video inference StopIteration vs unpacking embeddings for TRL SFT." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different topics: running 3d_parallel.py vs GGUF gpt-oss architecture support." - }, - { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "Different bugs: missing Qwen2.5-VL import vs meta-device loading regression." + "reason": "Unrelated: 3d_parallel.py runtime failure vs GGUF model-architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Unrelated import error vs Qwen3-MoE FP8 failure." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 loading." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different failures: add-new-model-like/tokenizer mapping issue vs Gemma4 device mismatch during forward." - }, - { - "left": "issue:43632", - "right": "issue:45834", - "accept": false, - "reason": "Different regression classes: _is_hf_initialized flag vs Kosmos2.5 OCR index error." + "reason": "Different bug classes: tokenizer mapping/new-model registration logic vs Gemma4 PLE device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different model-specific errors: video StopIteration vs mask/tensor shape mismatch." + "reason": "Different concrete failures and model paths; no evidence of one shared root cause." }, { - "left": "issue:38175", - "right": "issue:43994", + "left": "issue:43632", + "right": "issue:45834", "accept": false, - "reason": "Same model family, but the reports describe different symptoms and could stem from different causes; not safe to merge as a duplicate." + "reason": "Transformers v5 flag/init regressions are unrelated to Kosmos2.5 long-input indexing." }, { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "Different applications and failures: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both describe SigLIP2-base producing broken inference outputs; these look like the same underlying model/processor regression." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different code paths: Deepspeed ZeRO-3 Bert initialization vs tokenizer-mapping add-new-model-like failure." + "reason": "Different issues: deepspeed zero3/BertModel indexing vs add-new-model-like tokenizer-mapping failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different issues: ZeRO-3 Bert empty-shape IndexError vs tokenizer mapping logic." + "reason": "One is a zero-size tensor index error during ZeRO-3 init; the other is model-registration logic." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated: tokenizer mapping/new-model helper failure vs tensor mask shape mismatch." + "reason": "No shared bug: add-new-model-like/tokenizer mapping vs a mask shape mismatch index error." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation related, but they affect different model families and likely different validation paths." + "reason": "Both involve config validation, but the affected model families and failures differ and the shared root cause is not proven." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different problems: dequantized load with device_map auto offload vs mmap OOM on Strix Halo." + "reason": "Different symptoms and paths: dequantized model offload loading vs mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate regression: both report non-persistent buffers being filled with junk in Transformers v5." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same general SigLIP2 area, but one is wrong model output and the other is documentation/example validation failures; not clearly the same bug." + "reason": "Related SigLIP2 area, but one is bad model outputs while the other is a documentation/example mismatch and quantization failure." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different regressions: Qwen3 MoE hf4.x/hf5.x LoRA incompatibility vs BitNet packed-weight loading." + "reason": "Different model stacks and failures: Qwen3_MoE LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen, but one is an auto device-map cuda assert and the other is an FP8 configuration failure." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM5 vs Qwen3.5 flash-attention generation failure." + "reason": "Different models and subsystems; no concrete shared code-path." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different directions and code paths: ZeRO-3 weight loading for language_model vs save_pretrained writing visual encoder keys." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Different Qwen3 issues: device-map auto cuda assert vs FineGrainedFP8Config failure." + "reason": "Load-time ZeRO-3 language_model weight issue vs save_pretrained visual-encoder key regression." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both report the same latest-version regression loading different BERT models, pointing to a shared model-loading/config issue." + "accept": false, + "reason": "Similar symptom class, but different model checkpoints and insufficient evidence that they are the same bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact duplicate: both report Transformers v5 filling non-persistent buffers with junk." - }, - { - "left": "issue:43708", - "right": "issue:44075", - "accept": false, - "reason": "Different bugs: checkpoint resume max_steps calculation vs SGD optimizer arguments not being applied." - }, - { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "Different topics: Qwen3 MoE LoRA compatibility vs Gemma4 resize_token_embeddings behavior." - }, - { - "left": "issue:42915", - "right": "issue:44756", - "accept": false, - "reason": "Different regressions and environments: FP8 config failure vs mmap OOM avoidance." - }, - { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "Different model-loading failures on different models; not the same underlying bug." + "reason": "Exact duplicate regression: both report non-persistent buffers being filled with junk in Transformers v5." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative: 43644/44534 are essentially the same non-persistent-buffer regression, and the custom-model/BERT-loading pairs are plausibly the same underlying Transformers v5 regression without overstating certainty. The rejects generally stay within model- and symptom-level distinctions." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft matches are limited to clearly related issue pairs by title/symptom, and the rejected pairs generally avoid overclaiming shared root cause. No mergeability concerns here since this is an issue-cluster review, not a PR pair." }, "evaluator_used": true, "retried": false, @@ -1948,22 +1857,24 @@ "issue:36010", "issue:39404", "issue:39692", + "issue:41720", "issue:42491", "issue:42947", "issue:43257", "issue:43335", - "issue:43381", "issue:43404", "issue:43425", "issue:43454", "issue:43644", "issue:43645", + "issue:43708", "issue:43854", "issue:43856", "issue:43873", "issue:43931", "issue:43957", "issue:43994", + "issue:44075", "issue:44155", "issue:44164", "issue:44291", @@ -1974,7 +1885,6 @@ "issue:44756", "issue:44910", "issue:44912", - "issue:44928", "issue:44960", "issue:44991", "issue:45216", @@ -1994,258 +1904,293 @@ "issue:46050" ], "soft_pairs": [ + "issue:43708|issue:44075", + "issue:42491|issue:45276", + "issue:43854|issue:43931", "issue:45488|issue:45812", "issue:43257|issue:43854", + "issue:44488|issue:44991", "issue:39692|issue:43994", + "issue:43644|issue:43645", "issue:43856|issue:43873", "issue:42491|issue:43931", - "issue:43644|issue:43645", + "issue:45362|issue:45406", "issue:43856|issue:44387", - "issue:44910|issue:45588", + "issue:44960|issue:46050", "issue:42491|issue:45292", - "issue:44488|issue:44991", - "issue:45362|issue:45406", + "issue:44910|issue:45588", "issue:44164|issue:44291", "issue:36010|issue:39404", "issue:45276|issue:45335", "issue:43404|issue:43454", "issue:43425|issue:43957", + "issue:41720|issue:44155", "issue:44402|issue:44488", "issue:39692|issue:44960", "issue:42947|issue:45704", "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44291|issue:44756", "issue:45663|issue:45859", "issue:43335|issue:45663", - "issue:43873|issue:44387", "issue:44155|issue:45823", - "issue:44291|issue:44756", "issue:44292|issue:44912", - "issue:44960|issue:46050", "issue:44387|issue:44756", + "issue:43957|issue:44756", "issue:43854|issue:45216", "issue:45276|issue:45292", - "issue:43381|issue:44928" + "issue:44164|issue:44756" ], - "prepared_review_unit_hash": "de737e8ec0a4c8ec237b9b450a8479a9b40e2ac3a80bfad6c54782b982910c82", + "prepared_review_unit_hash": "13b9cc90d1d0348d8a2ae1ab960e13a7adde0a15a3532a90da0b27908c1c8f84", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36572, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38648, + "estimated_input_tokens": 9662, + "estimated_eval_tokens": 19580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers regressions and model-specific loading/quantization issues. Only the resize_token_embeddings reports look like a true duplicate pair; the rest are best treated as separate bugs. No pull requests are present.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45292 is the broader, more generic report of resize_token_embeddings not updating downstream embeddings/output embeddings, and it subsumes the more specific Gemma4 variant.", + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues, with two likely duplicate subclusters: resize_token_embeddings regressions and lm_head weight-tying bugs in multimodal models.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45276 is the clearest representative of the resize_token_embeddings regression cluster and has the strongest duplicate links to closely related embedding/output-head reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best canonical issue candidate because it describes the underlying embedding-resize propagation bug in the most general way.", + "best_issue_reason": "issue:45276 best captures the shared underlying embedding-resize bug and is the most central issue among the likely duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resume step calculation vs optimizer argument handling." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA checkpoint compatibility on Qwen3 MoE is unrelated to token embedding resize behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures on different models with no shared concrete code path." + }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and describe different failure modes (LlamaTokenizer pre-tokenizer override vs Granite token IDs)." + "reason": "Both are tokenizer regressions, but one is pre-tokenizer override and the other is wrong token IDs; not the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Separate model-loading problems for different models; no shared concrete code path is evident." + "reason": "Qwen3 MoE weight conversion/offload issue vs GLM-4.7 loading failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but the affected models and failure modes differ too much to treat as duplicates." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is a runtime inference regression; not the same bug." + "reason": "Same family, but one is a docs example with multiple errors and quantization failure; the other is a runtime nonsense-output report." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both touch Transformers 5 init/loading, but they describe different symptoms and code paths." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is Qwen3 MoE training memory inefficiency, the other is quantization offloading behavior; too different in cause and fix." + "reason": "Training memory use and quantized offloading behavior are not the same underlying issue." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different loading failures on different models; they do not look like one underlying defect." + "reason": "Unrelated issues: Qwen3 MoE LoRA reuse vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is about non-persistent buffers and the other about custom models in Jupyter; distinct bugs." + "reason": "Different failures in different model/processor stacks." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both involve memory, but one is training inefficiency and the other is int4 quantization OOM; not the same issue." + "reason": "Both memory-related, but one is MoE training efficiency and the other is int4 reserved-memory/OOM behavior." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:44960", + "right": "issue:46050", "accept": false, - "reason": "Both touch flash attention, but the reported crashes come from different triggers and code paths." + "reason": "Different model families and different save/load regression types." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA loading on Qwen3 MoE and embedding resize propagation are unrelated problems." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer load failures, but on different models and with different symptoms." + "reason": "Qwen3 MoE LoRA compatibility is unrelated to resize_token_embeddings behavior." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated model-specific failures." + "reason": "Both involve flash attention, but the concrete crash causes are different." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Saving/loading extra_state and init_empty_weights argument handling are different code paths and failure modes." + "reason": "Save/from_pretrained extra_state handling is unrelated to init_empty_weights argument plumbing." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language regression are unrelated." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "These are the same underlying resize_token_embeddings propagation bug across related model wrappers: resized embeddings are not reflected in downstream tied/output/decoder embeddings." + "reason": "Same underlying resize_token_embeddings regression affecting model-specific embeddings/output heads." }, { "left": "issue:43404", "right": "issue:43454", - "accept": false, - "reason": "Both concern lm_head tying, but they are model-specific reports with different affected classes and no clear single shared bug." + "accept": true, + "reason": "Both report missing lm_head weight tying in multimodal generation models, a shared concrete fix path." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading failures are separate issues." + "reason": "Torch version compatibility vs meta-device loading regression are different problems." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map assert and AudioFlamingo3 track leakage are unrelated." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/vocab problems for different models; not a duplicate pair." + "reason": "Tokenizer vocab mismatch vs tokenizer loading failure are not the same bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 example issues and GLM5 loading are unrelated." + "reason": "SigLIP2 docs/runtime issue is unrelated to GLM5 loading." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated bugs." + "reason": "Gradient checkpointing bug and apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states and Qwen3.5/3.6 config unwrapping are different problems." + "reason": "Different model architectures and different failure modes." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading/quantization behavior vs int4 reserved-memory OOM are related only broadly, not the same concrete issue." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Init-empty-weights loading bug vs mmap OOM on Strix Halo are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 training/FSDP2 failure and Qwen3_5Moe CPU-offload incompatibility are distinct." + "reason": "Gemma4 FSDP2 keyerror and Qwen3 MoE CPU-offload incompatibility are different bugs." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 attention state rebuilding." - }, - { - "left": "issue:43873", - "right": "issue:44387", - "accept": false, - "reason": "Both are quantization-related memory complaints, but one is offloading and the other is int4 reserved-memory growth; different root causes." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 attention state handling." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo track leakage and Gemma4 device-mismatch are unrelated inference bugs." + "reason": "AudioFlamingo token leak and Gemma4 device mismatch are unrelated." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "init_empty_weights argument handling and mmap OOM on Strix Halo are unrelated." + "reason": "Different quantization/loading regressions on different models and formats." }, { - "left": "issue:44292", - "right": "issue:44912", - "accept": false, - "reason": "Different quantization/load failures on different models; no shared concrete bug is shown." - }, - { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "GLM5 loading and sinq save/load corruption are different issues." + "reason": "Both are memory issues, but one is quantization-driven OOM and the other is mmap-related." }, { - "left": "issue:44387", + "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but one is quantization memory use and the other is mmap on specific hardware; not the same defect." + "reason": "Meta-device model loading regression vs mmap disablement for OOM are not the same bug." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 checkpoint save_pretrained regression are unrelated." + "reason": "Model load failure vs save_pretrained checkpoint regression are distinct." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same embedding-resize bug: resizing token embeddings does not update all dependent embeddings/output heads; 45292 is the broader duplicate target." + "reason": "Same resize_token_embeddings/output_embeddings regression described from two angles." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3.5 SDPA fallback causing NaNs are unrelated." + "reason": "extra_state serialization bug and Strix Halo mmap OOM are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet. The canonical issue choice is conservative and well-supported: issue:45292 is the broader resize_token_embeddings propagation report, while issue:45276 and issue:45335 are narrower variants of the same bug. The summary correctly notes that the rest are heterogeneous and that no PRs are present. The soft-edge verdicts are generally conservative and do not overstate duplicate status." + "feedback": "The clustering is grounded in the packet and the summary stays conservative. The two accepted duplicate subclusters are well supported by the issue titles and high soft-similarity pairs, and the rejected pairs are generally phrased cautiously without overclaiming evidence." }, "evaluator_used": true, "retried": false, @@ -2268,7 +2213,6 @@ "nodes": [ "issue:36032", "issue:39404", - "issue:41720", "issue:42947", "issue:43257", "issue:43299", @@ -2288,7 +2232,6 @@ "issue:43957", "issue:43994", "issue:44079", - "issue:44155", "issue:44164", "issue:44265", "issue:44402", @@ -2297,6 +2240,7 @@ "issue:44509", "issue:44530", "issue:44589", + "issue:44671", "issue:44683", "issue:44756", "issue:44805", @@ -2305,6 +2249,7 @@ "issue:44898", "issue:44912", "issue:44918", + "issue:44928", "issue:45084", "issue:45292", "issue:45335", @@ -2316,265 +2261,258 @@ "issue:45823" ], "soft_pairs": [ + "issue:43381|issue:44928", "issue:45684|issue:45698", "issue:42947|issue:43381", - "issue:44164|issue:44756", "issue:44479|issue:44877", - "issue:41720|issue:44155", "issue:45588|issue:45663", - "issue:43957|issue:44756", "issue:43646|issue:43708", + "issue:43645|issue:44164", "issue:43828|issue:43957", "issue:45292|issue:45335", "issue:44402|issue:44451", - "issue:43645|issue:44164", "issue:43425|issue:43828", "issue:43257|issue:44863", - "issue:44683|issue:45823", "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", "issue:43425|issue:45823", "issue:43425|issue:43716", - "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43906|issue:44530", "issue:44530|issue:45084", + "issue:39404|issue:44912", "issue:43901|issue:44509", "issue:44265|issue:44898", - "issue:39404|issue:44912", "issue:44479|issue:44805", + "issue:43994|issue:44079", "issue:43425|issue:44918", - "issue:44589|issue:45084", "issue:43299|issue:43931", + "issue:44589|issue:45084", "issue:43596|issue:44683", - "issue:36032|issue:43452", - "issue:43994|issue:44079" + "issue:39404|issue:44671", + "issue:36032|issue:43452" ], - "prepared_review_unit_hash": "353978d03a366046904ff47b61afaf9c68dc2c73be5514be7c22ed7717ec903a", + "prepared_review_unit_hash": "0f1b0e6e4837478b67b9e26a3bcd988d68d52304a7fdc5b48ae8d00c09ec2813", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37367, - "estimated_input_tokens": 9342, - "estimated_eval_tokens": 18940 + "soft_pair_count": 31, + "serialized_chars": 37067, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers bug reports. The only clear duplicate pair is the token-embedding resize regression: issue 45292 and issue 45335 describe the same missing propagation of resized embeddings to tied/output embeddings.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45292 is the broadest version of the resize_token_embeddings regression, while issue:45335 is a model-specific manifestation of the same underlying bug.", + "summary": "Most candidate pairs are only loosely related and describe different bugs. The only strong duplicate-looking pair is the `resize_token_embeddings` regression, where the generic report is the best canonical issue.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of the same resize_token_embeddings propagation bug; issue:45335 is a specific t5gemma manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative issue here because it captures the general bug cleanly and has a near-duplicate in issue:45335.", + "best_issue_reason": "issue:45292 best represents the underlying defect because it states the generic failure mode and is not limited to one architecture.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: eval-mode gradient checkpointing vs RLHF NaN from 3D position_ids / SDPA fallback." + }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both concern save/load behavior for custom models, but one is about file permissions during save_pretrained and the other is about loading the wrong module after save_pretrained; different bugs." + "reason": "Both involve save/load, but one is a file-permissions problem and the other is wrong custom-module resolution." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Different gradient-checkpointing problems: one is ineffective with PEFT LoRA, the other forbids use in eval mode." - }, - { - "left": "issue:44164", - "right": "issue:44756", - "accept": false, - "reason": "Extra_state save/load handling and disabling mmap for Strix Halo OOM are unrelated." + "reason": "Related to gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode incompatibility." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different regressions: a Qwen VL video-input bug versus strict config blocking granite_speech loading." - }, - { - "left": "issue:41720", - "right": "issue:44155", - "accept": false, - "reason": "Different models and failure modes: Qwen3 auto device-map cuda assert versus AudioFlamingo3 token/embedding leakage in batched inference." + "reason": "Different subsystems: video-input regression in Qwen VL models vs strict-config loading failure for granite_speech." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink-less crash and Gemma-4 FSDP2 shared_kv_states rebuild are different code paths and symptoms." + "reason": "Both are attention/training bugs, but the concrete failures and code paths are unrelated." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Meta-device loading failures are unrelated to Strix Halo mmap OOM." + "reason": "Custom model init in notebooks is unrelated to Trainer checkpoint-resume max_steps calculation." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Custom-model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps computation." + "reason": "Different underlying bugs: notebook-defined custom models vs save/from_pretrained extra_state handling." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading breakage are different underlying problems." + "reason": "Both are loading/runtime mismatches, but autocast dtype mismatch and meta-device loading are different bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings regression: both report resized embeddings not propagating to the model's output/decoder embeddings." + "reason": "Same underlying resize_token_embeddings regression; 45335 is the t5gemma-specific instance of the generic output-embedding issue." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading complaints, but one is a tokenizer vocab_size mismatch and the other is a generic inability to load ScandiBERT; not clearly the same bug." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Notebook-defined custom model initialization and extra_state save/load handling are separate issues." + "reason": "Tokenizer vocab-size mismatch is not the same as an inability to load ScandiBERT in the latest version." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is too broad and does not match the specific autocast dtype mismatch bug." + "reason": "Torch-version incompatibility is too broad and does not match the autocast dtype mismatch bug." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different model families and different loading failures; no clear shared underlying defect." + "reason": "Both are model-loading issues, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap-induced OOM on Strix Halo." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 PLE device placement with device_map='auto'." + "reason": "Compiled flex_attention on newer torch versions is unrelated to Gemma4 device-map forward mismatch." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Float8 storage deserialization and mmap-related OOM are unrelated." + "reason": "Whisper pipeline return_language regression is not the same as a tokenizer-version behavioral change." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Generic torch compatibility issues do not match the specific Gemma4 PLE device mismatch." + "reason": "General torch incompatibility does not describe the Gemma4 device mismatch bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch incompatibility is not the same bug as Mistral-3 image-preprocessor dtype mismatch." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper pipeline return_language behavior and tokenization changes across versions are different regressions." + "reason": "The issues are about different problems: torch compatibility vs image preprocessor/model dtype mismatch." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Loading models with base_model_prefix and notebook custom-model initialization are not the same failure mode." + "reason": "Both touch custom-model loading in v5, but one is base_model_prefix handling and the other is notebook-defined class initialization." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "The isolated reproduction of another issue is not enough to establish the same bug as the Qwen3.5 PagedAttentionCache crash." + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache linear_attention crash." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and template-node compilation errors are unrelated." + "reason": "Different failure modes: cache group-type handling vs compilation of non-template nodes." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are documentation regressions, but they refer to different pipeline/task docs and different removed/changed behaviors." + "reason": "Both are docs-related, but they concern different documentation mismatches and different removed/changed behaviors." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are separate model/export issues." + "reason": "Different model/export failures: torch.export with torch_compilable_check vs Perceiver image resizing." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Whisper pipeline language handling and MXFP4 quantization fallback are unrelated." + "reason": "Video-input regression in Qwen VL models is unrelated to the mask/tensor shape IndexError." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Qwen VL video-input regression and mask-shape IndexError are different bugs." + "reason": "Incorrect SigLIP2 results are not clearly the same bug as ModelOutput key assignment when a key was previously None." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and TRL SFT unpacking of Qwen3.5 embeddings are different problems." + "reason": "Torch 2.10 incompatibility is unrelated to the TRL SFT embedding unpacking failure." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Float8 storage lookup failure and template compilation error are unrelated." + "reason": "Both involve Qwen3-VL loading, but one is a version regression for MoE models and the other is a shape mismatch on a specific checkpoint." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a MoE conversion problem under accelerate+deepspeed and the other is a weight-shape mismatch for a specific checkpoint; not clearly the same bug." + "reason": "Float8 storage resolution and non-template-node compilation are separate bugs." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3 BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." + "reason": "DeepSpeed ZeRO-3/BertModel indexing error is unrelated to compiled flex_attention on torch >= 2.9." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and gguf_file breaking from_pretrained are different tokenizer/model-loading issues." + "reason": "These describe different problems; the former is a reproduction report, the latter is a Qwen3.5 cache crash." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and ModelOutput key assignment bugs do not look like the same underlying defect." + "reason": "Tokenizer add_special_tokens conflict is unrelated to gguf_file breaking tokenizer/model loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "The writeup is grounded in the packet, and the only positive duplicate callout (issue:45292 / issue:45335) is well supported by the titles. The remaining soft-edge rejections stay conservative and do not overclaim equivalence from similarity alone." + "feedback": "The analyst output is conservative and grounded in the packet. The selected canonical pair, issue:45292 vs issue:45335, is the clearly strongest duplicate-looking match from the titles, and the remaining soft-edge rejections are appropriately cautious given the available evidence. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -2645,23 +2583,22 @@ ], "soft_pairs": [ "issue:44164|issue:45759", - "issue:39404|issue:44671", + "issue:44671|issue:44991", + "issue:32090|issue:39404", "issue:43856|issue:44756", "issue:44991|issue:45081", - "issue:44671|issue:44991", "issue:44737|issue:45859", "issue:44164|issue:44479", - "issue:32090|issue:39404", + "issue:43582|issue:43632", "issue:44661|issue:44683", "issue:44488|issue:45081", - "issue:43582|issue:43632", + "issue:44488|issue:44987", "issue:43611|issue:43644", "issue:40990|issue:43421", "issue:43716|issue:45084", - "issue:44488|issue:44987", "issue:44206|issue:44220", - "issue:43643|issue:44530", "issue:36032|issue:42915", + "issue:43643|issue:44530", "issue:34567|issue:40444", "issue:43883|issue:44488", "issue:44811|issue:45584", @@ -2674,23 +2611,24 @@ "issue:43317|issue:43482", "issue:44849|issue:45325", "issue:36032|issue:43645", + "issue:44987|issue:44991", "issue:45084|issue:45507", "issue:43883|issue:44991" ], - "prepared_review_unit_hash": "bef1ceb374fc93648e6665ffdeb8500ede2ffe85ebd69a898b59267c69b7d890", + "prepared_review_unit_hash": "3f5056595bb8750275b0e9274a03f069bb6d2f4aab689b4654f3315d5df100ea", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36624, + "serialized_chars": 36622, "estimated_input_tokens": 9156, "estimated_eval_tokens": 18568 }, @@ -2699,214 +2637,214 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated Transformers regressions; only one pair looks plausibly like the same v5 custom-model initialization bug.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43646 is the broadest and most central report in the set, covering the v5 custom-model initialization regression that could subsume narrower symptoms.", + "summary": "Mostly conservative rejections; the only pair that needed adjustment is the GGUF report, which is too weakly evidenced to treat as a confirmed duplicate/root-cause match.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43452 is the broader GGUF-loading report, but the evidence here does not establish that it fully subsumes the Qwen2.5-specific failure in issue:43482.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue for this cluster because it captures the most general v5 initialization breakage theme.", + "best_issue_reason": "issue:43452 is still the best umbrella candidate among the two GGUF issues, but only as a tentative representative because the shared root cause is not confirmed from the available text.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Different APIs and failures: extra_state handling vs composite Qwen config unwrapping." + "reason": "Different API paths and failure modes: extra_state save/load handling vs text_config unwrapping for composite multimodal configs." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading regressions, but they hit different models and different failure modes (masked-LM outputs vs tokenizer loading)." + }, + { + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Whisper pipeline language return bug and CamemBERT MLM prediction bug are unrelated." + "reason": "Unrelated runtime errors in Trainer broadcast vs Whisper pipeline return_language behavior." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory usage regression is not the same as Strix Halo mmap OOM behavior." + "reason": "Both mention memory/OOM, but one is Qwen3 MoE training efficiency and the other is mmap behavior on Strix Halo; not the same bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both affect tokenizer loading, but they target different models and different code paths." - }, - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "Different model families and different loading/prediction failures." + "reason": "Different tokenizer/model loading regressions with different affected models and causes; too broad to merge." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "One is XLNet CPU placement, the other is Qwen3.5 MoE CPU offload compatibility." + "reason": "Both are device/offload issues, but XLNet CPU arange placement and Qwen3.5 MoE rotary embedding offload are distinct code paths." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization extra_state handling is unrelated to the Qwen video-input regression." + "reason": "Different functionality entirely: extra_state serialization vs video-input regression in multimodal Qwen models." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Trainer broadcast TypeError and Whisper return_language regression are unrelated." + "reason": "AppleSilicon allocator TypeError and _is_hf_initialized flag regression are separate initialization/runtime problems." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping lookup bug and compiled flex_attention failure are different subsystems." + "reason": "Model-registration mapping bug vs compiled flex_attention torch-version failure; no shared fix path." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-load regressions, but the specific models and failure modes differ." + "reason": "Both are loading failures, but for different models and different mechanisms (model download/loading vs Mistral regex patching)." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized regression." + "reason": "Different affected models and symptoms; one is a generic load failure, the other is a transformers>=5.1.0 regression for a specific repo." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both involve v5 model init/loading, but one is base_model_prefix loading and the other is buffer initialization." + "reason": "Both are v5-related regressions, but base_model_prefix loading and non-persistent buffer initialization are different underlying bugs." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity on GPT-OSS training is unrelated to runtime special-token post-processor updates." + "reason": "Perplexity/training behavior on gpt-oss-20b is unrelated to runtime special-token post-processing updates." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to the template-node compilation error." - }, - { - "left": "issue:44488", - "right": "issue:44987", - "accept": false, - "reason": "Both are model-loading failures, but they are different repositories/models and not the same bug." + "reason": "Different domains: multimodal dtype mismatch vs template-node compilation error." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio feature-extraction related, but the titles point to different concrete failures." + "reason": "Both are audio-feature related, but the titles point to different failing entry points; not enough evidence for one bug." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache linear_attention crashes." + "reason": "Tokenizer naming conflict and FineGrainedFP8Config failure are unrelated." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "Tokenizer special-token method conflict and Qwen3 MoE FP8 failure are unrelated." + "reason": "trust_remote_code config field loss is not the same as PagedAttentionCache failing on linear_attention group type." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and multimodal IterableDataset failures are unrelated." + "reason": "TrainerState token-count tracking and Qwen2.5-VL iterable-dataset finetuning are different issues." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys is unrelated to sleng-bert model loading." + "reason": "Missing all_tied_weights_keys in Molmo and tokenizer-loading failure for sleng-bert are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation are different bugs." + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens handling and empty transcription after align_special_tokens are not clearly the same bug." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different specific model-loading regressions with no shared concrete failure indicated." + "reason": "Two different model-loading regressions with no evidence of a shared root cause." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm tracing and template-node compilation are unrelated." + "reason": "Torch dynamo grouped_mm tracing error and template-node compilation error are unrelated." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3 MoE FP8 training and Qwen3.5 PagedAttentionCache linear_attention crashes are different issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache invalid group type are distinct problems." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency and StaticCache seq-length return type are related only loosely, not the same bug." + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length contract mismatch." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF loading, but one is a generic from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure." + "reason": "The GGUF pair is not strong enough here: 43482 is only a Qwen2.5-GGUF loading failure, and the body evidence does not confirm the same root cause as the generic gguf_file breakage in 43452." }, { "left": "issue:43644", "right": "issue:43646", - "accept": true, - "reason": "Both are v5 custom-model initialization regressions; 43644 looks like a concrete symptom of the broader init breakage described in 43646." + "accept": false, + "reason": "Both are v5 initialization regressions, but one is about junk-filled non-persistent buffers and the other about custom model initialization broadly; not clearly the same fix." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU/CPU offload dequantization failure is unrelated to Qwen2.5-GGUF loading." + "reason": "device_map/offload dequantized-model loading is unrelated to GGUF loading failure." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state output and Qwen2.5-VL rope-index scaling are unrelated multimodal/model issues." + "reason": "Hidden-state output bug in Qwen3.5 vs Qwen2.5-VL rope index scaling are different model-specific issues." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer method conflict and Jupyter custom-model initialization are different problems." + "reason": "Tokenizer special-token conflict and notebook custom-model initialization regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both mention loading failures on transformers v5+, but for different repositories and different failure modes." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation error and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are different code paths." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights metadata and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for est-roberta do not share a concrete bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: most items are clearly unrelated regressions, and the one accepted soft edge (issue:43644 \u2194 issue:43646) is a plausible shared v5 initialization/buffer-init bug. The other soft-edge rejections are conservative and do not overstate the evidence." + "accept": false, + "feedback": "The GGUF pair is overstated. In the packet, issue:43452 is the generic gguf_file breakage report, but issue:43482 only says Qwen2.5-GGUF loading failed with transformers v5; the body text needed to confirm the same root cause is not present here. That makes the 'root duplicate target' and 'broadest, most general report' claims too strong for this evidence. The other soft-edge rejections are conservative enough, but this accepted pair should be marked uncertain/rejected." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2924,6 +2862,7 @@ "cluster_id": "cluster-10000-413", "nodes": [ "issue:36032", + "issue:40444", "issue:40990", "issue:41720", "issue:42175", @@ -2961,7 +2900,6 @@ "issue:44811", "issue:44877", "issue:44987", - "issue:44991", "issue:45020", "issue:45081", "issue:45084", @@ -2975,266 +2913,273 @@ "soft_pairs": [ "issue:43262|issue:43377", "issue:43089|issue:45987", - "issue:44987|issue:44991", "issue:43404|issue:44466", "issue:43646|issue:44534", + "issue:43645|issue:44534", "issue:43322|issue:43540", "issue:44403|issue:45081", "issue:43994|issue:44610", "issue:42915|issue:45084", "issue:43377|issue:43819", - "issue:43645|issue:44534", "issue:44451|issue:45081", - "issue:44987|issue:45081", "issue:44220|issue:44683", + "issue:44987|issue:45081", "issue:44265|issue:44610", "issue:45216|issue:45357", "issue:42915|issue:44291", "issue:43632|issue:44756", + "issue:44062|issue:44987", "issue:36032|issue:43742", "issue:42915|issue:44589", - "issue:44062|issue:44987", "issue:43404|issue:45127", + "issue:44479|issue:45325", "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:36032|issue:41720", "issue:43531|issue:44877", "issue:43425|issue:44403", "issue:43611|issue:44534", - "issue:44479|issue:45325", - "issue:36032|issue:41720", + "issue:43632|issue:44534", "issue:42175|issue:45542", - "issue:40990|issue:44811", "issue:43792|issue:44589", + "issue:40990|issue:44811", "issue:44683|issue:45020" ], - "prepared_review_unit_hash": "fccac050fff78b2370e0415d39fdaa6d530f5607a261a3f33794ab554370bf60", + "prepared_review_unit_hash": "16358e5c9e8bb084d9fdb06821e2e4836684c7f05e1c8f80a6d7f427e4712ec6", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37252, - "estimated_input_tokens": 9313, - "estimated_eval_tokens": 18882 + "soft_pair_count": 33, + "serialized_chars": 37573, + "estimated_input_tokens": 9394, + "estimated_eval_tokens": 19044 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous v5/v5.x regression reports. The only clearly grounded duplicate pair is the Qwen3.5 save_pretrained checkpoint-serialization bug (45216/45357); the Qwen-VL rope/video pair is related but not strong enough to merge as a duplicate.", - "confidence": 0.79, - "canonical_issue_reason": "45216 is the only defensible canonical anchor because it has the clearest duplicate match (45357) on the same Qwen3.5 save_pretrained checkpoint-serialization path. The rest of the cluster is too heterogeneous for a broader canonical issue.", + "summary": "This cluster is mostly noisy and heterogeneous: a handful of v5/regression reports, multimodal/audio/model-loading bugs, and unrelated performance/runtime issues. I only see one clear duplicate-like pair: the two Qwen3.5 save_pretrained regressions.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45216 is the broader Qwen3.5 save_pretrained regression report, while issue:45357 looks like a narrower follow-up about the same incorrect visual-encoder key serialization.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the best single issue to anchor the cluster because it is concrete, reproducible, and has a confirmed duplicate; 45020 is too broad and mixes unrelated remote_code-style failures.", + "best_issue_reason": "issue:45216 is the best representative of the only clear duplicate subtopic in the cluster: a Qwen3.5 save_pretrained regression affecting checkpoint correctness.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Different audio bugs: chat-template sample-rate defaulting vs missing padding-mask support in the encoder." + "reason": "Both are audio-related, but one is chat-template sampling rate and the other is batched encoder padding-mask behavior; different bugs and code paths." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Unrelated problems: generation performance overhead vs a seq_length contract/type bug." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-load failures, but for different models and with different failure mechanics." + "reason": "Generation sync overhead and StaticCache.get_seq_length contract mismatch are unrelated runtime issues." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve weights/tied embeddings, but one is an lm_head tie bug and the other is serialization inconsistency." + "reason": "Both mention lm_head/tied weights, but one is a model-loading tie issue and the other is device-dependent save_pretrained serialization; not the same bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage and non-persistent buffer junk are different regressions." + "reason": "Custom model initialization problems and non-persistent buffer junk are different Transformer v5 regressions." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook/custom-model initialization is unrelated to non-persistent buffer initialization." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal failures on different model families and inputs." + "reason": "Different multimodal failures in different models; too broad to be the same underlying bug." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise is not the same as the Mistral tokenizer regex-patch crash." + "reason": "Noise while loading a transformer is not the same as a tokenizer regex patch crash." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different vision-model bugs: bad outputs vs processor/model input-size mismatch." + "reason": "Both are vision-model issues, but one is bad outputs from AutoModel/pipeline and the other is a processor size mismatch; not the same code path." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 loading and template-node compilation are different code paths." + "reason": "FineGrainedFP8Config failure and template compilation error are unrelated." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-related, but they affect different models and root causes." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Notebook/custom-model init regression is unrelated to buffer initialization junk values." + "reason": "Both are audio-model bugs, but batched-vs-single padding mask behavior is different from DAC.from_latents vs forward mismatch." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral tokenizer patch crash are separate model-specific regressions." + "reason": "A model-loading failure for ScandiBERT and a Mistral tokenizer regex crash are unrelated." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Both involve loading, but one is a model-load regression and the other is a tokenizer regex-patch crash." + "reason": "fbank feature extraction and compiled flex_attention failures are different subsystems." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Speech feature extraction and compiled flex_attention are different subsystems and failure modes." + "reason": "Loading a specific remote-code model and a Mistral tokenizer patch crash are different regressions." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check is unrelated to the OmDet-Turbo processor size regression." + "reason": "torch.export export failure and OmDet processor size mismatch are not the same bug." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained serialization regression: both describe incorrect checkpoint contents/keys through the same API path." + "reason": "Both report Qwen3.5 save_pretrained producing incorrect checkpoints; 45357 is a narrower description of the same regression." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FP8 loading and init_empty_weights/_is_hf_initialized are different regressions." + "reason": "FineGrainedFP8Config failure and init_empty_weights/_is_hf_initialized TypeError are distinct issues." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "The _is_hf_initialized flag issue is unrelated to the Strix Halo mmap/OOM workaround request." + "reason": "_is_hf_initialized flag breakage and mmap/OOM handling on Strix Halo are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and a remote-code loading regression are different tokenizer/model-loading bugs." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Different tokenizer/model-loading errors with different failure mechanics and targets." + "reason": "Tokenizer add_special_tokens conflict and MobileLLM loading key error are unrelated model-loading failures." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to missing Float8 storage registration." + "reason": "FP8 config failure and missing Float8 storage type are different torch/backend compatibility issues." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "AddedToken special-argument conflict is a tokenizer construction bug, not the same as loading a specific tokenizer model." + "reason": "lm_head tying/serialization and LoRA merge collapse with extended vocab are different weight-handling bugs." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Both touch tied embeddings, but one is a missing tie in Mistral3 and the other is LoRA plus extended-vocab collapse." + "reason": "Both are Qwen vision/video regressions, but one is a general video-input regression and the other is a rope-index temporal scaling bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading failure and sliding_window Qwen3-MoE behavior are unrelated." + "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning and Qwen2.5-VL rope-index scaling are different video/image pipeline bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer loading and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window support and strict config loading are different issues." + "reason": "Sliding_window behavior in Qwen3-MoE and strict config preventing granite_speech loading are different problems." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility is not the same as generic transformer-load noise." + "reason": "Torch 2.10 incompatibility and loading-noise cleanup are not the same underlying issue." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are distinct v5 regressions." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "They are related Qwen-VL-family regressions, but the titles point to different model families and failure surfaces, not one clear mergeable fix." + "reason": "base_model_prefix loading breakage and junk-filled non-persistent buffers are separate v5 regressions." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Tokenizer load conflict for T5 and cudaErrorAssert on Qwen3 auto device mapping are unrelated." + "reason": "_is_hf_initialized flag issues are unrelated to non-persistent buffer initialization." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TensorFlow/backend packaging, but they are different packaging bugs." + "reason": "Missing TensorFlow in torch extra and tensorboard installed without TensorFlow are related packaging topics but not the same bug." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated model-specific issues." + "reason": "Whisper inference failure and missing Float8 storage object are unrelated." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup failure do not share the same root cause." + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are different model/runtime issues." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is a specific backend compatibility bug, not the same as broad remote_code loading regressions." + "reason": "Compiled flex_attention on torch >=2.9 and remote_code loading regressions are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is a bit too strong. Most items are heterogeneous model/version regressions, and the only clearly grounded duplicate pair is Qwen3.5 save_pretrained (45216/45357). The accepted 44479/45325 pair overstates the evidence: from the titles alone they look related through Qwen-VL rope/position handling, but not clearly the same bug or a single mergeable fix. Because of that, the canonical/best-issue framing around 45020 and the \u201clikely duplicate subpairs\u201d summary are not conservative enough." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only clearly duplicate-looking pair is indeed the Qwen3.5 save_pretrained regression (45216/45357), and the rest of the false verdicts are phrased cautiously enough given the titles. No overstatement stands out." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3253,24 +3198,25 @@ "cluster_id": "cluster-10000-413", "nodes": [ "issue:33666", + "issue:35707", "issue:40444", "issue:41553", "issue:41720", "issue:42175", - "issue:42915", "issue:43296", "issue:43317", "issue:43377", "issue:43381", "issue:43421", - "issue:43454", "issue:43482", "issue:43525", "issue:43531", "issue:43582", "issue:43611", "issue:43632", + "issue:43644", "issue:43646", + "issue:43749", "issue:43792", "issue:43818", "issue:43856", @@ -3281,7 +3227,6 @@ "issue:44291", "issue:44403", "issue:44462", - "issue:44466", "issue:44534", "issue:44568", "issue:44589", @@ -3302,246 +3247,248 @@ "issue:45923" ], "soft_pairs": [ - "issue:41553|issue:43582", + "issue:44079|issue:45663", "issue:44403|issue:44991", - "issue:43632|issue:44534", + "issue:41553|issue:43582", "issue:43421|issue:44568", "issue:33666|issue:40444", - "issue:44079|issue:45663", "issue:43818|issue:45357", "issue:44462|issue:45812", "issue:43317|issue:43856", "issue:44829|issue:45479", "issue:43482|issue:45538", - "issue:43381|issue:45923", + "issue:35707|issue:40444", "issue:44291|issue:44589", - "issue:40444|issue:45325", + "issue:43381|issue:45923", "issue:43482|issue:43525", + "issue:44079|issue:44534", "issue:43377|issue:45491", - "issue:41720|issue:45081", "issue:43531|issue:44291", - "issue:42175|issue:43296", + "issue:41720|issue:45081", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43644|issue:44079", "issue:44265|issue:45072", "issue:43632|issue:45072", + "issue:42175|issue:43296", + "issue:45325|issue:45381", "issue:43611|issue:43646", "issue:43792|issue:43957", "issue:43994|issue:44898", - "issue:44079|issue:44534", - "issue:45325|issue:45834", - "issue:42915|issue:43482", - "issue:43454|issue:44466", - "issue:40444|issue:45381", - "issue:45325|issue:45381" + "issue:45325|issue:45834" ], - "prepared_review_unit_hash": "c8e815547ba7b3d6764cca4de123dd79494afb4771b74f7120a49ad8252efdfc", + "prepared_review_unit_hash": "94293b722ee8bf4af78456f2865dc2bb7b42f5929793d8b8f7c349105e040480", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36992, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 + "soft_pair_count": 29, + "serialized_chars": 36605, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like false positives: they share broad themes (Transformers v5 regressions, Qwen/VL models, tokenizer/loading issues) but not the same concrete bug or change. No PRs are present, and there is no obvious single canonical issue among this heterogeneous set.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out; the issues span unrelated failures across tokenization, model loading, multimodal vision, training, and backend/runtime behavior.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No clear best issue for canonicalization; any choice would be arbitrary because the items are not duplicates of one another.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "The items are mostly unrelated one-off issues, with only two soft edges looking like true duplicates: tokenizer special-token/post-processor handling, and a Qwen2.5-VL position-id regression. Everything else is too model- or symptom-specific to merge.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical issue for the whole set; the clearest duplicate cluster is issue 43421, which captures the underlying tokenizer special-token/post-processor regression more generally than its paired symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43421 is the best issue anchor because it states the root tokenizer backend problem in a broad, actionable way and cleanly subsumes the paired symptom in 44568.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Tokenizer/Voxtral error vs AppleSilicon allocator TypeError; unrelated codepaths." + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "One is noisy logging on load; the other is a tokenizer load failure." + "reason": "Both involve loading, but one is generic noise on load and the other is tokenizer loading for a specific model; different root causes." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Different v5 regressions: HF init flag vs non-persistent buffer contents." + "reason": "Bad tokenizer error message vs Apple Silicon allocator TypeError; unrelated subsystems." }, { "left": "issue:43421", "right": "issue:44568", - "accept": false, - "reason": "Runtime special-token/post-processor sync vs mDeBERTa BOS/EOS addition." + "accept": true, + "reason": "Both point to tokenizer special-token/post-processor handling regressing in v5; same underlying tokenizer backend bug." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different Qwen2-VL/Qwen2.5-VL training failures and input shapes." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "ModelOutput key assignment vs FSDP/shared_kv_states KeyError." + "reason": "Both are Qwen-VL training issues, but one is multi-GPU training and the other is iterable dataset/multi-image finetuning; not the same bug." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA tower architecture bug vs Qwen3.5 save_pretrained key serialization." + "reason": "Video-LLaVA missing temporal attention/weight tying vs Qwen3.5 save_pretrained key regression; different code paths." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Repository tokenizer.json handling vs Granite token-id regression." + "reason": "Both touch AutoTokenizer, but one ignores tokenizer.json while the other yields wrong Granite token IDs; not enough evidence of one root cause." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "GPU/CPU offload loading failure vs Qwen3 MoE memory usage." + "reason": "Dequantized model offload failure vs Qwen3 MoE memory efficiency; unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "FlashAttention-3 training degeneration vs single-label loss edge case." + "reason": "Different training failures: flash_attention_3 degeneracy vs num_labels=1 zero-loss classification behavior." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading regression vs CLIPTokenizer model_max_length issue." + "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer max-length constant bug; unrelated." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Checkpointing eval-mode behavior vs missing trust_remote_code flag." + "reason": "Progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL multi-image iterable dataset finetuning; different bugs." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights arg regression vs Float8 storage lookup error." + "reason": "Both are v5 loading errors, but one is unexpected _is_hf_initialized argument and the other is missing Float8 storage; different failures." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Different Qwen2.5-VL bugs: dataset/multi-image vs rope-index scaling." + "reason": "Gradient checkpointing in eval mode is a usage/runtime issue, while the other is a missing capability flag on a trust_remote_code model." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF load failure vs missing pad_token_id on Llama4Config." + "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are unrelated model-specific regressions." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key ordering and non-persistent buffer initialization are different v5 regressions." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Padding-mask batch inconsistency vs Gemma3 all-padding NaNs." + "reason": "Missing padding-mask support in MIMI encoder vs Gemma3 sliding-window all-padding NaNs; different architectures and failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE vs init_empty_weights/_is_hf_initialized error; not the same issue." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-map assert vs Mistral regex patch crash." + "reason": "Qwen3 device-map cuda assert vs Mistral tokenizer regex patch crash; unrelated." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "Sliding-window Qwen3-MoE bug vs init_empty_weights regression." + "reason": "FSDP CPU RAM efficient loading vs ModelOutput key assignment; unrelated." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image iterable finetuning failure vs Qwen2.5-VL video vision_position_ids regression; different symptoms and likely different causes." + }, + { + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Packaging backend omission vs PaddleOCR-VL load failure." + "reason": "Non-persistent buffer junk on v5 vs ModelOutput key assignment; unrelated." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check vs bfloat16 dtype mismatch." + "reason": "torch.export with torch_compilable_check vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; different bugs." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Different issues: _is_hf_initialized vs dtype mismatch." + "reason": "_is_hf_initialized breakage vs bfloat16 dtype mismatch; not the same code-path problem." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure in vLLM; unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen2.5-VL position-id regressions in v5.3.0 and appear to stem from the same rope/indexing logic." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Base_model_prefix loading breakage vs custom model initialization breakage." + "reason": "Both are transformers v5 breakages, but one is base_model_prefix loading and the other is custom model initialization; too broad to merge." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure vs meta-device loading regression." + "reason": "Whisper runtime failure vs meta-device loading regressions on specific models; unrelated." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs: SigLIP2 inference vs Perceiver resize failure." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "ModelOutput key bookkeeping vs non-persistent buffer initialization." + "reason": "Different vision-model bugs: nonsensical SigLIP2 outputs vs Perceiver non-default resolution failure." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling vs Kosmos2.5 OCR index error." - }, - { - "left": "issue:42915", - "right": "issue:43482", - "accept": false, - "reason": "FineGrainedFP8 Qwen3Moe vs Qwen2.5-GGUF loading." - }, - { - "left": "issue:43454", - "right": "issue:44466", - "accept": false, - "reason": "Tied-weight serialization vs lm_head weight tying on AyaVision." - }, - { - "left": "issue:40444", - "right": "issue:45381", - "accept": false, - "reason": "Qwen2.5-VL still-image position IDs vs video position IDs." + "reason": "Position-id regression in Qwen2.5-VL vs Kosmos2.5 OCR index error; different model families and likely different fixes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted soft pairs are plausible duplicate/merge candidates from the titles alone, and the remaining pairs are reasonably rejected as too distinct. No obvious overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3558,32 +3505,32 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ + "issue:34634", "issue:35707", "issue:39692", "issue:40444", "issue:40990", "issue:41720", + "issue:42915", "issue:42947", "issue:43257", "issue:43262", "issue:43296", "issue:43317", + "issue:43322", "issue:43377", "issue:43454", + "issue:43482", "issue:43526", "issue:43550", "issue:43572", "issue:43606", - "issue:43644", "issue:43701", - "issue:43720", "issue:43746", - "issue:43749", "issue:43819", "issue:43873", "issue:43881", "issue:43883", - "issue:44079", "issue:44186", "issue:44265", "issue:44291", @@ -3598,32 +3545,35 @@ "issue:44898", "issue:45072", "issue:45325", - "issue:45357", "issue:45584", "issue:45701", "issue:45759", "issue:45800", "issue:45823", "issue:45920", - "issue:45923" + "issue:45923", + "issue:46050" ], "soft_pairs": [ + "issue:42915|issue:43482", + "issue:43454|issue:44466", "issue:43296|issue:45800", - "issue:43644|issue:44079", - "issue:43749|issue:44079", + "issue:44387|issue:44617", "issue:44479|issue:45823", - "issue:35707|issue:40444", + "issue:43701|issue:45325", "issue:44291|issue:44877", - "issue:44387|issue:44617", - "issue:43606|issue:44265", "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:43873|issue:45701", "issue:44568|issue:45920", - "issue:43606|issue:43819", - "issue:43701|issue:45325", - "issue:41720|issue:45823", + "issue:34634|issue:35707", + "issue:40990|issue:45584", "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:43606|issue:43819", "issue:43454|issue:43550", - "issue:43262|issue:43746", "issue:43377|issue:44610", "issue:43317|issue:43873", "issue:39692|issue:40444", @@ -3631,222 +3581,212 @@ "issue:43572|issue:45759", "issue:43377|issue:44898", "issue:43257|issue:45923", - "issue:40990|issue:45584", + "issue:43322|issue:46050", "issue:40990|issue:42947", - "issue:43526|issue:43883", - "issue:43454|issue:43720", - "issue:44466|issue:45357", - "issue:43873|issue:45701", - "issue:43296|issue:44877" + "issue:43526|issue:43883" ], - "prepared_review_unit_hash": "b3e51db01c5f2fda41a54b522a80c34ecec1baf8c126d4fac7879927c8412d75", + "prepared_review_unit_hash": "262303bc5773319632530055cf3a3d64ec822385e61e2adcb3698a53f9658998", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36925, - "estimated_input_tokens": 9232, - "estimated_eval_tokens": 18720 + "soft_pair_count": 29, + "serialized_chars": 36522, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated regression/bug reports across loading, tokenization, vision/audio processors, and quantization/offloading. No soft pair is a safe duplicate based on titles alone, so I would keep them separate.", - "confidence": 0.39, - "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy open report in the set, with multiple inbound references and a recurring offloading/quantization failure class that appears closest to the cluster\u2019s main theme.", + "summary": "This is not a duplicate cluster: the issues span many unrelated subsystems (tokenization, offloading, quantization, multimodal processors, config loading, export, and training). No single canonical issue or PR emerges from the titles alone.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster; the items describe unrelated bugs and regressions rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative issue here because it is open, broadly framed, and has the most evidence of recurring user impact among the listed issues.", + "best_issue_reason": "No globally best issue candidate exists because none of the issues subsumes the others or represents the same concrete problem set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Different problem classes: a specific PaddleOCR-VL/vLLM loading failure vs a general torch/Transformers version incompatibility." + "reason": "Different problems: FP8/DeepSpeed weight conversion vs a v5 GGUF loading failure." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Non-persistent buffer initialization junk is unrelated to ModelOutput key reassignment behavior." + "reason": "Both mention lm_head/tied weights, but one is missing weight tying and the other is inconsistent serialization behavior." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "vLLM model-load failure vs a broad torch/transformers version incompatibility; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "FSDP CPU RAM-efficient loading is a separate loading path from ModelOutput key handling." + "reason": "Both are OOM-related, but one is int4 reserved-memory growth and the other is a Sam3Video memory issue." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different models and code paths: Qwen video-input regression vs Gemma4 PLE device mismatch." + "reason": "Different models and failure modes: video-input regression vs device mismatch in forward with device_map=auto." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failures." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized arg in init_empty_weights is a different loading bug than strict config rejection." + "reason": "Unexpected _is_hf_initialized argument from init_empty_weights is unrelated to strict granite_speech config loading." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Int4 reserved-memory OOM and Sam3Video CUDA OOM are different symptoms with no shared concrete code path." + "reason": "Different load failures for different models; no shared concrete code path is evident." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch is unrelated to torch.export failures around torch_compilable_check." + "reason": "CPU-offload device mismatch is unrelated to torch.export failing on torch_compilable_check." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT adapter local-checkpoint loading." + }, + { + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "They concern different models and different load failures; no clear duplicate evidence." + "reason": "Offloading/quantization behavior is unrelated to a tokenizer-version regression." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but the affected models and failure mode differ too much to collapse safely." + "reason": "Specific BOS/EOS insertion failure for one tokenizer is not the same as broad wrong-token-ID regressions across models." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Offload device mismatch and DAC.from_latents/STE mismatch are unrelated code paths." + "reason": "Bark voice_preset failure is unrelated to progressive generation with inputs_embeds and past_key_values." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Checkpoint resume key mismatch is not the same as rope/position_id scaling behavior." + "reason": "Progressive generation bug is unrelated to Qwen3 auto-device-map CUDA asserts." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different models and failures: Qwen3 auto device-map cuda assert vs Gemma4 forward device mismatch." + "reason": "Both involve device_map=auto, but the affected models and underlying failures differ." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to export-time torch_compilable_check failures." + "reason": "CPU-offload device mismatch for Bark is unrelated to DAC.from_latents not matching forward without STE." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied lm_head weights causing garbage generation is unrelated to Bamba torch.compile SDPA failures." - }, - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Audio chat-template sample-rate defaulting is a different issue from GraniteSpeech PEFT checkpoint loading." + "reason": "Weight-tying bug in AyaVisionConfig is unrelated to Bamba SDPA/torch.compile failure." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching bug and OmDet-Turbo processor resize mismatch are separate preprocessing/model issues." + "reason": "MIMI batching/padding-mask mismatch is unrelated to OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading and quantization, but one is a specific dequantized-model load failure while the other is a broader offloading complaint." + "reason": "Dequantized-model load failure on gpu+cpu offload is a different bug from generic quantization offloading behavior." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Docs-example errors are unrelated to the multi-image IterableDataset finetuning failure." + "reason": "SigLIP2 doc/example mistakes are unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning failures." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying and bfloat16 dtype mismatches are different failures." + "reason": "lm_head tying/serialization issues are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config in composite Qwen configs." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to not unwrapping text_config in composite Qwen multimodal configs." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Padding-mask batching issues are not the same as Perceiver non-default-resolution interpolation failures." + "reason": "Batched-vs-single encoder output mismatch is unrelated to Perceiver non-default-resolution failures." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MoE weight conversion/loading under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "MOE weight conversion with accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "High perplexity on WikiText-2 and Whisper empty-transcription generation are unrelated." + "reason": "Llava Next load segfault is unrelated to quantized model save/load breakage after sinq." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are different issues." + "reason": "High perplexity on a language-model benchmark is unrelated to gradient checkpointing being ineffective with PEFT LoRA." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo weight-tying attribute errors do not overlap." - }, - { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "lm_head tying in AyaVision is unrelated to packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Inconsistent lm_head serialization and incorrect visual-encoder key saving are different save_pretrained regressions." - }, - { - "left": "issue:43873", - "right": "issue:45701", - "accept": false, - "reason": "Offloading/quantization behavior is unrelated to a broad tokenization change regression." - }, - { - "left": "issue:43296", - "right": "issue:44877", - "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure and strict granite_speech config loading are unrelated." + "reason": "BeitImageProcessorFast reduce_labels is unrelated to the missing all_tied_weights_keys attribute on MolmoForCausalLM." } ] }, @@ -3870,22 +3810,20 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:34634", - "issue:35707", "issue:36331", "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43295", + "issue:43296", "issue:43317", "issue:43322", "issue:43404", "issue:43450", + "issue:43454", "issue:43526", - "issue:43531", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43708", @@ -3897,9 +3835,12 @@ "issue:44186", "issue:44387", "issue:44423", + "issue:44466", "issue:44479", "issue:44534", "issue:44610", + "issue:44671", + "issue:44743", "issue:44756", "issue:44877", "issue:44898", @@ -3916,270 +3857,269 @@ "issue:45701", "issue:45704", "issue:45812", - "issue:45823", - "issue:46050" + "issue:45823" ], "soft_pairs": [ - "issue:43881|issue:44991", + "issue:43454|issue:43720", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:43881|issue:44991", "issue:41720|issue:44977", + "issue:42617|issue:42915", "issue:44008|issue:45823", + "issue:40990|issue:45701", "issue:43404|issue:45357", - "issue:42617|issue:42915", - "issue:35707|issue:41720", - "issue:34634|issue:35707", + "issue:44186|issue:45072", "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:36331|issue:42617", "issue:44877|issue:44991", - "issue:44186|issue:45072", - "issue:44423|issue:45406", - "issue:45632|issue:45684", - "issue:43550|issue:43720", + "issue:43873|issue:44756", "issue:36331|issue:42915", + "issue:45632|issue:45684", + "issue:44423|issue:45406", "issue:43450|issue:45701", - "issue:36331|issue:42617", - "issue:43749|issue:44534", - "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:41720|issue:42617", + "issue:44479|issue:44918", "issue:44610|issue:44898", "issue:44186|issue:44610", - "issue:44387|issue:45704", - "issue:44479|issue:44918", - "issue:43322|issue:46050", "issue:43550|issue:43606", "issue:42915|issue:43317", - "issue:41720|issue:43322", "issue:43295|issue:45701", - "issue:40990|issue:45701", "issue:41720|issue:45161", - "issue:41720|issue:42617", + "issue:44671|issue:44743", "issue:43526|issue:43881", - "issue:45081|issue:45812", - "issue:43531|issue:43572" + "issue:45081|issue:45812" ], - "prepared_review_unit_hash": "fc1e5531970cc417f2a80cfd71d5a5461cbca0c49f39010d322f4e1b221d04c6", + "prepared_review_unit_hash": "e2179cecee1fcdd6785bf83def2259ff14efc2eda03a62cb746132b749984f61", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37663, - "estimated_input_tokens": 9416, - "estimated_eval_tokens": 19088 + "serialized_chars": 37820, + "estimated_input_tokens": 9455, + "estimated_eval_tokens": 19166 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose set of Transformers issues that only overlap at a very broad subsystem level (tokenizers, model loading, offloading, multimodal generation, trainer behavior). None of the soft pairs look like the same underlying bug/change closely enough to merge.", - "confidence": 0.83, - "canonical_issue_reason": "Issue #43873 is the best anchor because it is open, broadly framed, and sits near the center of the cluster\u2019s recurring theme of loading/offloading regressions.", + "summary": "These items are a loose collection of unrelated transformer/model bugs. None of the soft pairs look like the same underlying issue, so there is no convincing duplicate canonical across the set.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43873 has the broadest scope and highest chance of representing the cluster\u2019s shared loading/offloading pain point, even though the cluster does not contain a true duplicate set.", + "best_issue_reason": "Issue 43873 is the strongest standalone report: clear reproduction, active discussion/inbound references, and a broad offloading/quantization regression. It is still not a duplicate of the other issues, just the most representative single bug report in the batch.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: one is tied lm_head weights in Mistral/AyaVision-style generation, the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention weights/serialization, but one is lm_head serialization by device and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Both mention loading/tokenizer problems, but one is a model loading failure for glm-4v-9b while the other is a tokenizer regression for EMBEDDIA/est-roberta; different artifacts and code paths." + "reason": "Different regressions: FSDP CPU RAM efficient loading vs non-persistent buffers being filled with junk in v5." }, { "left": "issue:41720", - "right": "issue:44977", + "right": "issue:43322", "accept": false, - "reason": "Both involve Qwen3.5/Qwen3-related generation, but one is a device-map/cuda assert failure and the other is a flash-attention generation bug; not the same concrete defect." + "reason": "Different failure modes and code paths: auto device mapping on Qwen3 vs Llava Next loading segfault." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43296", + "right": "issue:44877", "accept": false, - "reason": "Both are device-mismatch style bugs, but Gemma3n\u2019s issue is a variable-name collision in forward(), while Gemma4 PLE is a device_map='auto' forward mismatch; distinct root causes." + "reason": "Unrelated models and root causes: vLLM/PaddleOCR-VL load failure vs strict config blocking granite_speech." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Both touch Qwen/vision-text model metadata, but one is an lm_head tying bug in Mistral3ForConditionalGeneration and the other is incorrect visual encoder keys during save_pretrained for Qwen3.5." + "reason": "Different subsystems: GLM-4V-9B model loading failure vs tokenizer loading regression for est-roberta." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Both are runtime failures on model/parallel setups, but 3d_parallel.py and Qwen3Moe FineGrainedFP8Config appear unrelated in symptoms and likely in code path." + "reason": "Same family name but not the same bug: auto device mapping assert vs flash-attention generation regression." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is a generation-cache issue; the Qwen3 auto device map bug is a separate loading/runtime device assert problem." + "reason": "Different problems: 3d_parallel.py execution failure vs Qwen3Moe failure with FineGrainedFP8Config." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with embeddings/past_key_values are unrelated processor vs generation-cache issues." + "reason": "Both Gemma-related, but one is a variable name collision in forward() and the other is a device mismatch in PLE forwarding." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Blip2 dtype propagation and Trainer resume_from_checkpoint max_steps are different trainer/model behaviors with no shared bug mechanism." + "reason": "High perplexity on a model is not the same as a tokenization version regression, even if tokenization could influence metrics." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Strict config blocking granite_speech loading and tokenizer loading regression for est-roberta are both load-time issues but not the same failure mode or target." + "reason": "Different models and defects: lm_head tying in Mistral3ForConditionalGeneration vs Qwen3.5 visual encoder key serialization." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding, while SwitchTransformers/TimmWrapperModel have bfloat16 dtype mismatches; unrelated components and defects." + "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Continuous-batching multimodal crash from passing a string to .to() is unrelated to Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Different layers of the stack: BLIP2 dtype propagation vs Trainer resume/max_steps calculation." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "One is a cache-path collision for trust_remote_code; the other is file-permission propagation in save_pretrained/register_for_auto_class. Same area, different bug." + "reason": "Both memory-related, but one is int4 CUDA reserved memory/OOM in Transformers 5.x and the other is an apex RMSNorm leak in T5." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Both involve model loading/accelerate/SDPA-related infrastructure, but Bamba torch.compile+SDPA and BitNet packed-weight unpacking are distinct code-path failures." + "reason": "Completely different errors: custom compute_loss signature mismatch vs a script execution failure." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "CustomTrainer compute_loss signature change and Qwen3Moe FP8 failure are unrelated trainer API vs model quantization issues." + "reason": "Different loading paths: strict config validation for granite_speech vs tokenizer loading regression for est-roberta." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Video processor batched-shape bug and tokenization changes across versions are different pipelines; only generic 'version regression' similarity." + "reason": "Both mention loading/offload behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo." }, { "left": "issue:36331", - "right": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Unexpected num_items_in_batch argument in Trainer and inability to run 3d_parallel.py do not describe the same bug or fix." + "reason": "Unrelated: Trainer compute_loss API mismatch vs Qwen3Moe failing with FineGrainedFP8Config." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are both loading-state concerns, but not the same concrete defect." + "reason": "Different save/load issues: trust_remote_code cache path collision vs read-only permission propagation during save_pretrained." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Quantization offload issues and disabling mmap on Strix Halo are both memory/offload related, but the hardware/mmap OOM problem is a different root cause." + "reason": "Both are serve-time multimodal crashes, but the attribute errors and processor paths differ; not the same concrete bug." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Both are shape/resolution mismatches in vision processors, but OmDet-Turbo 640px vs 224px and Perceiver non-default-res interpolation are separate model-specific bugs." + "reason": "Video processor batching shape bug is unrelated to tokenizer-version-dependent tokenization changes." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash and OmDet-Turbo processor image-size mismatch are unrelated tokenizer vs vision processor issues." + "reason": "Different causes: torch.compile/SDPA failure in Bamba vs packed-weight loading failure in BitNet." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Int4 quantization OOM from increased reserved memory and T5/apex fused RMSNorm memory leak are both memory problems but come from different layers and fixes." + "reason": "Different models and failures: Qwen3 auto device mapping assert vs 3d_parallel.py not running." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression in Qwen VL models and unpacking Qwen3.5 input embeddings with TRL SFT trainer are both Qwen-related, but the failure modes are distinct." + "reason": "Both Qwen3.5-adjacent, but one is a video-input regression and the other is an SFT trainer embedding unpacking issue." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision bugs: OmDet-Turbo processor output size mismatch vs Perceiver interpolation failure on non-default resolution." + }, + { + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Llava Next segmentation fault when loading and sinq quantized save/load breakage are both load/save stability issues but not the same underlying bug." + "reason": "Tokenizer/NER padding crash is unrelated to image processor resolution mismatch." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and Bark CPU-offload device mismatch are unrelated model/runtime issues." + "reason": "Different runtime paths: SDPA under torch.compile vs CPU offload device mismatch." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and device_map=auto dequantized model offload failure are both model-loading issues, but with different mechanisms and error surfaces." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Llava Next segmentation fault are different model families and different runtime failures." + "reason": "Both involve model loading/offload, but the underlying failures are different: FineGrainedFP8Config vs dequantized model loading on gpu+cpu offload." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression in v4.57.5 and version-dependent tokenization changes are too broad; one is a specific API break, the other is a behavioral change claim." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "High perplexity on gpt-oss-20b and version changes the tokenization are not the same bug; one is evaluation quality, the other tokenizer behavior." + "reason": "Regression in custom model image/text processor handling vs a tokenizer behavior change across versions." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and GPT-OSS MoE-only TP issue are different parallelism/device-dispatch failures." + "reason": "Different Qwen/GPT-OSS problems: auto device mapping crash vs tensor-parallel-only failure." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Both are execution failures, but auto device mapping on Qwen3 and not being able to run 3d_parallel.py are unrelated." + "reason": "Different model families and bugs: CamemBERT masked LM predictions vs Qwen3.5 recurrent state reset with cache." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b load failure are separate image-processing vs model-loading defects." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to GLM-4V-9B loading failure." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Granite AutoTokenizer wrong token IDs are both tokenizer-related but clearly different code paths and symptoms." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated configuration/model features." + "reason": "Both tokenizer-related, but one is a Mistral regex patch crash and the other is wrong token IDs for Granite models; different code paths." } ] }, @@ -4205,6 +4145,7 @@ "nodes": [ "issue:29159", "issue:30064", + "issue:33357", "issue:34567", "issue:34634", "issue:35707", @@ -4222,6 +4163,7 @@ "issue:43531", "issue:43540", "issue:43550", + "issue:43572", "issue:43606", "issue:43653", "issue:43720", @@ -4236,241 +4178,256 @@ "issue:44509", "issue:44514", "issue:44545", - "issue:44671", - "issue:44743", + "issue:44625", "issue:44898", "issue:44913", - "issue:44987", "issue:44991", - "issue:45042", "issue:45059", "issue:45072", "issue:45406", "issue:45464", + "issue:45479", "issue:45701", "issue:45704", "issue:45759", "issue:45812" ], "soft_pairs": [ + "issue:43531|issue:43572", "issue:36010|issue:42617", "issue:43316|issue:44913", - "issue:44671|issue:44743", "issue:43540|issue:43782", + "issue:42915|issue:43322", "issue:43421|issue:45812", "issue:44186|issue:44361", + "issue:43388|issue:45059", "issue:29159|issue:36032", "issue:45406|issue:45464", + "issue:33357|issue:35707", "issue:30064|issue:34634", - "issue:43606|issue:43720", + "issue:41720|issue:43746", "issue:43421|issue:45701", + "issue:43606|issue:43720", "issue:43550|issue:43653", - "issue:42915|issue:43322", "issue:44492|issue:44509", - "issue:43388|issue:45059", + "issue:43873|issue:45704", "issue:43606|issue:43653", "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:42490|issue:43329", "issue:44514|issue:44545", "issue:34567|issue:35707", + "issue:44625|issue:45479", "issue:43421|issue:43927", "issue:44451|issue:44991", - "issue:41720|issue:43746", - "issue:42490|issue:43329", - "issue:44898|issue:45072", - "issue:43873|issue:45704", - "issue:44987|issue:45042" + "issue:44898|issue:45072" ], - "prepared_review_unit_hash": "d422c1bd3f412d313767bff517ca5093dac55820176fc8e64ec3cb1fc6a18ceb", + "prepared_review_unit_hash": "fb6313a4a473db6046ca2ad5697b92da4c20354e088abdc2fa0a8a1e1e7179d3", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35520, - "estimated_input_tokens": 8880, - "estimated_eval_tokens": 18016 + "soft_pair_count": 28, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items are mostly unrelated Transformers issues, with only loose thematic overlap around tokenization/config regressions. All soft edges should be rejected under strict duplicate triage.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43421 is the best representative hub for the cluster\u2019s closest recurring theme: tokenizer/post-processor behavior and special-token handling. It also has the most adjacent soft links to other tokenizer/regression reports.", + "summary": "Most pairs are thematically related only at a broad subsystem level (tokenizers, multimodal processors, loading/offloading), but only one pair looks like a true duplicate of the same concrete bug: the two Qwen2_5_VLProcessor.apply_chat_template crash reports.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44514 is the earlier report of the exact same crash (`Qwen2_5_VLProcessor.apply_chat_template` on batched input with `padding=False`), so it is the best canonical issue for the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone issue to keep because it describes a broad, concrete regression with clear user impact ('wrong token IDs for all Granite models') and is more actionable than the more feature-oriented tokenizer concerns.", + "best_issue_reason": "Issue 44514 is the strongest representative because it is the first and most complete report of the shared batched-input `apply_chat_template` failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Both are model/config bugs, but one is a Qwen3-MoE sliding-window issue and the other is a StableLmConfig padding-token regression; different failures and code paths." + }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Different subsystems and failure modes: GenerationMixin import error vs running a specific parallel script." + "reason": "An import error for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both involve config APIs, but they describe different model families and different persistence bugs." + "reason": "Different config problems: Gemma3TextConfig API inconsistency vs GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Both are Qwen-related, but one is masked-LM prediction correctness and the other is recurrent-state handling in modular generation code." + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Both mention Qwen3 VL/Omi-style models, but one is a video processing ValueError and the other is a from_pretrained weight loading error." + "reason": "Qwen3Moe FP8 failure and Llava Next segfault are unrelated model-loading/runtime crashes." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs Granite token ID regression." + "reason": "Runtime post-processor refresh for special tokens is a different bug from Granite token IDs being wrong on AutoTokenizer load." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but on different models and different task paths; not the same underlying defect." + "reason": "Both are tokenizer/task crashes, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "A gather_for_metrics tuple-label batching bug is not the same as SAM3 text/bbox behavior." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both concern tokenizers, but one is slow/fast inconsistency and the other is a T5 tokenizer load-time attribute conflict." + "reason": "Generic slow/fast tokenizer inconsistency is not the same as the T5 add_special_tokens name conflict on load." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Processor/serve crash vs streaming chat/completions failure; too different to be the same change or bug." + "reason": "Both touch serving, but one is a missing _tokenizer attribute in Gemma4Processor and the other is a Qwen3.5 streaming API failure." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Both touch processors, but one is segmentation-map handling and the other is BarkProcessor voice_preset behavior." + "reason": "Image processor void segmentation-map handling and BarkProcessor voice_preset are different features." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Both are loading/offload-related CI bugs, but one is a device mismatch with CPU offload and the other is unpacking packed weights during accelerate loading." + "reason": "Auto device mapping cudaErrorAssert and PEFT local-checkpoint loading are different problems." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Tokenization-related surface area, but one is special-token post-processing and the other is a broad version-dependent tokenization change report." + "reason": "One is about runtime special-token post-processing, the other is a broad version-related tokenization change." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Both mention model loading/tokenization behavior, but one is SDPA/torch.compile for Bamba and the other is BigBirdTokenizer special-token registration." + "reason": "CPU-offload device mismatch and packed-weight unpacking during accelerate loading are distinct offloading bugs." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Both are model-load failures, but one is FP8 config failure and the other is a segmentation fault loading Llava Next." + "reason": "A torch.compile SDPA failure is unrelated to a tokenizer special-token registration bug." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is unrelated to removed pipeline-task documentation." + "reason": "A typo in cache strategies is unrelated to outdated pipeline-task docs." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Different problem classes: metric gathering drops labels vs SAM3 prompt behavior with text and boxes." + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different issues." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Both involve loading/registration, but the concrete bugs are different: offload device mismatch vs missing BigBird mask-token registration." + "reason": "Device mismatch under CPU offload is not the same as BigBirdTokenizer empty decode output." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen3/Qwen3-MoE family issues, but one is sliding-window handling and the other is config unwrapping for composite multimodal models." + "reason": "Both mention Qwen-family models, but sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are different code paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping have no underlying overlap." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to the multimodal-token counting bug in video processing." }, { "left": "issue:44514", "right": "issue:44545", - "accept": false, - "reason": "These are essentially the same title and likely duplicates, but only one is listed as a soft pair? The pair differs only by numbering; if forced, they describe the same batched padding=False crash." + "accept": true, + "reason": "They have the same title and describe the same batched `Qwen2_5_VLProcessor.apply_chat_template` crash with `padding=False`." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Both involve generation/training state, but one is token count tracking and the other is progressive generation with inputs_embeds/past_key_values." + "reason": "TrainerState token counting and progressive generation are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and the generic single-label-classification zero-loss bug are not the same defect." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve tokenizer/config persistence, but one is runtime post-processor updating and the other is custom token IDs lost on save/load." + "reason": "Runtime special-token refresh and DiaConfig losing custom token IDs after save/load affect different components and failure modes." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading regressions, but the affected models and root causes are not the same." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Both can surface during loading, but one is a Qwen3 device-map CUDA assert and the other is a GraniteSpeech PEFT local-checkpoint load issue." - }, - { - "left": "issue:42490", - "right": "issue:43329", - "accept": false, - "reason": "Local-path import warning vs undefined variables in video token counting; unrelated despite both being processor/loading-adjacent." + "reason": "Both are model-specific tokenizer load failures, but the titles do not indicate the same underlying regression." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Both are bfloat16/vision-related inference issues, but one is Perceiver image resizing and the other is dtype mismatch in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Both relate to memory/offload/precision concerns, but one is quantization offloading and the other is an apex RMSNorm memory leak." - }, - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Different regressions: loading a specific model in v5.1.0 vs PIL image processors wrongly requiring torchvision in v5.4.0." + "reason": "Perceiver non-default-resolution failure and dtype mismatches in bfloat16 inference are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": true, + "feedback": "The canonical duplicate choice is well grounded: 44514 and 44545 have effectively the same title and describe the same batched `Qwen2_5_VLProcessor.apply_chat_template` crash. The non-matching pairs are mostly rejected conservatively based on distinct titles, models, or failure modes, without overclaiming equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4488,18 +4445,16 @@ "cluster_id": "cluster-10000-413", "nodes": [ "issue:30064", - "issue:33666", - "issue:34634", - "issue:35707", "issue:36010", "issue:39692", + "issue:40444", "issue:41720", "issue:42886", "issue:43381", "issue:43421", - "issue:43525", "issue:43531", "issue:43596", + "issue:43645", "issue:43653", "issue:43720", "issue:43746", @@ -4509,6 +4464,7 @@ "issue:43873", "issue:43994", "issue:44062", + "issue:44077", "issue:44186", "issue:44220", "issue:44368", @@ -4521,11 +4477,12 @@ "issue:44843", "issue:44918", "issue:44936", + "issue:44987", + "issue:45042", "issue:45081", "issue:45356", "issue:45357", "issue:45381", - "issue:45479", "issue:45588", "issue:45663", "issue:45704", @@ -4537,230 +4494,244 @@ ], "soft_pairs": [ "issue:43531|issue:44589", - "issue:33666|issue:35707", + "issue:44987|issue:45042", + "issue:43782|issue:45381", + "issue:44077|issue:44625", "issue:45759|issue:45859", + "issue:44918|issue:44936", "issue:44368|issue:45357", "issue:44062|issue:44451", - "issue:45588|issue:45759", "issue:39692|issue:44610", + "issue:45588|issue:45759", "issue:45704|issue:45923", - "issue:44918|issue:44936", + "issue:43746|issue:46050", "issue:43421|issue:43653", "issue:45663|issue:45923", "issue:42886|issue:44843", "issue:43381|issue:43844", "issue:43421|issue:44186", - "issue:43525|issue:43531", + "issue:43531|issue:43645", + "issue:43994|issue:44671", "issue:45704|issue:45859", - "issue:34634|issue:41720", + "issue:41720|issue:45704", "issue:45081|issue:45356", - "issue:43782|issue:45381", + "issue:43596|issue:44220", + "issue:43746|issue:43873", "issue:39692|issue:43873", + "issue:40444|issue:43746", "issue:45356|issue:45907", - "issue:44625|issue:45479", - "issue:43596|issue:44220", - "issue:43994|issue:44671", "issue:44220|issue:44661", "issue:30064|issue:36010", - "issue:43720|issue:43819", - "issue:43746|issue:46050" + "issue:43720|issue:43819" ], - "prepared_review_unit_hash": "d6a33b96c446799436b7e20cacc13ae49e5eecd34ce2db329b29a53313802df1", + "prepared_review_unit_hash": "02decd14b55f765f091d4f8aee083dfd40a24eddeb9551832a604dc79a4466f9", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35859, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "soft_pair_count": 30, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated bug reports across tokenizers, multimodal configs, training/offload, and model-specific load/forward issues. None of the soft pairs look like true duplicates under a strict same-root-cause standard.", - "confidence": 0.89, - "canonical_issue_reason": "No clear canonical issue emerges because the items are not one duplicate set; they span many distinct code paths and models. If forced to pick a representative issue, issue:43873 is the broadest and most actively discussed standalone runtime bug.", + "summary": "This cluster is heterogeneous and mostly title-similar rather than truly duplicate: the soft edges span unrelated tokenizer, multimodal, training, loading, and quantization bugs, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items do not share one underlying defect, so a single representative would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43873 is the strongest standalone report in the set: it has the most inbound references/discussion and a concrete, reproducible quantization/offloading failure.", + "best_issue_reason": "No global best issue stands out because the cluster mixes distinct bug classes; none is clearly representative of the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding-window config vs missing Float8 storage backend." + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs Float8 storage/import lookup." }, { - "left": "issue:33666", - "right": "issue:35707", + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: loading a model from transformers>=5.1.0 vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only load error and the other is a video position-id regression; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Unrelated code paths: multi-GPU training for Qwen2-VL vs generation with inputs_embeds/past_key_values." + "reason": "Different code paths: patchtsmixer post_init validation vs Qwen3.5 num_labels propagation into text config." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Same model family but different bugs: config unwrapping vs CPU-offload rotary embedding compatibility." + "reason": "Config unwrapping for composite Qwen multimodal models is unrelated to CPU-offload compatibility in rotary embeddings." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "One is TRL SFT input embedding unpacking, the other is trainer.evaluate() after trainer.train(); distinct trainer lifecycle bugs." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Different concrete problems: warning about tie_word_embeddings vs saving wrong visual encoder keys." + "reason": "Both mention Qwen3.5, but one is a LoRA tie_word_embeddings warning and the other is incorrect visual-encoder keys on save_pretrained." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Tokenizer AddedToken constructor error is not the same as ScandiBERT model loading failure." + "reason": "AddedToken special-argument duplication is unrelated to the ScandiBERT load failure." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Flash-attention sink handling and composite-config unwrapping are separate bugs." + "reason": "Different models and failures: SigLIP2 doc example/quantization issues vs OmDet-Turbo processor size mismatch." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Both are vision-model examples, but they describe different model/processor mismatches and different models." + "reason": "Flash-attention sink-less model crash is a different bug from Qwen multimodal config unwrapping." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Unrelated issues: T5 RMSNorm memory leak vs missing supports_gradient_checkpointing flag." + "reason": "T5 apex RMSNorm memory leak is unrelated to the missing supports_gradient_checkpointing flag in a trust_remote_code model." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Both involve trainer workflows, but one is SFT with input embeddings and the other is evaluate-after-train state handling." + "reason": "PEFT local-checkpoint loading failure and sinq save/load corruption are distinct issues." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token handling is a broad theme, but these are different bugs in different tokenizer paths." + "reason": "Both involve tokenizers and special tokens, but one is runtime post-processor updates and the other is BigBirdTokenizer mask-token registration/empty decode output; not the same concrete defect." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "FSDP2 shared_kv_states KeyError is unrelated to a missing gradient-checkpointing flag." + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is unrelated to the gradient-checkpointing flag missing on a trust_remote_code variant." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both mention offline/tokenizer loading, but 44843 is specifically a mistral-regex model_info call and not the same cache bug." + "reason": "Both hit offline mode, but 44843 is specifically model_info() called in _patch_mistral_regex; 42886 is a broader tokenizer cache-load failure." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode guard is unrelated to the ZeRO-3 gradient explosion report." + "reason": "Eval-mode gradient-checkpointing guard and ZeRO-3 gradient blow-up are different training issues." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Runtime special-token post-processing and LayoutLMv2 NER padding crashes are different tokenizer defects." + "reason": "Special-token post-processor refresh is unrelated to LayoutLMv2Tokenizer crashes on NER padding/truncation." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:43531", + "right": "issue:43645", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is not the same as Qwen3-MoE sliding_window behavior." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to custom model initialization breakage in Jupyter notebooks." }, { - "left": "issue:45704", - "right": "issue:45859", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Different subsystems and failures: apex RMSNorm memory leak vs CPU offload incompatibility in Qwen3.5 MoE." + "reason": "Different model regressions: SigLIP2 nonsensical outputs vs CamemBERT masked-LM predictions in v5." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda assert are unrelated." + "reason": "Flash-attention crash and Qwen config unwrapping are unrelated bugs." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash and the other is a tokenizer regression with codec/warning issues." + "reason": "cudaErrorAssert with Qwen3 auto device mapping is unrelated to the T5 RMSNorm memory leak." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Different multimodal bugs: Qwen3VL weight_only load failure vs Qwen2.5-VL video position ids." + "reason": "Same general tokenizer-regex area, but the symptoms differ: hard _patch_mistral_regex crash vs codec-handling regression with a misleading warning; not enough evidence of one underlying bug." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Doc-example/model mismatch in SigLIP2 is unrelated to quantization/offloading behavior." + "reason": "ZeRO-3/BertModel index error is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Kimi tokenizer regex regression is unrelated to list_repo_files revision forwarding in CI." + "reason": "PEFT checkpoint loading and quantization/offloading behavior are different problems." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "One is config propagation for Qwen3.5, the other is classification loss degeneracy across sequence-classification models." + "reason": "SigLIP2 doc-example failures are unrelated to offloading not working with quantization." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:40444", + "right": "issue:43746", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel index error and _torch_extract_fbank_features are unrelated." + "reason": "Qwen2.5-VL multi-image IterableDataset fine-tuning and GraniteSpeech PEFT checkpoint loading are separate bugs." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Different models and failure modes: SigLIP2 pipeline output vs CamemBERT masked-LM predictions." + "reason": "Tokenizer regression is unrelated to list_repo_files failing to forward revision." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug is not the same as add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + "reason": "Audio feature extraction bug and add-new-model-like/tokenizer mapping issue are distinct." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor segmentation-map handling is unrelated to the GenerationMixin import error." + "reason": "Void segmentation map processing and GenerationMixin import failure have no shared code path." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading failure in BitNet and DAC from_latents/forward mismatch are different model-specific bugs." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "PEFT local checkpoint loading and sinq quantized save/load corruption are separate persistence bugs." + "reason": "BitNet packed-weight loading and DAC.from_latents/STE mismatch are unrelated implementation bugs." } ] }, @@ -4786,8 +4757,10 @@ "nodes": [ "issue:30064", "issue:36331", - "issue:42915", + "issue:39692", + "issue:41720", "issue:43295", + "issue:43322", "issue:43335", "issue:43388", "issue:43421", @@ -4801,20 +4774,16 @@ "issue:43697", "issue:43716", "issue:43720", - "issue:43746", "issue:43756", "issue:43782", "issue:43818", "issue:43819", - "issue:43873", "issue:43950", "issue:44008", "issue:44062", - "issue:44077", "issue:44186", "issue:44448", "issue:44488", - "issue:44625", "issue:44671", "issue:44811", "issue:44821", @@ -4822,12 +4791,14 @@ "issue:44877", "issue:44898", "issue:44977", + "issue:44991", "issue:45072", "issue:45081", "issue:45084", "issue:45183", "issue:45381", "issue:45479", + "issue:45685", "issue:45834", "issue:45987", "issue:46032" @@ -4836,221 +4807,221 @@ "issue:43540|issue:44008", "issue:43618|issue:43697", "issue:43653|issue:43720", - "issue:44077|issue:44625", "issue:45183|issue:45479", - "issue:42915|issue:43746", "issue:43388|issue:46032", "issue:43716|issue:44008", "issue:43550|issue:45072", - "issue:43335|issue:43756", "issue:43295|issue:45834", - "issue:43746|issue:43873", + "issue:44062|issue:44488", + "issue:43335|issue:43756", "issue:43550|issue:43819", + "issue:43322|issue:45685", "issue:43950|issue:45987", "issue:44186|issue:44898", - "issue:44062|issue:44488", "issue:44843|issue:45081", "issue:43653|issue:43819", "issue:43531|issue:43643", - "issue:43540|issue:45381", "issue:43643|issue:44877", + "issue:43540|issue:45381", "issue:44448|issue:44671", "issue:43577|issue:43818", "issue:43782|issue:44977", "issue:43421|issue:44811", "issue:30064|issue:36331", - "issue:44821|issue:45084" + "issue:44821|issue:45084", + "issue:41720|issue:44991", + "issue:39692|issue:45834" ], - "prepared_review_unit_hash": "6106290cc692c47103686417dbfbd12acfcf24d67515c2718fa29c9d4059e64f", + "prepared_review_unit_hash": "b4a31c34395c88d1c1bdf39ccd260562fb669abb8a76dbc8fae474449dd3c552", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35664, - "estimated_input_tokens": 8916, - "estimated_eval_tokens": 18088 + "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": "The cluster is mostly a collection of unrelated Transformers regressions across tokenizer, multimodal, config, loading, and cache code paths. None of the soft pairs look like the same underlying bug/change, so there is no safe duplicate canonicalization here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs in tokenizers, multimodal processors, config loading, caching, training, and model-specific inference paths. None of the suggested soft pairs look like the same underlying defect, so they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span unrelated regressions across different models/subsystems, and the soft pairs are only superficially similar.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a good global anchor for this cluster, because there is no coherent duplicate set here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different models and failure modes: video input ValueError vs audio mask attribute collision." + "reason": "Different models and failures: Qwen3OmniMoe video-input ValueError vs Gemma 3n forward variable collision." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Unrelated regressions: CLIP output field missing vs RTDetrV2 output mismatch." + "reason": "Both are output-related regressions, but on different models and code paths (CLIP attentions vs RTDetr v5 outputs)." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "Different config issues in different models; not the same code path." + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; unrelated mechanisms." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR bug vs classification-loss semantics bug." - }, - { - "left": "issue:42915", - "right": "issue:43746", - "accept": false, - "reason": "Unrelated: FineGrainedFP8 loading failure vs PEFT adapter checkpoint loading." + "reason": "Validation/XOR error-message bug is not the same as the degenerate zero-loss classification bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different runtime paths: metric gathering last-batch truncation vs cache sequence-length corruption." + "reason": "Metric gathering label truncation and Mamba2 use_cache correctness are distinct runtime paths." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different multimodal problems: dtype mismatch vs variable name collision." + "reason": "Dtype mismatch in Mistral-3 preprocessing is unrelated to Gemma 3n audio_mel_mask name collision." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and symptoms: torch.compile SDPA bug vs bf16 dtype mismatch." + "reason": "Different models and symptoms: torch.compile/SDPA failure vs bfloat16 dtype mismatches." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Both are model config bugs, but in different models with different root causes." + "reason": "Custom-model processor/tokenizer regression is not the same as Kosmos2.5 long-OCR index error." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Both involve multimodal input handling, but one is processor/tokenizer regression and the other is OCR index error." + "reason": "AddedToken special-arg duplication is unrelated to loading cjvt/sleng-bert." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Checkpoint loading/adapters vs offloading with quantization; not the same bug." + "reason": "SwitchTransformers sparse-layer creation bug vs Smollm3 RoPE-layer dropping are different configuration issues." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Completely different failures: compile/SDPA vs DAC latent reconstruction mismatch." + "reason": "Both are model bugs, but Bamba SDPA/compile and DAC from_latents mismatch are separate code paths." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava-Next loading segfault and moe MPS histogram error are unrelated failures." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Both are contract/regression issues, but on unrelated APIs and code paths." + "reason": "from_pretrained buffer corruption is not the same as StaticCache.get_seq_length() returning the wrong type." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer padding/truncation crash vs Perceiver positional-encoding failure." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "AddedToken constructor error vs model loading failure for a specific checkpoint." + "reason": "LayoutLMv2 tokenizer batching crash and Perceiver image-classification resolution bug are distinct." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper function area, but different bugs and triggers: offline model_info call vs missing backend_tokenizer attribute." + "reason": "Offline model_info() call in tokenizer patching is different from backend_tokenizer AttributeError in the same patch helper." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug vs audio codec latent/STE mismatch." + "reason": "Tokenizer special-token registration and DAC STE mismatch have no shared underlying bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window MoE bug vs trust_remote_code config field loss; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are unrelated." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Both are video-related, but they affect different Qwen models and different failures." + "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is strict config rejection for granite_speech." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Both are config-loading issues, but one is missing fields under trust_remote_code and the other is strict config rejection." + "reason": "Both mention Qwen video inputs, but they affect different models and defects (processing error vs wrong vision_position_ids)." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but model-specific and not the same underlying change." + "reason": "Different model outputs across versions, but Pegasus generation drift and CamemBERT masked-LM regression are separate bugs." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Unrelated: dtype propagation in BLIP-2 vs missing temporal attention in Video-LLaVA." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen models and different inference failures." + "reason": "Qwen3VL weight_only load error is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token post-processor update bug vs skip_special_tokens decode behavior." + "reason": "Tokenizer post-processor update feature gap is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation-map processing vs CustomTrainer loss signature mismatch; unrelated." + "reason": "Image processor segmentation-map failure and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading vs template-node compilation error; unrelated." + "reason": "AutoImageProcessor URL loading and template-node compilation errors have different causes and subsystems." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-map cuda assert and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation example errors do not match Kosmos2.5 long-OCR index errors." } ] }, @@ -5078,19 +5049,18 @@ "issue:29159", "issue:34634", "issue:36010", - "issue:39692", + "issue:36331", "issue:42175", "issue:43262", - "issue:43322", - "issue:43404", - "issue:43452", "issue:43526", "issue:43577", "issue:43582", "issue:43606", + "issue:43644", "issue:43650", "issue:43697", "issue:43720", + "issue:43749", "issue:43782", "issue:43819", "issue:43825", @@ -5099,258 +5069,263 @@ "issue:43994", "issue:44060", "issue:44186", + "issue:44291", "issue:44368", "issue:44442", "issue:44479", "issue:44485", "issue:44509", + "issue:44554", "issue:44561", "issue:44610", "issue:44671", "issue:44805", "issue:44857", "issue:44936", - "issue:44991", "issue:45020", "issue:45072", "issue:45081", "issue:45084", + "issue:45325", "issue:45406", "issue:45538", "issue:45584", - "issue:45685", "issue:45701", "issue:45834" ], "soft_pairs": [ - "issue:43322|issue:45685", "issue:44561|issue:45020", - "issue:39692|issue:45834", - "issue:44485|issue:44509", "issue:45584|issue:45834", + "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:43577|issue:43582", + "issue:44186|issue:44442", + "issue:44805|issue:44936", "issue:44479|issue:45834", "issue:43825|issue:43994", "issue:43606|issue:45072", - "issue:44186|issue:44442", "issue:43825|issue:43827", - "issue:44805|issue:44936", "issue:34634|issue:36010", - "issue:43577|issue:43582", + "issue:44671|issue:45701", "issue:28218|issue:29159", - "issue:43452|issue:44991", "issue:44610|issue:45072", + "issue:43782|issue:45325", "issue:43720|issue:45072", "issue:42175|issue:45081", - "issue:43404|issue:43782", + "issue:43749|issue:44291", "issue:45081|issue:45406", "issue:43582|issue:44857", "issue:43650|issue:43906", - "issue:44671|issue:45701", "issue:43262|issue:43819", "issue:44060|issue:44368", "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:34634|issue:36331", "issue:45084|issue:45538" ], - "prepared_review_unit_hash": "79d5a4e950203352a87e77581a598d335a09dc9ec1b21403ddb0dd1edad07eda", + "prepared_review_unit_hash": "a4289899a347eaad56dd11117a9a6738bdf5e70f17fa51e82b69c7c827c99eb9", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35369, - "estimated_input_tokens": 8843, - "estimated_eval_tokens": 17942 + "soft_pair_count": 28, + "serialized_chars": 35695, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issues. The only soft duplicate I\u2019d keep is the v5 pipeline-removal pair (issue:43825 vs issue:43827); the tokenizer-spacing pair (issue:28218 vs issue:29159) is too under-evidenced here and should be rejected conservatively.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43825 is the clearest concrete bug report in the set: it describes the runtime pipeline() messaging problem caused by v5 removals, while issue:43827 is the documentation-side follow-up rather than a separate underlying defect.", + "summary": "This cluster is heterogeneous: most items are distinct Transformers bugs/regressions across tokenizers, model loading, vision/audio processors, and training. I did not find any pair that clearly represents the same underlying defect, so no soft-edge merge is justified.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must serve as a representative anchor, issue 45020 is the broadest umbrella item: it describes recent Transformers versions breaking remote_code models and is the closest to a general regression theme. That said, the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43825 is the best standalone issue because it is the most actionable, specific, and directly tied to a code-path/user-facing regression.", + "best_issue_reason": "Issue 45020 is the best single issue candidate because it is the most broadly scoped and most likely to subsume related version-regression reports, even though the surrounding issues are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Different failures in different areas: Llava Next load segfault vs MPS histogram TypeError." - }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code breakage, but the concrete causes differ: is_torch_fx_available removal vs broader recent-version regressions." + "reason": "Both mention v5/remote_code breakage, but one is about removal of is_torch_fx_available and the other is a broader regression report; different concrete failure modes." }, { - "left": "issue:39692", + "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to Kosmos2.5 long-ocr index errors." + "reason": "Empty transcription after align_special_tokens is a Whisper generation bug; Kosmos2.5 long OCR input is a separate indexing issue." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE discussion is unrelated to the v5 pipeline-task documentation removals." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0 is a state-init bug; FSDP_CPU_RAM_EFFICIENT_LOADING is a separate loading-path regression." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype staying float32 and an Apple Silicon TypeError are different initialization/device issues." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer bugs." + }, + { + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Whisper empty-transcription failure and Kosmos2.5 OCR indexing are different bugs." + "reason": "An index/mask shape mismatch during model execution is not the same as trainer.evaluate() failing after training." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen VL video-input regression is unrelated to Kosmos2.5 OCR indexing." + "reason": "Qwen video-input regression and Kosmos2.5 OCR long-input indexing are separate multimodal bugs." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "v5 pipeline-removal fallout is not the same as the SigLIP2 nonsensical-results report." + "reason": "A pipeline error message about removed translation support is not the same as siglip2 producing nonsensical outputs via AutoModel/pipeline." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Bark CPU-offload device mismatch and dtype mismatch issues are different code paths." - }, - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "Tokenizer crashes on different models with different symptoms; not enough to call them the same defect." + "reason": "Both are dtype/device-related CI failures, but they affect different models and different mismatch mechanisms." }, { "left": "issue:43825", "right": "issue:43827", - "accept": true, - "reason": "Same underlying v5 pipeline-task removal change: one is the runtime error/message, the other is the docs still referencing removed tasks." - }, - { - "left": "issue:44805", - "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError and trainer.evaluate-after-train failure are unrelated." + "reason": "One is a runtime error-message regression; the other is documentation lag after pipeline removals." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import failure are unrelated API breakages." }, { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup are different bugs." + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM predictions and generic tokenization changes across versions are not the same bug." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenizer-related wording overlaps, but the packet only shows titles/snippets here; that is not enough to confidently treat them as the same underlying bug." + "reason": "Extra space after added token and inconsistent slow/fast tokenizer behavior overlap in area but not in concrete root cause." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "gguf_file loading regression and EMBEDDIA tokenizer loading failure are different issues." + "reason": "OmDet-Turbo processor size mismatch and dtype mismatches in inference are different model/config problems." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Processor size mismatch and dtype mismatch are unrelated." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope index scaling are separate loading vs position-indexing defects." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading failure is a different problem from a generic bfloat16 dtype mismatch." + "reason": "BitNet packed-weight unpacking failure and bfloat16 dtype mismatches are different accelerate-loading issues." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "TensorFlow extra packaging and Mistral tokenizer regex crash are unrelated." + "reason": "Missing tensorflow in a torch extra install and a Mistral tokenizer regex patch crash are unrelated packaging/tokenizer problems." }, { - "left": "issue:43404", - "right": "issue:43782", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Different model families and different loading failures." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument handling are separate loading mechanisms." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer regex-patch crash and Gemma4Processor missing _tokenizer are different failures." + "reason": "Mistral regex patch backend-tokenizer crash and Gemma4Processor missing _tokenizer in serve are different processor/tokenizer failures." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon allocator TypeError and LwDetr AMP crash are unrelated." + "reason": "Apple Silicon TypeError in caching_allocator_warmup and CUDA AMP float16 crash in LwDetrImageLoss are unrelated runtime issues." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder text is not a duplicate of an isolated reproduction report." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM regression and broad tokenization-change report are too different to merge." + "reason": "The contentless 'ADD THE DATA' issue is not a reproduction of another bug report." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio sampling-rate default bug is unrelated to DAC from_latents/forward mismatch." + "reason": "Audio processor chat-template sampling-rate defaulting and DAC.from_latents missing STE mismatch are different audio-stack bugs." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weight warnings, but on different models and with different incorrect ties." + "reason": "A false tied-weights warning for Qwen3-Next is unrelated to a user seeing tie_word_embeddings warnings during LoRA fine-tuning." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT FastProcessor reduce_labels bug and RTDetrV2 output regression are different problems." + "reason": "BeitImageProcessorFast reduce_labels truncation and RTDetrV2 output changes are different vision preprocessing/model-behavior bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and the MPS attention correctness issue are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss unexpected num_items_in_batch are unrelated failures." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer model_max_length issue are unrelated." + "reason": "Cannot compile non-template nodes and CLIPTokenizer model_max_length=10**30 are unrelated tokenizer/config issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but one soft-edge acceptance is a bit too loose: issue:28218 vs issue:29159 share tokenizer-related wording, yet the packet only gives titles/body snippets here, which is not enough to confidently treat them as the same underlying bug. I\u2019d keep that pair rejected or phrase it more cautiously. The v5 pipeline-removal pair looks fine, but overall this is not conservative enough." - }, - "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 }, @@ -5368,7 +5343,6 @@ "cluster_id": "cluster-10000-413", "nodes": [ "issue:34567", - "issue:34634", "issue:36010", "issue:36331", "issue:38175", @@ -5379,17 +5353,17 @@ "issue:43262", "issue:43329", "issue:43450", + "issue:43452", "issue:43454", - "issue:43526", "issue:43531", "issue:43550", "issue:43577", "issue:43606", "issue:43638", "issue:43643", - "issue:43644", "issue:43645", "issue:43653", + "issue:43696", "issue:43720", "issue:43742", "issue:43746", @@ -5397,16 +5371,17 @@ "issue:43819", "issue:43854", "issue:43927", - "issue:44291", + "issue:43931", "issue:44479", - "issue:44554", "issue:44568", "issue:44589", "issue:44610", + "issue:44756", "issue:44811", "issue:44912", "issue:44936", "issue:44977", + "issue:44991", "issue:45020", "issue:45042", "issue:45356", @@ -5422,241 +5397,250 @@ "issue:43329|issue:45600", "issue:43638|issue:44936", "issue:45459|issue:45803", - "issue:43644|issue:43749", "issue:44589|issue:45042", + "issue:43452|issue:44991", "issue:43746|issue:44811", "issue:36010|issue:43645", "issue:43550|issue:44912", - "issue:43819|issue:43927", "issue:38175|issue:44610", "issue:39692|issue:44912", - "issue:34634|issue:36331", + "issue:43819|issue:43927", + "issue:43257|issue:43329", "issue:43854|issue:44977", "issue:43454|issue:43577", - "issue:43526|issue:44554", "issue:43720|issue:44610", - "issue:43749|issue:44291", "issue:43531|issue:45042", + "issue:43257|issue:43696", "issue:36010|issue:36331", - "issue:43257|issue:43329", "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43749|issue:44756", "issue:43643|issue:45759", "issue:44568|issue:45356", - "issue:42490|issue:43257", "issue:43329|issue:43450", - "issue:43329|issue:44479", "issue:34567|issue:40990", - "issue:43606|issue:45859" + "issue:43606|issue:45859", + "issue:43257|issue:43931" ], - "prepared_review_unit_hash": "a83c3482fb8308aff14ddd8d07bd220eba36b2702d413fa0e76f1baade573286", + "prepared_review_unit_hash": "27699b4f4e8d426a8d2371748b0cf4f978dd16dc2090d99cc9ca49f1a28b3315", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37076, - "estimated_input_tokens": 9269, - "estimated_eval_tokens": 18794 + "serialized_chars": 36978, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers bugs, with some loose thematic overlap around loading/regression issues, tokenizer behavior, and multimodal/video processors. None of the soft pairs look like true duplicates; they\u2019re mostly adjacent subsystems or similar failure modes rather than the same underlying bug.", - "confidence": 0.52, - "canonical_issue_reason": "issue:45020 is the broadest, most representative report in the set: a recent-version regression breaking remote-code model loading. It best captures the general loading/regression theme seen across several nearby issues, even though the cluster is not actually a duplicate set.", + "summary": "This cluster is mostly a grab bag of unrelated issue reports. The only strong near-duplicate is the video multimodal token-count regression pair; everything else looks like separate bugs in different code paths.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43329 is the best anchor because it is a concrete code-path bug in multimodal/video token accounting and is the closest root-cause-style report among the near matches.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single issue to anchor this group because it is broad, user-facing, and closest to an umbrella regression affecting multiple model-loading paths.", + "best_issue_reason": "issue:44479 is the best user-facing representative because it captures the broader regression impact across multiple VLM families, while still pointing at the same video-input path as the root-cause bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Different failures: tokenizer special-token registration vs MXFP4 quantization/loading fallback. Same broad library area, but not the same bug." + "reason": "Different subsystems: tokenizer special-token registration vs quantization fallback/loading behavior." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Both involve loading problems, but one is a specific MobileLLM KeyError while the other is a broad remote_code regression. Too general to merge." + "reason": "A specific model-load key error is not the same as the broader remote_code regression." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video multimodal token counting bug vs auto_mappings referencing removed configs. Separate code paths and symptoms." + "reason": "Video token-count bug vs an auto-mapping reference to removed configs; unrelated code paths." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different training/evaluation failures: deepspeed zero3 on non-pretrained BERT vs trainer.evaluate() after train(). Not the same underlying defect." + "reason": "Different training failures: ZeRO-3/non-pretrained Bert index error vs evaluate-after-train behavior." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both concern bad exception handling around parsing, but they hit different functions and different failure modes; not one concrete bug." + "reason": "Both involve exception handling, but they are different tokenizer code paths and bugs." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Both are loading-related, but one is about non-persistent buffers in v5.0.0 and the other is FSDP CPU RAM efficient loading. Similar theme, different bugs." + "reason": "Unrelated failures: float8 storage lookup vs PIL backend unexpectedly requiring torchvision." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Unrelated: Float8 storage lookup error vs PIL image processors incorrectly requiring torchvision." + "reason": "Both are loading-related, but one is gguf_file handling and the other is a tokenizer regression for a specific model." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different issues in different stacks: local checkpoint loading with PEFT adapters vs Whisper batch_decode skip_special_tokens handling." + "reason": "Different areas: local checkpoint loading with PEFT adapters vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both are import/initialization-related, but one is GenerationMixin import failure and the other is custom model initialization in Jupyter. Not the same bug." + "reason": "ImportError for GenerationMixin is unrelated to the Jupyter custom-model initialization regression." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different model/runtime problems: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." - }, - { - "left": "issue:43819", - "right": "issue:43927", - "accept": false, - "reason": "Both are model correctness issues, but one is DAC latent/STE mismatch and the other is config token ID persistence. Separate defects." + "reason": "Different concrete bugs: torch.compile/SDPA failure vs MXFP4 quantization fallback." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both touch vision models, but one is zero probabilities in SigLIP2 and the other is processor output shape mismatch for OmDet-Turbo. Not the same issue." + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor output size mismatch in OmDet-Turbo." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc example mistakes and quantization failure are not the same as git-oss MXFP4 loading fallback." + "reason": "Docs/example issues for SigLIP2 are not the same as GPT-oss quantization loading behavior." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC latent reconstruction mismatch vs config save/load losing token IDs." + }, + { + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "BarkProcessor voice_preset bug and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "MoE weight conversion during accelerate/deepspeed loading is unrelated to video token counting." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific generation/loading problems: GLM-4.7 unit test loading vs Qwen3.5 flash-attention generation." + "reason": "Different models and failure modes: GLM-4.7-Flash load issue vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight tying bug and Blip2 dtype propagation bug are separate model initialization problems." - }, - { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and MPS attention correctness are unrelated." + "reason": "Weight-tying garbage generation and dtype propagation are separate loading/model-init bugs." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading vs OmDet processor input-size mismatch. Different layers and failure modes." + "reason": "Packed-weight unpacking during loading is unrelated to image input resolution mismatch." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Both involve model loading infrastructure, but one is FSDP RAM-efficient loading and the other is init_empty_weights/_is_hf_initialized compatibility. Too far apart to treat as one bug." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL backend/torchvision requirements." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + "reason": "MoE weight conversion vs GPU OOM are different issues." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "One is a GenerationMixin import regression; the other is a custom trainer API breakage. No shared underlying bug." + "reason": "Import path breakage is unrelated to compute_loss signature incompatibility." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed vs multimodal video token counting undefined symbols. Separate subsystems." + "reason": "Audio chat-template sampling rate defaulting is unrelated to Whisper decode special-token handling." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same video-input multimodal path: a video branch/token-count regression affecting multiple VLM processors." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to MoE weight conversion/loading." + }, + { + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs Whisper batch_decode skip_special_tokens behavior. Same domain, different code path." + "reason": "Both concern loading/memory, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different fixes." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config handling, but one is trust_remote_code missing fields and the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite configs. Not the same defect." + "reason": "Config loading with trust_remote_code missing fields is not the same as unwrapping text_config for composite multimodal configs." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer regression in add_special_tokens handling vs Kimi-K2.5 codec/regex warning regression. Similar class, but distinct bugs." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "Trailing-slash local-path import warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." + "reason": "Different tokenizer regressions for different models and different mechanisms." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is undefined helper usage in token counting and the other is batched shape output from video processors. Different fixes." + "reason": "Video token accounting bug is not the same as batched video processor shape output." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking bug vs extreme perplexity on gpt-oss-20b. No overlap in code path." + "reason": "TrainerState token counter bug is unrelated to GPT-oss perplexity behavior." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and different failing components (Bark device mismatch vs Qwen3_5 MoE rotary embedding)." + "reason": "Both mention CPU offload, but they affect different models and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Weight conversion/loading with accelerate+deepspeed is unrelated to Qwen3-VL shape mismatch." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical/best-issue choices are supported by the titles, and the only accepted soft pair (issue:43329 vs issue:44479) looks like the same video-token accounting bug at different specificity levels. The remaining soft-edge rejections are conservative and do not overclaim duplication from the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5674,12 +5658,14 @@ "cluster_id": "cluster-10000-413", "nodes": [ "issue:24643", + "issue:28282", "issue:29159", "issue:33357", "issue:34567", - "issue:36331", + "issue:34689", "issue:38175", "issue:41720", + "issue:42175", "issue:42915", "issue:43257", "issue:43317", @@ -5688,16 +5674,15 @@ "issue:43540", "issue:43577", "issue:43582", - "issue:43696", "issue:43697", "issue:43742", "issue:43756", - "issue:43906", + "issue:43824", "issue:43927", - "issue:43931", "issue:44062", "issue:44291", "issue:44479", + "issue:44488", "issue:44560", "issue:44568", "issue:44737", @@ -5705,11 +5690,11 @@ "issue:44849", "issue:44898", "issue:44912", + "issue:44938", "issue:44987", "issue:44991", "issue:45042", "issue:45072", - "issue:45081", "issue:45137", "issue:45357", "issue:45381", @@ -5718,7 +5703,6 @@ "issue:45538", "issue:45588", "issue:45701", - "issue:45823", "issue:45907", "issue:45987" ], @@ -5727,338 +5711,255 @@ "issue:44849|issue:45701", "issue:29159|issue:34567", "issue:44291|issue:45042", - "issue:43697|issue:45357", - "issue:43257|issue:43931", + "issue:42915|issue:44821", "issue:43452|issue:43582", "issue:42915|issue:43742", + "issue:43697|issue:45357", + "issue:44987|issue:45538", + "issue:42915|issue:45538", "issue:41720|issue:43540", - "issue:42915|issue:44821", "issue:33357|issue:34567", - "issue:43927|issue:44912", - "issue:42915|issue:45538", - "issue:44987|issue:45538", "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:42175|issue:43824", "issue:44987|issue:45907", "issue:43317|issue:45538", "issue:43540|issue:44479", "issue:43540|issue:44560", + "issue:43257|issue:43756", "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:42175|issue:44488", "issue:45137|issue:45405", - "issue:43404|issue:45987", - "issue:24643|issue:29159", "issue:43742|issue:44291", + "issue:24643|issue:29159", + "issue:28282|issue:34689", "issue:44737|issue:45588", - "issue:38175|issue:44898", - "issue:44062|issue:44991", - "issue:43257|issue:43696", - "issue:43257|issue:43756", - "issue:43540|issue:45823", - "issue:43906|issue:45381", - "issue:34567|issue:36331", - "issue:44062|issue:45081" + "issue:43404|issue:45987", + "issue:38175|issue:44898" ], - "prepared_review_unit_hash": "7015fdaf4819815128f10625b7a69916d5e7dd157e1b4beadb0edebc8719b2c7", + "prepared_review_unit_hash": "244b99c4985ce030233cd648965b5ad6d22206b719acac80fd491856d0c7f60e", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37752, - "estimated_input_tokens": 9438, - "estimated_eval_tokens": 19132 + "soft_pair_count": 31, + "serialized_chars": 37044, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer bugs/regressions with no clear duplicate group; the only strong overlap is the Qwen2.5-VL/Qwen3.5 video-input regression pair.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45488 is the clearest representative report: it is a concrete, active tokenizer regression with broad downstream impact and multiple inbound refs, while most other items are unrelated one-off model/loading/training issues.", + "summary": "This is a loose, heterogeneous cluster of Transformers issues. The soft pairs mostly share broad themes like tokenization, model loading, or video/model regressions, but they do not describe the same concrete bug or fix path.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45488 is the strongest representative of the only somewhat coherent subtheme here: a concrete tokenizer regression with clear user impact and inbound references. It is more actionable than the broader or more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 best fits as the cluster representative because it has the strongest combination of specificity, user impact, and discussion activity; the rest of the set does not form a single coherent duplicate family.", + "best_issue_reason": "issue:45488 is the best standalone issue in this mixed set because it is specific, reproducible, and has the clearest cross-model regression signal among the tokenization-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and fail for different reasons (BOS/EOS insertion vs LlamaTokenizer overriding tokenizer.json behavior)." + "reason": "Both involve tokenizer behavior, but one is about add_special_tokens/BOS-EOS handling while the other is a LlamaTokenizer pre-tokenizer override regression. Different underlying bugs." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state behavior and a broad tokenization-change report are not the same concrete bug or code path." + "reason": "Both mention tokenization/version changes, but 44849 is a model-specific hidden-state bug and 45701 is a broad tokenization complaint. Not the same code path." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer inconsistency and TrainerState token-count tracking are unrelated subsystems." + "reason": "Tokenizer inconsistency versus TrainerState token-count tracking. Completely different subsystems and failure modes." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Model loading with init_empty_weights and PIL image-processor torchvision requirements are unrelated failures." - }, - { - "left": "issue:43697", - "right": "issue:45357", - "accept": false, - "reason": "Different model families and different bugs: RTDetrV2 output drift vs Qwen3.5 save_pretrained key serialization." + "reason": "Loading with init_empty_weights and PIL backend requiring torchvision are unrelated problems in different parts of the stack." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both involve Qwen3 loading, but one is MoE weight conversion with accelerate/deepspeed and the other is a VL weight-shape mismatch; not the same bug." + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL loading are different model/loading paths." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage and an Apple Silicon allocator TypeError are unrelated." + "reason": "gguf_file handling for tokenizer/model loading does not match the Apple Silicon warmup TypeError in caching_allocator_warmup." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FP8 loading and a MobileLLM key error are separate model-loading issues." + "reason": "Both are load-time failures, but one is Qwen3Moe FP8-related and the other is a MobileLLM key error. Different bugs." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and symptoms: RTDetrV2 output drift versus Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Both are Qwen3-family, but one is auto device mapping CUDA assert and the other is video-input validation; different code paths." + "reason": "A model loading regression for physical-intelligence/fast is not the same as CLIPTokenizer's model_max_length issue." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "FineGrainedFP8Config handling and AutoImageProcessor URL loading are unrelated." + "reason": "Auto device mapping cudaErrorAssert on A800 and a Qwen3OmniMoe video-processing ValueError are different failures." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error in CLIP loading and TrainerState token accounting are unrelated." + "reason": "MacOS bus error in CLIP loading versus TrainerState token accounting. No shared bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions, but they target different model families and likely different code paths." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token-id persistence and MXFP4 quantization fallback are not the same underlying bug." + "reason": "DiaConfig save/load custom token IDs and MXFP4 quantization fallback are unrelated." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 config and CLIPTokenizer model_max_length are unrelated." + "reason": "TensorFlow backend packaging and missing Qwen2_5_VL import are different dependency/import issues." }, { "left": "issue:44987", - "right": "issue:45538", + "right": "issue:45907", "accept": false, - "reason": "A model-loading regression for physical-intelligence/fast and CLIPTokenizer max-length semantics do not match." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen VL video-input regression around incorrect vision position ids in transformers 5.3.0; the broad report and the model-specific report could plausibly be fixed by one PR." + "reason": "Loading a specific model and forwarding revision in list_repo_files are unrelated CI/API issues." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "A MobileLLM key error and an init_empty_weights argument error are unrelated." + "reason": "Dequantized model offload failure and CLIPTokenizer max length are different areas of the codebase." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "DeepSpeed weight-dimension error and slow/fast tokenizer inconsistency are unrelated." + "reason": "Both mention video inputs, but 43540 is Qwen3OmniMoe-specific while 44479 is a broader v5.3.0 regression across multiple model families." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "A MobileLLM key error and an init_empty_weights argument error are unrelated." + "reason": "Qwen3OmniMoe video ValueError and Qwen3-vl-embedding StopIteration are different bugs in different model implementations." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "XLNet CPU placement bug and flash-attention sink-less-model crash are unrelated." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to Smollm3 RoPE-layer dropping." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "SigLIP2 zero probabilities and Perceiver interpolation failures are separate vision-model issues." + "reason": "Both concern dtype, but on different models and different mechanisms; not the same fixable bug." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-arg duplication and tokenizer loading for est-roberta are not the same concrete failure." + "reason": "AddedToken special-argument duplication and tokenizer loading for EMBEDDIA/est-roberta are distinct tokenizer issues." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Qwen3 MoE weight conversion and GPT-oss-20b OOM are unrelated." + "reason": "TensorFlow backend packaging and Python 3.14 load failure are unrelated environment issues." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Qwen3 MoE loading and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." + "reason": "Missing TensorFlow in a torch install and failure to load cjvt/sleng-bert are different packaging/loading problems." }, { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 PLE device mismatch are unrelated." + "reason": "DeepSpeed ZeRO3 deque pop error is unrelated to the PEFT minimum-version bump." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "The isolated reproduction of issue 38071 is too opaque to merge with a specific Qwen2.5-VL video-position-id bug." + "reason": "MobileLLM key error and unexpected _is_hf_initialized argument during init_empty_weights are different load failures." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "TrainerState num_input_tokens_seen and CustomTrainer.compute_loss signature changes are different training API regressions." + "reason": "DeepSpeed training weight-shape error versus slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "AddedToken keyword duplication and Mistral regex patching crash are different tokenizer code paths." - }, - { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "FineGrainedFP8 loading and CLIPTokenizer model_max_length are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is a different bug from the Qwen VL video position-id regression." - }, - { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "No evidence shows the isolated reproduction of issue 38071 is the same concrete Qwen2.5-VL regression." + "reason": "Missing PyTorch import dependency and Llama 3.2 Vision loading regression are not the same underlying issue." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and an unreleased PEFT minimum-version bump are unrelated." + "reason": "XLNet CPU placement bug and flash_attention s_aux=None crash are unrelated implementation bugs." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral lm_head tying and StaticCache.get_seq_length return-type mismatch are unrelated." - }, - { - "left": "issue:24643", - "right": "issue:29159", - "accept": false, - "reason": "DeepSpeed weight-dimension error and slow/fast tokenizer inconsistency are unrelated." - }, - { - "left": "issue:43742", - "right": "issue:44291", - "accept": false, - "reason": "A MobileLLM key error and an init_empty_weights argument error are unrelated." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU placement bug and flash-attention sink-less-model crash are unrelated." + "reason": "lm_head weight tying in Mistral3 and StaticCache.get_seq_length returning the wrong shape are unrelated code paths." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero probabilities and Perceiver interpolation failures are separate vision-model issues." - }, - { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "AddedToken special-arg duplication and tokenizer loading for est-roberta are not the same concrete failure." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Qwen3 MoE weight conversion and GPT-oss-20b OOM are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Qwen3 MoE loading and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." - }, - { - "left": "issue:43540", - "right": "issue:45823", - "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 PLE device mismatch are unrelated." - }, - { - "left": "issue:43906", - "right": "issue:45381", - "accept": false, - "reason": "The isolated reproduction of issue 38071 is too opaque to merge with a specific Qwen2.5-VL video-position-id bug." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "TrainerState num_input_tokens_seen and CustomTrainer.compute_loss signature changes are different training API regressions." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "AddedToken keyword duplication and Mistral regex patching crash are different tokenizer code paths." + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failure are both vision-model bugs, but not the same defect." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is mostly heterogeneous, and the only clearly supported overlap is the Qwen video-input regression pair (issue:44479 / issue:45381). The representative choice of issue:45488 is also defensible from the metadata. Soft-edge verdicts are conservative overall." - }, - "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 }, @@ -6077,40 +5978,39 @@ "nodes": [ "issue:28282", "issue:29127", - "issue:34689", - "issue:36010", + "issue:34567", + "issue:36331", "issue:41762", - "issue:42175", + "issue:42915", "issue:43452", "issue:43493", "issue:43526", "issue:43531", - "issue:43577", + "issue:43540", "issue:43582", "issue:43643", - "issue:43646", + "issue:43688", "issue:43697", "issue:43720", "issue:43742", "issue:43749", "issue:43756", - "issue:43824", + "issue:43782", + "issue:43906", "issue:43994", + "issue:44062", "issue:44291", "issue:44488", "issue:44514", "issue:44589", "issue:44625", - "issue:44756", "issue:44792", "issue:44821", "issue:44877", "issue:44898", "issue:44913", "issue:44936", - "issue:44938", "issue:44964", - "issue:44977", "issue:45042", "issue:45081", "issue:45216", @@ -6121,235 +6021,232 @@ "issue:45405", "issue:45479", "issue:45600", + "issue:45823", "issue:45920", "issue:46121" ], "soft_pairs": [ - "issue:44913|issue:46121", - "issue:36010|issue:42175", - "issue:43646|issue:43749", - "issue:43749|issue:44756", - "issue:43493|issue:43994", + "issue:43906|issue:45381", + "issue:42915|issue:43749", + "issue:43582|issue:43782", + "issue:28282|issue:29127", + "issue:43526|issue:45479", + "issue:43540|issue:45823", "issue:44291|issue:44821", - "issue:42175|issue:43824", - "issue:45357|issue:45920", + "issue:43756|issue:45325", + "issue:34567|issue:36331", + "issue:43493|issue:43994", + "issue:44913|issue:46121", + "issue:44062|issue:45081", "issue:44792|issue:44964", + "issue:45357|issue:45920", "issue:43452|issue:44488", "issue:45042|issue:45081", - "issue:28282|issue:34689", "issue:43742|issue:44589", + "issue:43531|issue:44821", "issue:43643|issue:45375", - "issue:43526|issue:45479", "issue:45405|issue:45600", - "issue:43531|issue:44821", - "issue:43756|issue:45325", "issue:43697|issue:45216", - "issue:28282|issue:29127", - "issue:43582|issue:44977", - "issue:44514|issue:45381", - "issue:43720|issue:44898", "issue:41762|issue:44936", - "issue:44625|issue:44877", - "issue:43452|issue:43577", - "issue:42175|issue:44938" + "issue:43688|issue:43749", + "issue:43720|issue:44898", + "issue:44514|issue:45381", + "issue:44625|issue:44877" ], - "prepared_review_unit_hash": "f2be6c04558003d59404e121257ff6281f16798a5437d9f647ea4153ce6167e5", + "prepared_review_unit_hash": "99d450c99fec47332837f08265190bfc18f87c05c0e7be61105d32d82e75f319", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36110, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "soft_pair_count": 26, + "serialized_chars": 35816, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of distinct Transformers bug reports and regressions across unrelated models, config paths, and loading behaviors. I don\u2019t see any true duplicate pairs among the soft candidates, and there are no PRs here.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43452 is the most concrete, broadly applicable loading/API regression in the set, with a clear failure mode affecting both AutoTokenizer and AutoModelForCausalLM from_pretrained flows.", + "summary": "This set is mostly a batch of unrelated issue reports with a few superficial topic overlaps. I only found one plausible duplicate pair around SigLIP2; the rest are different models, different subsystems, or different failure modes.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report in the only plausible duplicate pair: it describes the SigLIP2 implementation mismatch directly, while issue:43994 reads more like a symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the strongest representative issue: it has a specific, actionable symptom and a wide user impact without being overly model-specific.", + "best_issue_reason": "issue:43493 is the best canonical issue candidate because it most directly names the underlying bug and is more specific than the paired user-facing symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Different config bugs: GPTNeoX rotary_pct reload loss vs rope-parameter conversion TypeError on JSON-loaded lists." + "reason": "Different bugs and different models: a reproduction of issue 38071 vs a Qwen2.5-VL video position-id bug." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Unrelated failures: GenerationMixin import path break vs TensorFlow missing from the torch extra backend install." + "reason": "Both involve loading/runtime problems, but one is Qwen3Moe FP8 and the other is FSDP CPU RAM-efficient loading; no shared concrete bug." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Custom model init breakage and FSDP CPU RAM-efficient loading are different code paths and symptoms." + "reason": "Unrelated failures: Apple Silicon allocator TypeError vs Qwen3VL weight_only loading error." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Different loading issues: FSDP CPU RAM-efficient loading vs mmap/OOM behavior on Strix Halo." + "reason": "Different error classes and code paths: missing PyTorch backend vs LayoutLMv3 box-content validation messaging." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a BEiT image-processor label reduction bug; the other is a sequence-classification loss degeneracy across models." + }, + { + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "Both concern SigLIP2, but one is an HF-vs-JAX implementation discrepancy while the other is a bad output/loading report; not enough to treat as the same concrete bug." + "reason": "Different models and symptoms: Qwen3OmniMoe video processing vs Gemma4 PLE device placement." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different areas: init_empty_weights/_is_hf_initialized TypeError vs AutoImageProcessor loading from URL." + "reason": "Different layers of the stack: init_empty_weights/_is_hf_initialized vs loading AutoImageProcessor from URL." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Backend packaging issue vs missing Qwen2_5_VL class import; these are not the same failure." + "reason": "Both mention RoPE-related behavior, but one is Smollm3 layer dropping and the other is Qwen2.5-VL temporal position scaling; not the same bug." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Different regressions in different APIs/models: save_pretrained visual-key corruption vs tokenizer producing wrong IDs." + "reason": "TrainerState token-count tracking vs CustomTrainer compute_loss signature mismatch are separate trainer issues." }, { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Separate model-specific failures: janus image generation test vs Phi-4 multimodal model loading." + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 problem is plausible: both report incorrect/nonsensical outputs for the same model family, and the JAX-vs-HF discrepancy aligns with the user-facing bad-results report." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "gguf_file/from_pretrained breakage is not the same as a specific model failing to load." + "reason": "Both involve rope-related config handling, but one is a config reload defaulting bug and the other is a TypeError on JSON-loaded list validation." }, { - "left": "issue:45042", + "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Unrelated bugs: PIL backend unexpectedly requiring torchvision vs Mistral regex patch crashing on tokenizer internals." + "reason": "Completely different tokenizer failures: AddedToken kwargs collision vs Mistral regex patch crash." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "PyTorch missing ImportError for AutoModel is unrelated to Llama 3.2 vision loading breakage." + "reason": "Both are multimodal/model-loading related, but they target different models and failure modes; no concrete shared bug." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "MobileLLM key error and Float8 storage lookup TypeError are distinct load-time failures." + "reason": "Qwen3.5 save_pretrained visual-key regression is unrelated to the broad AutoTokenizer token-ID regression across many models." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Both are config-related, but one is generic missing fields with trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig field dropped by @strict." + "reason": "Both concern loading models/tokenizers, but one is a gguf_file regression and the other is a specific model load failure; insufficient evidence of the same bug." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast reduce_labels truncation vs sequence-classification zero-loss behavior with num_labels=1." + "reason": "Image-processor torchvision dependency regression is unrelated to a Mistral tokenizer regex crash." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Release/versioning problem vs auto_mappings referencing removed configs; not the same underlying issue." + "reason": "KeyError while loading MobileLLM and missing Float8 storage are different loading/runtime issues." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding window behavior and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Different RoPE-related bugs in different models: missing RoPE layers vs still-image temporal position scaling." + "reason": "Both mention config fields being dropped, but one is a generic trust_remote_code AutoConfig issue and the other is a specific Qwen3.5 vision config field; not clearly the same bug." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + "reason": "A dependency version bump problem and a stale auto_mappings.py CI failure are unrelated maintenance issues." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "AutoModel missing PyTorch import error is not the same as LayoutLMv3 box-content error messaging." + "reason": "Different regressions: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation issues are different bugs." + "reason": "DeepSpeed ZeRO-3 load-time IndexError and trainer.evaluate() after train() are different execution paths." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding behavior and the other is wrong video vision_position_ids; distinct code paths." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet accelerate-loading unpacking failure is unrelated to Perceiver non-default resolution classification failure." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation behavior." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading IndexError is a different problem from trainer.evaluate() failing after train()." + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; not the same concrete defect." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "num_labels propagation bug and strict config loading failure are different config issues." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "gguf_file/from_pretrained loading breakage is unrelated to BLIP2 dtype propagation." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "TensorFlow backend packaging issue is unrelated to Python 3.14 import/load failure." + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech are separate config issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft-edge pair is stated cautiously enough to fit the evidence available. The remaining negative verdicts are conservative and do not overclaim duplicate status from superficial topic overlap." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6367,28 +6264,27 @@ "cluster_id": "cluster-10000-413", "nodes": [ "issue:24643", + "issue:28282", "issue:29127", "issue:29159", "issue:30064", "issue:32090", "issue:33357", "issue:33666", - "issue:34567", + "issue:35141", "issue:38175", "issue:41720", "issue:43295", "issue:43452", - "issue:43531", - "issue:43550", "issue:43577", "issue:43643", + "issue:43646", "issue:43653", "issue:43688", "issue:43697", - "issue:43742", + "issue:43749", "issue:43819", "issue:43906", - "issue:43927", "issue:44361", "issue:44442", "issue:44464", @@ -6403,251 +6299,257 @@ "issue:44811", "issue:44843", "issue:44936", - "issue:44977", "issue:44991", "issue:45005", "issue:45290", "issue:45356", "issue:45440", "issue:45491", - "issue:45588", + "issue:45701", + "issue:45704", "issue:45823", "issue:46002", "issue:46050" ], "soft_pairs": [ - "issue:43452|issue:44843", + "issue:24643|issue:29127", + "issue:43452|issue:43577", + "issue:43452|issue:44843", "issue:44514|issue:45290", + "issue:44493|issue:46050", "issue:43295|issue:45356", - "issue:24643|issue:29127", "issue:44484|issue:44704", "issue:43819|issue:44811", "issue:44466|issue:45005", "issue:44936|issue:45823", "issue:30064|issue:33666", - "issue:43653|issue:44361", + "issue:44464|issue:44743", "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:41720|issue:43906", "issue:38175|issue:43295", + "issue:28282|issue:32090", + "issue:28282|issue:33357", "issue:43653|issue:44568", + "issue:43688|issue:45440", + "issue:45491|issue:46002", "issue:43577|issue:43697", + "issue:43688|issue:45704", + "issue:28282|issue:35141", "issue:44843|issue:44991", - "issue:44464|issue:44743", - "issue:41720|issue:43906", + "issue:43688|issue:45701", "issue:43643|issue:44561", - "issue:44493|issue:46050", - "issue:29159|issue:33357", - "issue:43531|issue:43742", - "issue:43653|issue:43927", - "issue:45491|issue:46002", - "issue:44464|issue:44977", - "issue:43577|issue:45588", - "issue:43550|issue:43927", - "issue:43688|issue:45440", - "issue:43550|issue:44361", - "issue:32090|issue:34567" + "issue:43646|issue:43749", + "issue:29159|issue:33357" ], - "prepared_review_unit_hash": "1df72ef42b2f79f96d85c7326d14283629fcf816206e63881ecf02e763cf461d", + "prepared_review_unit_hash": "6fc34fb0f1437537b2ef563a88156acff208379ec5629abdb4f89af84a50a9ce", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36493, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "serialized_chars": 35956, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose collection of unrelated Transformers issues; the soft links mostly share a broad subsystem (tokenizers/processors/training) but not the same concrete bug. I found no safe duplicate merges, and the strongest single representative is a tokenizer regression issue rather than any one of the linked pairs.", - "confidence": 0.73, - "canonical_issue_reason": "No exact canonical duplicate stands out across the set; issue:43653 is the best representative because it is a concrete, self-contained tokenizer regression and sits near several of the soft-similarity links.", + "summary": "This looks like an accidental bundle of unrelated Transformers issues rather than a true duplicate cluster. The soft pairs mostly share broad keywords (tokenizer, v5 regressions, MoE, NaNs) but not the same concrete bug or code path.", + "confidence": 0.83, + "canonical_issue_reason": "No single canonical issue stands out because the cluster spans many unrelated regressions. If one must be chosen as an anchor, issue 43646 is the broadest v5/custom-model breakage report, but it does not actually subsume the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43653 is the most representative issue in this cluster: it is specific, user-facing, and sits in the middle of the tokenizer/special-token regression theme that recurs across several soft links.", + "best_issue_reason": "Issue 43646 is the closest thing to a cluster anchor because it is the most general regression report, but it is still too broad to represent the diverse failures here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different bugs: a DeepSpeed training weight-shape runtime error versus a LayoutLMv3 box-validation error." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both involve loading, but one is a gguf/from_pretrained breakage and the other is a dtype propagation issue in BLIP2." + }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both are tokenizer/model-loading failures, but one is a gguf_file loading regression and the other is an offline-mode hub metadata call bug; different concrete causes." + "reason": "Both touch model loading, but one is about gguf_file handling and the other is an offline model_info call in a tokenizer regex patch." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both crash in apply_chat_template, but one is a batched padding=False failure and the other is a tool-call/no-content assistant-message crash; not the same bug." + "reason": "Both are chat-template crashes, but they hit different inputs and different edge cases." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "One is a processor.tokenizer access regression in custom code; the other is Kimi-K2.5 codec handling / warning behavior. Different failure paths." + "reason": "One is an unexpected position-id key serialization issue; the other is quantized save/load breakage." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error versus a LayoutLMv3 boxes-validation error message issue; unrelated." + "reason": "Both are tokenizer-related regressions, but they affect different models and different code paths." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor.from_pretrained not forwarding kwargs to cached_file." + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor failing to forward kwargs to cached_file." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are different model/component bugs." + "reason": "Different subsystems: DAC latent reconstruction versus Whisper batch decoding behavior." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights in v5, but one is inconsistent lm_head serialization by device and the other is broader translation-model tied-weight issues; not the same concrete defect." + "reason": "Both concern tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model tied-weights report." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "trainer.evaluate() after train() and Gemma4 PLE device mismatch are distinct runtime problems." + "reason": "Trainer evaluation failure after training is unrelated to Gemma4 device-map forward mismatches." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation-map image processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated bugs." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "BigBird special-token registration/empty decode and MLukeTokenizer AttributeError are different tokenizer bugs." + "reason": "Both involve generation/cache behavior, but they are different mechanisms and different model families." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task failure versus AutoTokenizer loading FastSpeech2ConformerTokenizer; different classes and code paths." - }, - { - "left": "issue:38175", - "right": "issue:43295", - "accept": false, - "reason": "Unexpected zero probabilities in siglip2 and a processor.tokenizer regression are unrelated." + "reason": "Both are tokenizer failures, but they are different tokenizers with different failure modes." }, { "left": "issue:43653", - "right": "issue:44568", + "right": "issue:44361", "accept": false, - "reason": "Both involve special tokens, but one is BigBird mask-token registration/decoding and the other is mdeberta-v3 BOS/EOS insertion; not the same bug." + "reason": "BigBird special-token decode behavior is unrelated to MLukeTokenizer task-time AttributeError failures." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "BLIP2 dtype staying float32 and RTDetrV2 output divergence are unrelated model bugs." + "reason": "The second is only an isolated reproduction of another issue; there is no evidence it is the same A800 cudaErrorAssert bug." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is offline-mode model_info usage and the other is an EMBEDDIA/est-roberta load failure; different underlying issues." + "reason": "Unexpected zero probabilities in SIGLIP2 is not the same as processor/tokenizer regression in v4.57.5." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward and recurrent state reset with cache are different generation-path defects." + "reason": "A missing-PyTorch import error is unrelated to a Trainer distributed broadcast TypeError." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Qwen3 auto-device-map cudaErrorAssert and an isolated reproduction of another issue are not the same bug." + "reason": "Environment import failure and MacOS bus error on CLIP are different failure classes." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code and removal of is_torch_fx_available breaking trust_remote_code models are distinct regressions." + "reason": "Both involve special tokens, but they affect different tokenizers and different regressions." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Unexpected key/position-id issues and sinq quantized save/load failure are different serialization/model-loading problems." + "reason": "Aux-loss normalization in MoE models is not the same as DeepSeekV3 implementation divergence." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error on a CLIP model are unrelated." + "reason": "Both mention NaNs, but one is a sliding-window attention GPU issue and the other is a classification-head init/checkpoint issue." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a MobileLLM key error are different issues." + "reason": "A dtype-loading bug in BLIP2 is unrelated to RTDetrV2 output divergence in v5." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Special-token registration/decoding in BigBird is unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "MoE auxiliary-loss normalization and a T5 apex RMSNorm memory leak are unrelated." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Gemma3 NaNs from sliding-window/all-padding batches and classification-head NaNs on checkout/init are different failure modes." + "reason": "A PyTorch import error is not the same as output embeddings being reinitialized during post_init." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Chunked generation under compiled forward and Qwen3.5 flash-attention generation issues are not the same concrete code path." + "reason": "Offline model_info regression and a tokenizer-loading failure for a specific model are different bugs." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "BLIP2 dtype propagation and flash_attention.py crashing on s_aux=None are unrelated." + "reason": "Aux-loss normalization is unrelated to a general tokenization-change report." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba and DiaConfig token-ID loss on save/load are unrelated." + "reason": "Both involve trust_remote_code breakage, but one is missing fields in AutoConfig output and the other is removal of a torch-fx utility." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43646", + "right": "issue:44561", "accept": false, - "reason": "Auxiliary-loss normalization and native DeepseekV3 divergence from remote implementation are different model-behavior bugs." + "reason": "A broad custom-model initialization regression is not the same concrete bug as trust_remote_code breakage from removed APIs." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43653", + "right": "issue:44704", "accept": false, - "reason": "A compile/SDPA runtime bug and a tokenizer AttributeError are unrelated." + "reason": "A BigBird special-token decode bug is unrelated to AutoProcessor kwargs forwarding." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "NoneType passed to _gpu_broadcast_one and TrainerState num_input_tokens_seen not updating are different Trainer issues." + "reason": "Tokenizer inconsistency and a MacOS bus error are unrelated." } ] }, @@ -6671,31 +6573,31 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:28282", + "issue:28218", "issue:32090", "issue:33357", "issue:33666", - "issue:35141", + "issue:34567", "issue:36010", "issue:36331", - "issue:39692", "issue:41720", "issue:43122", "issue:43262", + "issue:43278", "issue:43295", "issue:43452", "issue:43493", "issue:43504", "issue:43525", - "issue:43540", + "issue:43531", "issue:43550", "issue:43572", "issue:43577", "issue:43606", + "issue:43653", "issue:43688", "issue:43720", "issue:43742", - "issue:43749", "issue:43756", "issue:43825", "issue:43906", @@ -6712,254 +6614,275 @@ "issue:44821", "issue:44849", "issue:44913", - "issue:44964", "issue:44977", "issue:45357", - "issue:45405", + "issue:45588", "issue:45812", "issue:45823", + "issue:46002", "issue:46050" ], "soft_pairs": [ - "issue:43504|issue:43550", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43577|issue:45588", + "issue:43550|issue:43927", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43577|issue:44554", + "issue:43122|issue:43906", + "issue:41720|issue:44464", + "issue:32090|issue:34567", "issue:43504|issue:43720", + "issue:43504|issue:43550", "issue:43504|issue:44610", - "issue:28282|issue:35141", - "issue:43122|issue:43906", "issue:44466|issue:46050", - "issue:32090|issue:33666", "issue:43742|issue:44821", - "issue:41720|issue:44464", - "issue:43452|issue:44451", + "issue:32090|issue:33666", "issue:33666|issue:36010", + "issue:43452|issue:44451", "issue:45823|issue:46050", + "issue:43278|issue:43688", "issue:44849|issue:45357", - "issue:43606|issue:43927", "issue:43525|issue:43572", + "issue:43606|issue:43927", "issue:43720|issue:43927", - "issue:28282|issue:33357", - "issue:28282|issue:32090", "issue:43262|issue:43295", - "issue:44568|issue:45812", + "issue:44625|issue:46002", "issue:43493|issue:43825", + "issue:44568|issue:45812", "issue:43756|issue:44913", - "issue:43688|issue:43749", "issue:33666|issue:36331", "issue:43720|issue:44361", - "issue:43577|issue:44554", - "issue:44964|issue:45405", - "issue:39692|issue:43493", - "issue:44479|issue:44625", - "issue:43540|issue:44977" + "issue:28218|issue:33357" ], - "prepared_review_unit_hash": "12c6320c362e125887413b34165882bf24d8f051eb4a887bd7e12bae0573c987", + "prepared_review_unit_hash": "dac03b1dc195efc491827ce99ff7e5b006bfd4fcb935003368e045e6a82ecb6a", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36820, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "soft_pair_count": 33, + "serialized_chars": 37648, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose similarity bucket of mostly unrelated bug reports across loading, tokenization, generation, multimodal, and training subsystems. None of the soft-edge pairs look like true duplicates or mergeable equivalents.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the items are too heterogeneous to represent one underlying bug cluster safely.", + "summary": "The cluster is a heterogeneous mix of unrelated Transformers issues spanning tokenization, config reloads, model loading, training, device/dtype mismatches, and generation regressions. None of the soft pairs look like true duplicates; the closest overall representative is the broad Granite tokenizer regression.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated bugs and model families, so this is not a clean duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping; if forced to pick a representative, issue 43749 is the most substantial standalone regression report, but it does not unify the rest of the set.", + "best_issue_reason": "issue:45812 is the strongest representative: it describes a broad silent v4\u2192v5 regression affecting all Granite models and has the highest inbound-references signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Different failures: legacy-field model preset loading vs torch.compile/SDPA runtime behavior." + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs MobileLLM loading key errors." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Both are loading-related, but one is a preset/legacy-field issue and the other is BitNet packed-weight unpacking during accelerate loading." + "reason": "Tokenizer special-token registration bug vs config token-ID loss on save/load." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Different subsystems and symptoms: pretrained model preset loading vs processor/model input-size mismatch." + "reason": "Both are generation bugs, but one is compiled forward chunking and the other is flash-attention/Qwen3.5-specific." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "ImportError from missing PyTorch is unrelated to embedding resize/post_init reinitialization." + "reason": "BLIP2 dtype persistence bug vs flash_attention crash on sink-less models; different code paths." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Both mention tokenization, but one is a v4->v5 tokenization regression and the other is a reproduction of a different issue." + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to DiaConfig token-ID persistence." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Serialization of tied weights is not the same bug as sinq quantized save/load breakage." + "reason": "Video-input regression across Qwen VL variants vs num_labels propagation in Qwen3.5 config." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training behavior." + "reason": "Bamba torch.compile/SDPA issue is unrelated to MLukeTokenizer task AttributeError." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "dtype loading mismatch in BLIP2 vs an MPS attention correctness issue." + }, + { + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Different loader paths: MobileLLM config/key error vs AutoImageProcessor URL loading." + "reason": "43906 is only an isolated reproduction reference; no evidence it is the same tokenizer regression as 43122." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert under auto device mapping is unrelated to inconsistent chunked generation with compiled forward." + "reason": "Different failures: auto device mapping cuda assert vs compiled-forward chunked generation inconsistency." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Both are model-loading failures, but they involve different mechanisms and models." + "reason": "Trainer broadcast TypeError vs TrainerState token-count property not updating." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to the GenerationMixin import error." + "reason": "Legacy field loading failure in BeitForSemanticSegmentation vs BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Device-map PLE mismatch is unrelated to quantized save/load after sinq." + "reason": "Legacy preset loading bug is unrelated to Bamba torch.compile/SDPA failure." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Different Qwen3.5 regressions: hidden-states output vs incorrect visual encoder keys on save_pretrained." + "reason": "Different model-loader issue vs OmDet-Turbo processor image-size mismatch." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs and generation failing." + "reason": "Serialization of tied lm_head weights vs sinq quantized save/load breakage are not the same bug." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Similar class of config regressions, but different model configs and different missing fields; not the same concrete bug." + "reason": "MobileLLM model loading failure vs AutoImageProcessor URL loading failure." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to config token ID loss after save/load." + "reason": "Trainer broadcast TypeError vs Qwen2-VL multi-GPU training are different training issues." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Missing PyTorch ImportError is unrelated to the MacOS bus error on a CLIP model." + "reason": "Multi-GPU training bug vs ImportError for GenerationMixin; unrelated failure modes." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "PyTorch missing vs trainer broadcast TypeError are clearly different root causes." + "reason": "gguf_file from_pretrained breakage is not the same as ScandiBERT load failure." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to processor.tokenizer/image-passing regression." + "reason": "Gemma4 device-map mismatch vs quantized model save/load corruption are different paths." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Tokenizer special-token insertion bug is not the same as Granite token-ID regression." + "reason": "Embedding dtype drift on eval vs auxiliary-loss normalization bug are unrelated." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message." + "reason": "output_hidden_states regression in Qwen3.5 vs incorrect visual-encoder key saving are different bugs." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Smollm3 RoPE layer selection bug is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Both are missing-config-attribute reports, but they affect different models and different fields." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different problems in different code paths." + "reason": "CPU-offload device mismatch for bark-small vs DiaConfig token-ID loss are unrelated." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to the custom compute_loss signature change." + "reason": "BitNet packed-weight loading issue vs config token-ID persistence are different problems." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to MLukeTokenizer AttributeError." + "reason": "Audio processor chat-template sample-rate default vs processor.tokenizer/images regression are unrelated processor bugs." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to the MPS attention correctness issue." + "reason": "num_labels propagation bug vs NaNs in classification heads upon init are different issues." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT minimum-version bump." + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task error message are unrelated." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "SigLIP2 docs example errors are not the same bug as the HF-vs-JAX implementation discrepancy." + "reason": "mDeBERTa special-token addition regression vs Granite token-ID regression are both tokenizer bugs but not the same underlying change." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "Video-input regression across Qwen variants is unrelated to Qwen3.5 num_labels propagation." + "reason": "Smollm3 RoPE-layer mismatch vs GPTNeoXConfig rotary_pct reload bug are different config/model issues." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading vs MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Tokenizer added-space behavior vs MacOS bus error on CLIP model are unrelated bugs." } ] }, @@ -6983,8 +6906,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:29942", - "issue:30333", "issue:33357", "issue:33666", "issue:39692", @@ -6995,12 +6916,13 @@ "issue:43334", "issue:43493", "issue:43504", + "issue:43540", "issue:43572", "issue:43575", "issue:43606", "issue:43646", "issue:43653", - "issue:43688", + "issue:43701", "issue:43756", "issue:43824", "issue:43844", @@ -7010,261 +6932,275 @@ "issue:44291", "issue:44361", "issue:44423", + "issue:44464", "issue:44466", "issue:44488", "issue:44493", "issue:44589", - "issue:44625", "issue:44734", "issue:44792", "issue:44843", + "issue:44964", + "issue:44977", "issue:45083", "issue:45200", "issue:45229", "issue:45405", + "issue:45406", "issue:45520", - "issue:45588", - "issue:45701", - "issue:45704", + "issue:45584", "issue:45759", "issue:45803", "issue:45823", "issue:45987", - "issue:46050" + "issue:46121" ], "soft_pairs": [ - "issue:43688|issue:45704", - "issue:45803|issue:45987", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", "issue:43334|issue:43572", - "issue:44488|issue:44843", + "issue:45803|issue:45987", "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43257|issue:43299", "issue:43756|issue:45083", "issue:43334|issue:45759", - "issue:43493|issue:43844", - "issue:43824|issue:44589", "issue:39692|issue:43295", + "issue:43824|issue:44589", "issue:45229|issue:45823", - "issue:43257|issue:43299", - "issue:43278|issue:43844", - "issue:43572|issue:44291", "issue:43646|issue:44466", + "issue:43572|issue:44291", "issue:44589|issue:45520", - "issue:43504|issue:43606", "issue:33357|issue:33666", - "issue:43688|issue:45701", + "issue:43504|issue:43606", "issue:43927|issue:44361", - "issue:43606|issue:44112", + "issue:44464|issue:45584", "issue:43504|issue:43653", - "issue:44423|issue:44734", + "issue:43606|issue:44112", "issue:43575|issue:45405", + "issue:43994|issue:44493", "issue:44792|issue:45405", - "issue:44625|issue:45759", - "issue:45588|issue:46050", - "issue:29942|issue:30333", - "issue:43994|issue:44493" + "issue:43278|issue:43701", + "issue:44423|issue:44734", + "issue:45406|issue:46121" ], - "prepared_review_unit_hash": "a2ff6bc6f7105103b669179209cefe6881a6d5355fff9546570ccb9c4664d90d", + "prepared_review_unit_hash": "6768b82f893b5ebff69e53c1c4b173d8b6a6c9972c7b40fe56ef00a62b2615ad", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36596, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "soft_pair_count": 30, + "serialized_chars": 36947, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad false-positive similarity bucket: the items span unrelated bugs across model configs, serving, training, CI, and documentation. None of the soft pairs look like true duplicates; they mostly share only vague keywords like loading, config, or regression.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous and does not center on one underlying bug or change.", + "summary": "All suggested soft edges are false positives: the paired issues share broad vocabulary or a subsystem, but they describe different concrete bugs, models, or code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items are heterogeneous and the soft pairs are only topical overlaps, not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be used as a loose representative, issue 43295 is the broadest user-facing regression, but it is still not a good canonical duplicate target for the rest of the set.", + "best_issue_reason": "No single best issue for duplicate-canonicalization: the set spans unrelated failures across different models, configs, and runtime paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Different subsystems and failure modes: auxiliary-loss normalization vs a T5 RMSNorm memory leak." + "reason": "One is a model-loading failure for Phi-4 multimodal; the other is a dependency-version bump for PEFT. Unrelated root causes." }, { - "left": "issue:45803", - "right": "issue:45987", + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example mistakes for SigLIP2 are not the same as a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Qwen3.5 flash-attention generation issues are different code paths and failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient growth during training." + }, + { + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Unrelated bugs: a bare except in Fuyu tensor conversion vs a cache-length return-type contract issue." + "reason": "Embedding dtype drift at eval time is not the same bug as abnormal gradient increase under DeepSpeed." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are missing-config-attribute reports, but for different models and different fields; not the same bug." + "reason": "Both mention missing config fields, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:45803", + "right": "issue:45987", "accept": false, - "reason": "One is a model load failure for cjvt/sleng-bert, the other is an offline-mode regression in tokenizer patching." + "reason": "Bare `except:` in Fuyu tensor conversion and a cache-length return-type contract bug are unrelated." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Different problems entirely: missing mm_token_type_ids default vs a multi-GPU CUDA OOM." + "reason": "Defaulting `mm_token_type_ids` to zeros and a Gemma4 multi-GPU OOM are distinct problems." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific pretrained model load failure is not the same as offline-mode breakage from an unconditional hub call." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is accelerate/deepspeed weight conversion and the other is a multimodal loading regression." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "Distinct model-family bugs with no shared code path evident from the titles." + "reason": "Smollm3 RoPE-layer retention and a qwen3_omni_moe helper output-length issue are unrelated." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Related to composite Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config unwrapping behavior." + "reason": "A missing `pad_token_id` on Qwen3-VL is separate from `from_config` failing to unwrap `text_config` in composite Qwen configs." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "SigLIP2 implementation mismatch vs a ZeRO-3 gradient anomaly are different issues." + "reason": "SigLIP2 example/documentation errors do not match the processor/tokenizer regression in custom model code." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Import error for a Qwen2.5-VL class is unrelated to a float8 storage lookup failure." - }, - { - "left": "issue:39692", - "right": "issue:43295", - "accept": false, - "reason": "Both mention multimodal processor/model usage, but one is a docs example with multiple errors and the other is a regression in custom model code paths." + "reason": "A missing Qwen2.5-VL import and a Float8 storage lookup error are unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Different Gemma4 inference issues: OOM vs device mismatch in PLE forward." + "reason": "Both mention Gemma4 and devices, but one is CUDA OOM under multi-GPU inference and the other is a device mismatch in forward." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Different Qwen3 MOE loading failures with different triggers and symptoms." + "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are different lifecycle bugs." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43572", + "right": "issue:45405", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to the HfDeepSpeedConfig gradient issue." + "reason": "StableLmConfig missing `pad_token_idx` has nothing to do with an unreleased PEFT version bump." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Missing config field after 5.0 update vs init_empty_weights rejecting an unexpected argument." + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and unexpected position-id keys in many models are not the same issue." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Custom model initialization breakage and tied-weight serialization inconsistency are separate code paths." + "reason": "A Janus image-generation test failure is unrelated to the PEFT version pin problem." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to a Python 3.13 flash_attn import mapping error." + "reason": "Eval-time dtype drift and resume-from-checkpoint key mismatch are different bugs." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Legacy-field model load failure vs CPU-offload device mismatch are not the same bug." + "reason": "Both are in `serve`, but continuous-batching multimodal crashes and KV-cache continuation indexing failures are separate code paths." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "MacOS bus error on CLIP loading vs multi-GPU Qwen2-VL training are unrelated." + "reason": "Gemma4Processor missing `_tokenizer` in serve is unrelated to rope-validation list handling." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Aux-loss normalization bug does not match a broad tokenization-change report." + "reason": "A legacy-field load failure for Beit semantic segmentation is unrelated to a CPU-offload device mismatch in bark-small." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-id loss and MLukeTokenizer AttributeError are different model-specific bugs." + "reason": "Custom token IDs being lost on save/load is not the same as MLukeTokenizer throwing an AttributeError on tasks." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "A real CPU-offload device mismatch and a stale CI test failure are not duplicates." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different features and bugs." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy-field loading failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Both are serving crashes, but they involve different endpoints and different failure mechanisms." + "reason": "A real device-mismatch bug in bark-small is not the same as a stale GraniteSpeech CI test." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Model tensor-parallel OOM and an unreleased dependency bump are unrelated." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "Janus image-generation test failure is not the same issue as the PEFT version bump." - }, - { - "left": "issue:44625", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen3.5/3.6 composite configs, but one is num_labels propagation and the other is text_config unwrapping." + "reason": "TP loading OOM for Qwen2-57B is unrelated to the PEFT release-version issue." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Flash-attention sinkless-model crash and sinq quantized model reload breakage are different problems." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different symptoms with different likely fixes." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to MLflow reporting after training-job failure." + "reason": "Janus image-generation test failure and PEFT version pinning are unrelated." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:44423", + "right": "issue:45584", "accept": false, - "reason": "SigLIP2 output quality regression and unexpected position-id keys are not the same underlying bug." + "reason": "Serving multimodal continuous batching and Whisper empty-output after token alignment are separate bugs." } ] }, @@ -7291,33 +7227,36 @@ "issue:15354", "issue:28218", "issue:29159", + "issue:29942", + "issue:30333", "issue:32090", - "issue:33357", "issue:34567", "issue:37428", "issue:38175", + "issue:42490", "issue:43232", - "issue:43278", "issue:43295", "issue:43450", "issue:43493", "issue:43540", - "issue:43550", "issue:43572", - "issue:43688", + "issue:43582", + "issue:43696", "issue:43701", + "issue:43824", "issue:43844", "issue:43873", "issue:43957", "issue:44315", - "issue:44464", "issue:44466", "issue:44521", "issue:44554", "issue:44610", "issue:44849", "issue:44898", + "issue:44936", "issue:44964", + "issue:44977", "issue:44987", "issue:45072", "issue:45084", @@ -7327,255 +7266,253 @@ "issue:45290", "issue:45325", "issue:45356", - "issue:45406", "issue:45412", "issue:45446", "issue:45520", - "issue:45584", + "issue:45588", "issue:45823", - "issue:46050", - "issue:46121" + "issue:46050" ], "soft_pairs": [ - "issue:44464|issue:45584", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:42490|issue:43696", "issue:44521|issue:45290", "issue:43844|issue:44964", "issue:28218|issue:34567", - "issue:44554|issue:45446", "issue:45084|issue:45520", - "issue:43688|issue:43873", - "issue:43540|issue:45200", + "issue:44554|issue:45446", "issue:29159|issue:32090", + "issue:43540|issue:45200", + "issue:43582|issue:44977", "issue:15354|issue:38175", "issue:43232|issue:44849", + "issue:37428|issue:43957", "issue:45200|issue:45823", "issue:45072|issue:45198", - "issue:43873|issue:46050", - "issue:45406|issue:46121", - "issue:43278|issue:43701", "issue:44315|issue:44849", - "issue:28218|issue:33357", - "issue:44554|issue:45356", + "issue:43493|issue:43701", "issue:43295|issue:44610", + "issue:44554|issue:45356", "issue:43572|issue:44987", - "issue:43493|issue:43701", "issue:43572|issue:43957", - "issue:45200|issue:45325", + "issue:37428|issue:43824", "issue:44898|issue:45412", - "issue:44466|issue:45127", + "issue:45200|issue:45325", "issue:43295|issue:43450", - "issue:37428|issue:43957", - "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:43844|issue:44936", "issue:43295|issue:43873" ], - "prepared_review_unit_hash": "42ce6a46289011d0fe525a9225e26794686c53d7d4631bf17abed13c02d40831", + "prepared_review_unit_hash": "9ff21b011390503f3a829a16f4f03b5f69b1e9c141de5596c129145e86ff2ec8", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36306, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "serialized_chars": 36784, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of unrelated tokenizer, generation, multimodal, quantization, and training issues. None of the soft pairs look like confident duplicates of the same underlying bug, so this cluster should not be merged broadly.", - "confidence": 0.76, - "canonical_issue_reason": "Issue:29159 is the broadest tokenizer-consistency report in the set and the closest thing to an umbrella issue, but the overall cluster is too heterogeneous for a true canonical duplicate.", + "summary": "This set is not a single duplicate cluster; it contains many unrelated issues, and all listed soft pairs look like false-positive similarity matches rather than the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue emerges; the items span unrelated tokenizer, generation, vision, quantization, trainer, and import-path bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:29159 is the most representative generic bug report among the tokenizer-related items; it is still only a partial fit for the cluster as a whole.", + "best_issue_reason": "No single issue is a good global representative for deduplication here, because none of the soft-edge pairs appears to describe the same concrete failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Different generation bugs: compiled forward/chunked generation inconsistency vs Whisper empty-transcription failure." + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior vs quantized save/load breakage; related theme, different failure mode and code path." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are unrelated subsystems." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash_attention.py None handling crash is not the same bug as quantized model save/load corruption." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM are completely different issues." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero assistant masks and the other is a crash on tool-call/no-content messages; not the same bug." + "reason": "Both involve chat templates, but one is zero assistant masks for multimodal inputs and the other crashes on tool-call assistant messages." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Unrelated failures: ZeRO-3 gradient growth vs model loading failure for Phi-4 multimodal." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; different code paths and symptoms." + "reason": "Added-token spacing and TrainerState token counting are separate tokenizer/training issues." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Attention correctness issue on MPS vs a PyTorch version check/import problem in flex_attention." + "reason": "Template compilation error and flash_attn import KeyError are unrelated." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Compile-time template-node error vs flash_attn import KeyError on Python 3.13; unrelated." + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest are different code paths." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Aux-loss normalization bug vs quantization/offloading behavior; different underlying problems." + "reason": "Slow/fast tokenizer inconsistency is unrelated to the NoneType broadcast error in Trainer." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing failure vs Gemma 4 token-type-id defaulting for text-only fine-tuning." + "reason": "Video input processing in Qwen3OmniMoe is not the same as Gemma4 mm_token_type_ids defaults." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs NoneType broadcast error in Trainer; unrelated." + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "torch.jit.script export incompatibility vs zero-probability inference behavior; different bugs." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are distinct problems." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs hidden-states output bug; not the same issue." + "reason": "Generation kwarg update after sync_gpus is unrelated to output_hidden_states behavior in Qwen3.5." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model loading breakage are different regressions." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family, but token-type-id defaults and device-map forward mismatch are distinct bugs." + "reason": "Defaulting mm_token_type_ids to zeros and a device_map forward mismatch in Gemma4 are not the same bug." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated." - }, - { - "left": "issue:43873", - "right": "issue:46050", - "accept": false, - "reason": "Offloading/quantization runtime issue vs quantized save_pretrained/from_pretrained regression." + "reason": "bfloat16 dtype mismatches in CI and Wav2Vec2 save/tokenization failure are unrelated." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "Gemma4Processor missing _tokenizer vs rope-parameter validation TypeError; different subsystems." + "reason": "Liger Kernel application in model_init and Qwen3.5 hidden-states output are unrelated." }, { - "left": "issue:43278", + "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "Dtype drift between train/eval vs resume_from_checkpoint key mismatch; unrelated." - }, - { - "left": "issue:44315", - "right": "issue:44849", - "accept": false, - "reason": "Liger kernel not applied with model_init vs Qwen3.5 hidden-states bug; different code paths." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not share a concrete failure path." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Tokenizer extra-space bug vs MacOS bus error loading a CLIP model." + "reason": "Processor.tokenizer regression and OmDet-Turbo image-size mismatch are different processor bugs." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Attention correctness on MPS vs Kimi-K2.5 tokenizer codec regression; only loosely related by general NLP model area." - }, - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "Processor/tokenizer API regression vs wrong processor image resolution; both processor-related but different bugs." + "reason": "MPS attention correctness and Kimi tokenizer codec regression are unrelated." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs model loading failure for a specific repo; not the same underlying issue." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 implementation discrepancy vs checkpoint key mismatch; unrelated." + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are distinct loading/configuration issues." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config default regression vs meta-device model loading breakage; different failure modes." + "reason": "Both are v5 loading regressions, but the config default bug is not the same as meta-device loading failures." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Gemma 4 token-type-id defaulting vs Qwen2.5-VL rope-position scaling; unrelated multimodal bugs." + "reason": "Missing flash_attention_utils symbol and missing Qwen2_5_VL export are separate import errors." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution failure vs RT-DETR memory not being released; unrelated." + "reason": "Perceiver resize failure and RT-DETR memory release are unrelated." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Tied-weight serialization inconsistency vs LoRA merge collapse after vocabulary extension; both involve weights but not the same bug." + "reason": "Gemma4 token_type_ids defaults and Qwen2.5-VL rope-index scaling are different multimodal bugs." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression vs batched video shape bug; different models and failure modes." + "reason": "Processor.tokenizer regression and batched video-shape bug are not the same underlying issue." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Flash-attention import error vs meta-device loading failure; unrelated." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is LoRA merge collapse with extended vocab; not the same code-path bug." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43844", + "right": "issue:44936", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs ZeRO-3 gradient abnormality; different subsystems." + "reason": "ZeRO-3 gradient anomaly and trainer.evaluate failing after train are different training bugs." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression vs quantization offloading problem; not the same bug." + "reason": "Custom processor.tokenizer regression and quantization/offloading behavior are unrelated." } ] }, @@ -7599,6 +7536,8 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ + "issue:28218", + "issue:35141", "issue:37428", "issue:38175", "issue:42490", @@ -7607,15 +7546,16 @@ "issue:43278", "issue:43334", "issue:43335", + "issue:43388", "issue:43425", "issue:43450", "issue:43493", "issue:43525", + "issue:43526", "issue:43550", "issue:43575", "issue:43606", "issue:43653", - "issue:43696", "issue:43819", "issue:43824", "issue:43825", @@ -7625,7 +7565,6 @@ "issue:43975", "issue:44112", "issue:44206", - "issue:44351", "issue:44442", "issue:44448", "issue:44514", @@ -7637,7 +7576,6 @@ "issue:45083", "issue:45127", "issue:45198", - "issue:45200", "issue:45245", "issue:45290", "issue:45381", @@ -7645,251 +7583,251 @@ "issue:45520", "issue:45563", "issue:45584", - "issue:45588", "issue:45593" ], "soft_pairs": [ "issue:43334|issue:43525", + "issue:44792|issue:45563", "issue:43824|issue:43975", + "issue:43388|issue:43526", "issue:42915|issue:43824", - "issue:42490|issue:43696", "issue:43975|issue:45520", - "issue:37428|issue:43824", - "issue:43653|issue:44112", + "issue:42490|issue:43493", "issue:43278|issue:43856", - "issue:38175|issue:45412", + "issue:28218|issue:35141", "issue:38175|issue:43493", + "issue:38175|issue:45412", + "issue:43653|issue:44112", + "issue:43450|issue:43575", "issue:44514|issue:44521", "issue:44442|issue:45198", - "issue:43450|issue:43575", - "issue:42490|issue:43493", + "issue:44206|issue:45584", "issue:43827|issue:43901", - "issue:43819|issue:44112", "issue:43262|issue:43450", - "issue:43819|issue:45083", + "issue:43819|issue:44112", "issue:44610|issue:44857", - "issue:44206|issue:45584", + "issue:43819|issue:45083", "issue:37428|issue:43425", - "issue:44792|issue:45563", "issue:45127|issue:45245", "issue:43335|issue:43550", "issue:43606|issue:45083", - "issue:45290|issue:45381", "issue:44857|issue:45593", + "issue:45290|issue:45381", "issue:44448|issue:44743", - "issue:45200|issue:45588", - "issue:43278|issue:43825", - "issue:37428|issue:44351" + "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "2a34865eb936b080aa04478953b7432b34bd5a16624065394a62a5abf57a4c4f", + "prepared_review_unit_hash": "da7cbb22dddc3e94dbf3b9c31e4c782cf95c9c158eeb8c22375565aa0be9dcb8", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37011, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "soft_pair_count": 29, + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly broad topical matches rather than true duplicates. I would reject all candidate edges: they share APIs/models/subsystems, but the concrete failures differ. There is no strong PR cluster here, and the issue set is heterogeneous enough that any canonical choice is approximate.", - "confidence": 0.78, - "canonical_issue_reason": "I\u2019d use issue:43824 as the closest anchor only because it is a concrete, user-facing regression with a clear import failure and multiple references; however, the overall set does not really form one duplicate cluster.", + "summary": "Most items are unrelated standalone issues. The only soft edge I\u2019d treat as a likely duplicate is the SigLIP2 pair; the rest are too model- or code-path-specific to merge safely.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43493 is the broadest and most representative bug report in the one likely duplicate pair, covering the SigLIP2 implementation discrepancy that can explain the zero-probability symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the strongest representative issue: it is specific, reproducible, and directly tied to a breakage at import time, which makes it the most actionable triage target among these issues.", + "best_issue_reason": "issue:43493 is the clearest standalone representative of the cluster\u2019s closest match and has the most general wording among the likely duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same symptom class (missing pad_token_id) but different models/configs and likely separate fixes." + "reason": "Same symptom class (missing pad_token_id), but different config/model families and likely separate fixes." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different generate-related failures; one is a model test, the other is a stale warning." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a missing symbol vs a detokenization regression; unrelated code paths." + "reason": "ImportError for a missing class versus a detokenization regression; not the same bug." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "FP8 config failure in Qwen3MoE is not the same as a Qwen2.5-VL import error." + "reason": "Both concern labels, but in different components and with different failure modes." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Local-path loading warning and CUDA OOM are unrelated failures." + "reason": "Different subsystems and symptoms: FP8 config failure versus VL class import error." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization bug and Python 3.13 flash_attn import KeyError are different issues." + "reason": "Unrelated issues: detokenization in v5 versus flash-attn import handling on Python 3.13." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules." + "reason": "Local-path import warning is unrelated to SigLIP2 output correctness." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Tokenizer special-token registration bug vs a stale CI device-override test." + "reason": "Evaluate dtype drift and MoE memory usage are different bugs." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Embedding dtype mismatch is unrelated to MoE memory inefficiency." + "reason": "Tokenizer spacing bug and embedding reinit bug are distinct code paths." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 output-correctness reports; 38175 looks like a concrete symptom of the broader implementation discrepancy in 43493." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero-probability output and RT-DETR memory cleanup are different subsystems and symptoms." + "reason": "SigLIP2 output discrepancy versus RT-DETR memory cleanup; unrelated." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and GraniteSpeech CI failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Both are SigLIP2-related, but one is a specific zero-probability bug and the other is a broader implementation discrepancy." + "reason": "Video input shape bug and tensor-parallel OOM are different problems." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input while the other returns bad assistant masks." + "reason": "Same processor family, but batched-padding crash and zero assistant masks are distinct failures." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model families and different failure modes." + "reason": "Different tokenizer/load paths and different model families." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43819", + "right": "issue:44857", "accept": false, - "reason": "Video processor shape bug and tensor-parallel OOM are unrelated." + "reason": "DAC latent reconstruction mismatch and LwDetr AMP crash are unrelated." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Path-trailing-slash import warning is unrelated to SigLIP2 model parity." + "reason": "Feature extractor argument mismatch versus Whisper empty-transcription handling." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions after v5 changes, but they concern different pages and APIs." - }, - { - "left": "issue:43819", - "right": "issue:44112", - "accept": false, - "reason": "DAC forward/latents mismatch is unrelated to GraniteSpeech CI device override behavior." + "reason": "Both are docs issues, but they refer to different pipeline behaviors and different deprecations." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video-shape handling are unrelated." + "reason": "Audio sampling-rate default bug and batched video-shape bug are unrelated." }, { "left": "issue:43819", - "right": "issue:45083", + "right": "issue:44112", "accept": false, - "reason": "DAC latent conversion bug and qwen3_omni_moe length helper behavior are different code paths." + "reason": "Unrelated issues in different models and code paths." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output-size mismatch and AMP crash in loss computation are not the same bug." + "reason": "Different model processor/loss failures with no shared underlying bug." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Feature extractor center-arg regression and Whisper empty-transcription failure are unrelated." + "reason": "DAC forward/latent mismatch versus qwen3_omni feature-length helper behavior." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Flash-attention import failure and Torch 2.10 compatibility are separate environment issues." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Janus image-generation test failure and a stale generate warning are different generate-path issues." + "reason": "Missing internal import and general torch version incompatibility are not the same issue." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to the categories-limit runtime error." + "reason": "LoRA merge collapse and category-count limit are unrelated runtime problems." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer configuration bug and torch.compile/SDPA failure are different model/runtime problems." + "reason": "SwitchTransformers config bug and torch.compile/SDPA failure are different issues." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch is unrelated to the qwen3_omni_moe helper-function behavior." - }, - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Chat-template tool-call crash and video vision_position_ids bug are different multimodal issues." + "reason": "CPU-offload device mismatch and qwen3_omni helper behavior are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP crash in LwDetrImageLoss and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Different training bugs affecting different models and code paths." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Pegasus v4/v5 output difference and Qwen3 recurrent-state reset are unrelated." + "reason": "Chat-template tool-call crash and Qwen2.5-VL vision-position-id bug are separate failures." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Gemma 4 token-type defaulting and flash_attention sink-less AttributeError are distinct failures." + "reason": "Embedding dtype regression and pipeline v5 translation messaging are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative, and the only accepted soft edge (38175 \u2194 43493) is plausibly the same SigLIP2 bug class from the packet. The other pairwise rejections are appropriately cautious given only title-level evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7912,12 +7850,12 @@ "issue:32090", "issue:34689", "issue:35141", + "issue:37428", "issue:38175", "issue:39692", "issue:40444", "issue:42490", "issue:43335", - "issue:43388", "issue:43504", "issue:43526", "issue:43550", @@ -7926,323 +7864,323 @@ "issue:43653", "issue:43701", "issue:43720", + "issue:43723", "issue:43819", "issue:43854", - "issue:43927", "issue:43931", "issue:44112", "issue:44206", "issue:44292", + "issue:44351", "issue:44360", "issue:44448", "issue:44462", "issue:44493", + "issue:44554", "issue:44561", - "issue:44568", "issue:44779", "issue:44855", "issue:44857", "issue:44977", "issue:45072", "issue:45083", + "issue:45200", "issue:45229", "issue:45310", "issue:45478", - "issue:45491", "issue:45520", "issue:45588", - "issue:45698", "issue:45823", "issue:45859" ], "soft_pairs": [ + "issue:45200|issue:45588", + "issue:37428|issue:44351", "issue:44206|issue:45823", + "issue:29942|issue:32090", "issue:43611|issue:43931", "issue:43335|issue:43653", "issue:43550|issue:44112", - "issue:44360|issue:44561", "issue:43819|issue:44493", + "issue:44360|issue:44561", "issue:44855|issue:45083", - "issue:43335|issue:43504", - "issue:43388|issue:43526", "issue:39692|issue:43526", + "issue:43335|issue:43504", "issue:45310|issue:45478", - "issue:43335|issue:45083", "issue:45588|issue:45859", - "issue:29942|issue:32090", + "issue:43335|issue:45083", + "issue:29127|issue:32090", "issue:39692|issue:44493", - "issue:43720|issue:44112", "issue:44292|issue:45520", - "issue:43335|issue:44112", - "issue:43335|issue:45072", + "issue:43720|issue:44112", "issue:44448|issue:44779", - "issue:44977|issue:45229", - "issue:28218|issue:35141", + "issue:43335|issue:45072", + "issue:43335|issue:44112", "issue:38175|issue:44493", + "issue:44977|issue:45229", "issue:42490|issue:43854", "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:40444|issue:43526", "issue:44857|issue:45072", "issue:44561|issue:44779", "issue:44462|issue:44561", "issue:44448|issue:44977", + "issue:43723|issue:44554", + "issue:28218|issue:32090", "issue:43701|issue:45083", - "issue:34689|issue:35141", - "issue:43550|issue:45083", - "issue:29127|issue:32090", - "issue:43927|issue:45698", - "issue:40444|issue:43526", - "issue:44568|issue:45491" + "issue:43550|issue:45083" ], - "prepared_review_unit_hash": "077887c719f816274e03bd0e625d52c2faee186153232de3b7dfcc8d337da47b", + "prepared_review_unit_hash": "cdbf0afc9934e80c812915a6beacd1ce2321e1e8498c3b0f174966f28f93f2b2", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38589, - "estimated_input_tokens": 9648, - "estimated_eval_tokens": 19552 + "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 soft edges are false positives: they share a broad subsystem (tokenizers, loading, vision models, flash-attn, etc.) but not the same concrete bug. The only clear duplicate pair is the two identical Qwen3.5 MoE loading issues.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the earlier, more established copy of the duplicated Qwen3.5 MoE from_pretrained regression; issue:45478 appears to be the later duplicate with the same title and same underlying failure.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression in issues 45310 and 45478; the rest describe unrelated bugs across different models/code paths.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier report of the same Qwen3.5 MoE `from_pretrained` failure that 45478 repeats.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue representative because it is the clearest canonical instance of the only true duplicate pair in this set.", + "best_issue_reason": "Issue 45310 is the best overall issue representative here; it is the only clear duplicate target in the set and appears to be the primary report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Different models and different failures: unsupported `center` arg in feature extraction vs device mismatch during forward with `device_map=\"auto\"`." + "reason": "Different models and different bugs: token-type defaults vs flash-attention `s_aux=None` crash." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Both are model-loading problems, but the concrete bugs differ: `base_model_prefix` regression vs Qwen3-VL weight-shape mismatch." + "reason": "Both are import errors, but they involve different symbols and code paths." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Unrelated issues in different components: SwitchTransformers config construction vs BigBirdTokenizer special-token registration." + "reason": "Unrelated failures in different models/components; not the same bug." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Different bug classes and code paths: Bamba torch.compile/SDPA failure vs a stale CI device-override test." + "reason": "Flash Attention 2 test failures and a Trainer broadcast `NoneType` error are different problems." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Model loading failures, but with different root causes and different model families." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers config bug vs BigBirdTokenizer special-token registration issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Different underlying problems: DSA indexer activation omission vs removal of `is_torch_fx_available` breaking trust_remote_code models." + "reason": "Different subsystems: torch.compile/SDPA vs a stale CI device-override test." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent reconstruction mismatch is not the same as the position-id key regression affecting many models." + "reason": "Different code paths: DAC latent reconstruction vs position-id key warnings." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Python 3.13 import/`torch.jit.script` parsing failure is unrelated to the qwen3_omni_moe feature-length helper bug." + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 `is_torch_fx_available` removal breakage." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Both touch BEiT/SwitchTransformers-style model loading only at a very broad level; the actual bugs are unrelated." + "reason": "Python 3.13 import/parsing issue vs a helper-function behavior bug in qwen3_omni_moe." }, { - "left": "issue:43388", + "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Different failures in different layers: metrics gathering drops tuple labels vs BeitImageProcessorFast reducing labels incorrectly." + "reason": "Documentation example errors and a BeitImageProcessorFast label-processing bug are not the same issue." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Documentation-example/model-processor mismatch and quantization issues are unrelated to BeitImageProcessorFast label reduction." + "reason": "Different BEiT/SwitchTransformers loading/configuration bugs." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title, same model family, and same from_pretrained regression; this is the same underlying bug reported twice." + "reason": "Same exact Qwen3.5 MoE `from_pretrained` regression; identical bug and plausibly one fix." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Different model/config bug vs a helper-function output-length issue in qwen3_omni_moe." + "reason": "Different flash-attention-related failures: sinkless-model `s_aux=None` crash vs CPU-offload incompatibility." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Both mention flash attention/offload, but the concrete failures differ: `s_aux=None` AttributeError vs a rotary-embedding CPU-offload incompatibility." + "reason": "Different models and failure modes; not the same underlying defect." }, { - "left": "issue:29942", + "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "A Flash Attention 2 test failure is not the same bug as a `_gpu_broadcast_one` NoneType broadcast error in Trainer." + "reason": "LayoutLMv3 error-message clarity issue vs Trainer broadcast type error." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc/example problems are unrelated to the position-id key regression." + "reason": "Documentation/example problems do not match the position-id key warning bug." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different model/runtime problems: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 `flash_attn` import key error." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Accelerate loading of packed BitNet weights is unrelated to a GraniteSpeech stale device-override CI failure." + "reason": "Packed-weights loading bug and GraniteSpeech CI stale-device test are unrelated." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Different issues: Qwen-3-8B-NVFP4 runtime failure vs Python 3.13 `flash_attn` import KeyError." + "reason": "Pegasus v4/v5 output mismatch and Deepseek tokenizer regression are different bugs." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failures; no shared concrete code path." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to dtype mismatches in inference." }, { "left": "issue:43335", - "right": "issue:45072", + "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Different subsystems and no shared code-path problem." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Pegasus output changes across versions and Deepseek tokenizer incorrect results are separate model/tokenizer regressions." + "reason": "SigLIP2 zero-probability issue is not the same as the unexpected position-id key warning." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation issues for Qwen3.5 are unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Flash-attention generation issue vs Gemma4 multi-GPU OOM; different root causes." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to the embedding reinitialization bug after resizing token embeddings." + "reason": "Local-path import warning and GLM-4.7-Flash model-loading test failure are unrelated." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key regression." + "reason": "CPU offload device mismatch and float16 AMP crash are different failures." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Path-with-trailing-slash import warning is unrelated to the GLM-4.7-Flash model loading failure." + "reason": "Both are model-loading regressions, but they involve different models and code paths." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to float16 AMP crashes in LwDetrImageLoss." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "AMP/CUDA loss crash and bfloat16 dtype mismatch are different concrete failures." + "reason": "Float16 AMP crash and bfloat16 dtype mismatch are different bugs." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "A v5 compatibility break from API removal is not the same as Deepseek tokenizer output corruption." + "reason": "v5 trust_remote_code breakage is unrelated to Deepseek tokenizer behavior." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Ignoring `tokenizer.json` is a tokenizer-loading issue, not the `is_torch_fx_available` API-removal regression." + "reason": "Tokenizer JSON precedence bug and `is_torch_fx_available` removal breakage are different issues." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different models and failures; no same underlying bug." - }, - { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." - }, - { - "left": "issue:34689", - "right": "issue:35141", - "accept": false, - "reason": "Llama 3.2 Vision loading failure and output-embedding reinitialization are distinct model-loading regressions." + "reason": "Different model regressions with different symptoms and fixes." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "AutoTokenizer loading issue vs MPS attention correctness issue; not the same bug." }, { - "left": "issue:29127", + "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Clarifying an error message for LayoutLMv3 boxes is unrelated to Trainer `_gpu_broadcast_one` NoneType handling." - }, - { - "left": "issue:43927", - "right": "issue:45698", - "accept": false, - "reason": "Both concern save/load with custom values, but one loses custom token IDs while the other loads the wrong custom module; different bugs." + "reason": "Tokenizer spacing bug and Trainer `_gpu_broadcast_one` type error are unrelated." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reducing labels incorrectly." + "reason": "Checkpoint key mismatch and qwen3_omni_moe helper behavior are different problems." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer special-token handling for mdeberta-v3-base is unrelated to Gemma3 NaN embeddings with sliding-window attention." + "reason": "Different compile/inference bugs in different models." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: the duplicate call on issue:45310/45478 is supported by identical titles, timing, and the high similarity signal, and the other soft-edge rejections stay conservative by pointing to different titles/subsystems rather than claiming more than the packet supports." + "feedback": "The summary is grounded in the packet: 45310 and 45478 have the same title and 45310 is earlier, so treating 45310 as the canonical issue is reasonable. The soft-edge verdicts are conservative and the rejected pairs are well supported by distinct titles/code paths. No PR-mergeability issue applies here since this is an issue cluster, not a PR pair." }, "evaluator_used": true, "retried": false, @@ -8263,288 +8201,295 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ + "issue:10000", + "issue:15354", "issue:25251", - "issue:29127", "issue:29942", "issue:32090", "issue:33357", - "issue:34567", "issue:35141", - "issue:36010", "issue:37428", - "issue:39692", + "issue:41720", "issue:42490", - "issue:42915", - "issue:42994", "issue:43065", - "issue:43066", "issue:43278", + "issue:43329", "issue:43381", "issue:43412", "issue:43575", - "issue:43611", "issue:43653", + "issue:43873", + "issue:43927", "issue:43976", "issue:43994", "issue:44186", "issue:44206", - "issue:44361", "issue:44448", "issue:44451", - "issue:44462", "issue:44466", "issue:44479", + "issue:44568", "issue:44743", "issue:44857", - "issue:44871", "issue:44977", + "issue:44987", "issue:45198", + "issue:45229", "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", + "issue:45491", "issue:45520", "issue:45563", "issue:45588", + "issue:45698", "issue:45712", "issue:45803", - "issue:45823", - "issue:46121" + "issue:45823" ], "soft_pairs": [ + "issue:37428|issue:44987", + "issue:43927|issue:45698", + "issue:32090|issue:33357", + "issue:43873|issue:45229", + "issue:29942|issue:35141", + "issue:44568|issue:45491", + "issue:41720|issue:45229", "issue:44977|issue:45563", - "issue:43412|issue:45588", "issue:45372|issue:45588", + "issue:43412|issue:45588", "issue:45198|issue:45803", - "issue:45459|issue:45712", - "issue:29942|issue:35141", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:43976|issue:45440", "issue:42490|issue:43575", - "issue:36010|issue:37428", + "issue:45459|issue:45712", + "issue:45372|issue:45406", "issue:44857|issue:45588", "issue:45245|issue:45563", "issue:44448|issue:44466", "issue:45588|issue:45823", "issue:43653|issue:44743", "issue:43278|issue:43381", + "issue:43065|issue:43994", "issue:45372|issue:45459", + "issue:44206|issue:44479", "issue:43065|issue:45412", - "issue:43976|issue:45440", "issue:25251|issue:32090", "issue:44186|issue:45198", - "issue:44451|issue:45520", - "issue:44206|issue:44479", - "issue:43066|issue:44462", - "issue:44871|issue:44977", - "issue:42915|issue:42994", - "issue:44361|issue:45198", - "issue:43994|issue:45412", - "issue:43611|issue:46121", - "issue:29127|issue:34567", - "issue:33357|issue:39692" + "issue:44451|issue:45520" ], - "prepared_review_unit_hash": "e829d1c1f485e5ffc96bc3e0a9601046c3bf087313fe5229909a6adc97ab0e81", + "prepared_review_unit_hash": "c057beb6c7acb903f1225152ae2019f93a6aa246d2993566d2ac897ca5b970ec", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36472, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "soft_pair_count": 30, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a single duplicate cluster; the soft pairs are mostly broad title similarity across unrelated bugs, regressions, or feature issues. I would not merge any of the candidate edges.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: most items are distinct bug reports across unrelated subsystems, so there is no strong true canonical. I picked the broadest/open issue as the closest representative, but I would not treat this as a meaningful duplicate cluster.", + "confidence": 0.17, + "canonical_issue_reason": "Issue 43873 is the broadest, open report in the set and has multiple inbound references, so it is the best available representative for an otherwise mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43873 is the most suitable single issue to anchor the cluster because its scope is broad and it appears to be the only clearly active/open umbrella-style report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading/import failures, but they involve different components and failure modes: a flash-attention utility import error vs a model load regression." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior, but one is about DiaConfig losing custom token IDs and the other about loading the wrong custom module after save_pretrained; different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different problems: Trainer distributed broadcast NoneType error vs MacOS bus error with a community CLIP model." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "One is a general offloading/quantization report; the other is a multi-GPU CUDA OOM for a specific Gemma model. Not the same underlying bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and token embedding reinit after resize are unrelated code-paths." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings on mixed-length GPU batches are different defects." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as a multi-GPU OOM during Gemma4 inference." + }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Both involve generation behavior, but one is a flash-attention regression and the other is a stale warning; different symptoms and code paths." + "reason": "Qwen3.5 flash-attention generation regression and a stale paged-generate warning are unrelated." }, { - "left": "issue:43412", + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Different failures: executorch export vs flash-attention None handling; not the same underlying bug." + "reason": "Gemma 4 processor loading import failure and a flash_attention integration crash on sink-less models are different failure paths." }, { - "left": "issue:45372", + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma processor import dependency issue vs flash_attention crash; unrelated." + "reason": "Executorch export issues for Gemma3n and a flash_attention runtime AttributeError are unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and a Fuyu bare-except bug are separate tokenizer/model issues." + "reason": "Wav2Vec2 save/tokenization failure and a bare-except in Fuyu tensor conversion are different bugs." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Tokenizer exception masking vs leftover dummy classes; no shared code-path bug." + "reason": "Embedding dtype drift on evaluate and a multimodal-token counting bug in video branch are unrelated." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp/JIT script export issue have no shared code-path." + }, + { + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Flash Attention test failures and embedding reinitialization in post_init are unrelated." + "reason": "Python version compatibility for Transformers 5.1.0 and DeepseekV3MoE divergence are distinct problems." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and Qwen2 TP OOM are different loading problems." + "reason": "Trailing-slash local path import warning and Qwen2-57B tensor-parallel OOM are unrelated." }, { - "left": "issue:36010", - "right": "issue:37428", + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking and leftover dummy classes leaking into dir(transformers) are separate maintenance issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules; not the same fix." + "reason": "Gemma 4 processor import problem and Gemma4Processor missing _tokenizer in serve are related by model family but not the same concrete bug." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetr AMP/CUDA crash is unrelated to flash_attention sink-less-model AttributeError." + "reason": "AMP/CUDA crash in LwDetrImageLoss and flash_attention AttributeError on sink-less models are different subsystems and failure modes." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-limit runtime error and generate() warning are unrelated." + "reason": "Category-count runtime error and paged generate warning are not the same bug." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is output mismatch and the other is serialization inconsistency; different bugs." + "reason": "Different-output regression for Pegasus vs inconsistent lm_head serialization tied to device are separate issues." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention s_aux handling and Gemma4 PLE device mismatch are distinct forward-pass issues." + "reason": "Flash attention sink-less crash and Gemma4 PLE device mismatch during forward are different code paths." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token bug vs Qwen recurrent-state reset bug are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift in eval and gradient-checkpointing in eval mode are different behaviors." + "reason": "Embedding dtype regression and gradient checkpointing being disallowed in eval mode are distinct issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsense outputs are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Import dependency failure vs protobuf-error masking in tokenizer code; not the same defect." + "reason": "Gemma 4 processor import breakage and protobuf decode error masking in tokenizers are different bugs." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Dummy Conv2d placeholder and RT-DETR memory leak do not share a fix." + "reason": "LasrFeatureExtractor center-arg regression and Qwen video-input regression are unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." + "reason": "Dummy Conv2d placeholder issue and RT-DETR memory release problem are separate code paths." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k output nesting and Trainer GPU broadcast NoneType error are unrelated." + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer crashes in different models and input flows." + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model load failure for a specific repo and Python 3.13 flash_attn import-utils KeyError are not the same bug." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Feature extractor center-arg regression and Qwen video-input regression are separate model/input issues." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Tokenizer decoder-type mismatch and ignoring tokenizer.json are both tokenizer-related but not the same underlying bug." - }, - { - "left": "issue:44871", - "right": "issue:44977", - "accept": false, - "reason": "EOS-token config mismatch and flash-attention generation regression are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "FineGrainedFP8Config failure and quantized save failure are different quantization bugs." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are separate tokenizer problems." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 inference mismatch and RT-DETR memory release are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:46121", - "accept": false, - "reason": "base_model_prefix loading regression and rope validation TypeError are distinct loader/config issues." - }, - { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are unrelated." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 docs example errors are different bugs with different causes." + "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import KeyError are unrelated." } ] }, @@ -8568,27 +8513,29 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:10000", - "issue:15354", + "issue:29127", "issue:29942", "issue:30064", "issue:32090", + "issue:33290", "issue:33357", + "issue:34567", "issue:36010", - "issue:41720", + "issue:39692", "issue:42490", - "issue:43065", + "issue:42915", + "issue:42994", + "issue:43066", + "issue:43257", "issue:43278", - "issue:43329", "issue:43334", "issue:43381", "issue:43421", "issue:43526", "issue:43531", - "issue:43575", + "issue:43611", "issue:43653", "issue:43701", - "issue:43723", "issue:43756", "issue:43761", "issue:43824", @@ -8597,266 +8544,242 @@ "issue:44186", "issue:44265", "issue:44279", + "issue:44361", "issue:44442", - "issue:44554", + "issue:44462", "issue:44610", - "issue:44734", - "issue:44857", + "issue:44871", "issue:44977", - "issue:45072", "issue:45103", "issue:45198", - "issue:45229", - "issue:45245", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45491", "issue:45593", "issue:45834", - "issue:45859" + "issue:45859", + "issue:46121" ], "soft_pairs": [ + "issue:43066|issue:44462", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:43994|issue:45412", + "issue:43756|issue:45440", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:42490|issue:43873", "issue:29942|issue:30064", + "issue:43257|issue:43278", "issue:43421|issue:45491", "issue:44265|issue:45198", - "issue:44734|issue:45406", - "issue:43065|issue:43994", - "issue:10000|issue:15354", - "issue:43873|issue:45229", "issue:44610|issue:45412", - "issue:43756|issue:45440", - "issue:43278|issue:43575", - "issue:42490|issue:43873", - "issue:45372|issue:45406", + "issue:45440|issue:45593", "issue:43653|issue:44442", - "issue:41720|issue:45229", - "issue:43723|issue:44554", + "issue:43824|issue:44279", "issue:43381|issue:43701", "issue:43526|issue:45834", + "issue:43526|issue:44186", "issue:43761|issue:45859", - "issue:45440|issue:45593", + "issue:29127|issue:33357", "issue:29942|issue:36010", - "issue:43278|issue:43329", "issue:45103|issue:45372", - "issue:32090|issue:33357", - "issue:43526|issue:44186", - "issue:43334|issue:43531", - "issue:44977|issue:45245", - "issue:43824|issue:44279", - "issue:43526|issue:44857", - "issue:42490|issue:43381", - "issue:44442|issue:45072" + "issue:43334|issue:43531" ], - "prepared_review_unit_hash": "39a15aaf280b0df3d5f4405d7b9f2780dedde2a73cdcab973a4ba472d0a4b726", + "prepared_review_unit_hash": "560fce233a4f8614d90b8d896e76d37fc090f793688790308a2fa427f3ac16c0", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36735, - "estimated_input_tokens": 9184, - "estimated_eval_tokens": 18624 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35192, + "estimated_input_tokens": 8798, + "estimated_eval_tokens": 17852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the soft pairs span unrelated tokenizer, generation, multimodal, dtype, serving, and memory bugs. None of the candidate edges should be merged as duplicates. If a representative issue is needed, #45229 is the most active concrete report in the set.", - "confidence": 0.83, - "canonical_issue_reason": "#45229 has the highest discussion activity and is a concrete, well-scoped user-facing bug report, making it the best stand-in if one issue must represent this otherwise heterogeneous set.", + "summary": "All proposed soft links look like false positives: they share broad language (tokenizer, quantization, trainer, model loading) but point to different concrete bugs, model families, or code paths.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and none of the soft pairs describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Most active and detailed issue here; it reads like a real, self-contained bug report rather than a vague symptom. Even so, the overall cluster is too heterogeneous for a strong canonical.", + "best_issue_reason": "No issue is a strong global representative for duplicate consolidation here; the closest matches are still materially different bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Different subsystems and failures: Flash Attention 2 test regression vs image processor void-segmentation handling." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Tokenizer post-processor update bug is unrelated to Gemma3 NaN embeddings in sliding-window attention." - }, - { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "torch.export/torch_compilable_check failure and Wav2Vec2 save/tokenization failure are different code paths and symptoms." + "reason": "Different failure modes: tokenizer decoder-type regression vs AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "KV-cache continuation tensor indexing bug is unrelated to Gemma4Processor missing _tokenizer during serve loading." + "reason": "Different models and symptoms; one is eos_token_id config inconsistency, the other is flash-attention generation breakage." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsense outputs are different model issues with no shared bug." + "reason": "Both involve quantization, but one is an FP8 config failure and the other is a model-saving failure." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "DistilBert issue and GeneratorExp/torch.jit.script export failure are unrelated." + "reason": "Different tokenizers and code paths; not the same bug." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are different resource-management problems." + "reason": "One is a base_model_prefix loading regression; the other is a rope-validation type error." }, { - "left": "issue:44610", + "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Processor size mismatch for OmDet-Turbo is unrelated to RT-DETR memory not being released after deletion." + "reason": "Unrelated bugs: bad SigLIP2 outputs vs RT-DETR memory not being released." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence from remote are different implementation bugs." + "reason": "Both concern model parity with another implementation, but they affect different architectures and underlying code paths." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "BF16-to-FP32 evaluation dtype drift is not the same underlying problem as Qwen2 tp OOM." + "reason": "Different issues: MacOS bus error on CLIP vs documentation/example errors for SigLIP2." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Trailing-slash import warning is unrelated to offloading not working with quantization." + "reason": "Unrelated trainer/error-message issue vs TrainerState token-count update bug." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Gemma4 processor import dependency failure and serve crash from missing _tokenizer are separate loading issues." + "reason": "Different training failures: NoneType broadcast vs OOM with Adafactor/DeepSpeed." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and AutoTokenizer failing on FastSpeech2ConformerTokenizer are different tokenizer problems." + "reason": "Local-path import warning is unrelated to quantization offloading behavior." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are not the same bug." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are separate bugs." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:43257", + "right": "issue:43278", "accept": false, - "reason": "Tokenizer loading regression in v5 is unrelated to the MPS attention value/query dimension correctness issue." + "reason": "Different symptoms and subsystems: MOE weight conversion vs dtype drift during evaluation." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-state bugs." + "reason": "Runtime special-token post-processing bug is unrelated to Gemma3 NaN embeddings from sliding-window padding behavior." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error do not share a concrete failure mode." + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 save/tokenization breakage." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + "reason": "Processor image-size mismatch and a memory leak are distinct problems." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are distinct model correctness issues." + "reason": "Both are model-specific correctness issues, but they affect different models and implementation details." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Both involve export/script-ish failures, but on different models and code paths; not the same underlying bug." + "reason": "Tokenizer special-token registration bug is not the same as AutoTokenizer failing to load a tokenizer class." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Embedding dtype drift is unrelated to undefined video-branch helpers in multimodal token counting." + "reason": "Specific missing-import regression vs a generic dependency issue; not the same root cause." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "auto_docstring annotations crash and Gemma4 import dependency failure are unrelated." + "reason": "Gradient checkpointing in eval mode and checkpoint resume key mismatch are unrelated." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Trainer NoneType broadcast error and MacOS CLIP bus error are different runtime failures." + "reason": "Different vision/OCR issues: label reduction bug vs long-input index error." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Both concern tokenizers/processors, but the Beit label bug and LayoutLMv2 NER/padding crash are different defects." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are separate problems." + "reason": "Different tokenization/processor bugs with no shared code-path evidence." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Flash-attention generation bug and category-count limit error are unrelated." + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3 MoE CPU-offload incompatibility." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Specific Qwen2_5_VL import error and generic dependency issue are not the same underlying bug." + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and LwDetrImageLoss AMP/CUDA crash are unrelated." + "reason": "Flash Attention 2 test failures do not match the GenerationMixin import error." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Path-trailing-slash import warning and gradient-checkpointing eval-mode failure are different issues." + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "AutoTokenizer load failure for a speech tokenizer and dtype mismatch in bfloat16 inference are unrelated." + "reason": "Both involve Qwen3 family models, but one is a missing pad_token_id load error and the other is a sliding_window behavior issue." } ] }, @@ -8880,274 +8803,281 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:28218", "issue:29127", "issue:33290", - "issue:33357", "issue:34567", "issue:34689", "issue:35141", - "issue:38175", - "issue:42907", + "issue:42490", "issue:42915", + "issue:43232", "issue:43262", "issue:43316", "issue:43381", + "issue:43388", "issue:43441", - "issue:43493", "issue:43525", - "issue:43550", + "issue:43526", "issue:43575", - "issue:43611", "issue:43646", "issue:43701", - "issue:43720", + "issue:43723", "issue:43761", - "issue:43827", "issue:43873", "issue:43931", "issue:44062", "issue:44077", "issue:44079", + "issue:44188", "issue:44206", "issue:44387", "issue:44442", "issue:44464", "issue:44479", + "issue:44625", "issue:44743", "issue:44811", + "issue:44857", "issue:44898", - "issue:44964", "issue:44977", - "issue:45216", + "issue:45003", + "issue:45072", + "issue:45245", "issue:45290", "issue:45440", + "issue:45479", "issue:45491", "issue:45584", "issue:45588", - "issue:45698", "issue:45803", "issue:45907" ], "soft_pairs": [ + "issue:44625|issue:45584", + "issue:29127|issue:35141", + "issue:44977|issue:45245", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43526|issue:44857", "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:42490|issue:43381", "issue:43575|issue:43701", "issue:43575|issue:44387", - "issue:42915|issue:43931", "issue:44062|issue:45907", - "issue:43441|issue:45588", "issue:44743|issue:44811", + "issue:43441|issue:45588", "issue:43646|issue:44077", - "issue:29127|issue:35141", - "issue:44977|issue:45584", - "issue:44464|issue:45491", - "issue:33357|issue:38175", + "issue:43761|issue:44079", + "issue:45003|issue:45440", + "issue:43232|issue:43388", + "issue:43723|issue:45479", "issue:44479|issue:45290", - "issue:44964|issue:45440", "issue:43316|issue:43525", "issue:44442|issue:45803", + "issue:43761|issue:44188", "issue:44442|issue:44898", - "issue:43761|issue:44079", - "issue:28218|issue:29127", + "issue:42490|issue:44743", "issue:33290|issue:34567", - "issue:34689|issue:43611", - "issue:43381|issue:43873", - "issue:42907|issue:45698", - "issue:43931|issue:45216", - "issue:43550|issue:44743", - "issue:43720|issue:44442", - "issue:43493|issue:43827" + "issue:33290|issue:34689", + "issue:43381|issue:43873" ], - "prepared_review_unit_hash": "9cc467a7c4d2d86adbf94a513aaf8433d0ce387035323895cf665835cc8dc80a", + "prepared_review_unit_hash": "87e61702da4ba12acc1196f1854c47abf19a93d1a005ddbff32da5f196399f59", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35789, - "estimated_input_tokens": 8948, - "estimated_eval_tokens": 18152 + "soft_pair_count": 28, + "serialized_chars": 36176, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; the soft-similarity links are mostly lexical and do not indicate the same underlying bug or change. I rejected all soft edges and did not find a true duplicate group here.", - "confidence": 0.96, - "canonical_issue_reason": "No strong canonical issue: the items span unrelated bugs/features, so any single issue would be an arbitrary representative rather than a true duplicate target.", + "summary": "These are mostly unrelated issue reports; the soft-similarity links are lexical false positives, so none should be merged. No clear duplicate cluster emerged.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical issue stands out because the items span unrelated bugs and regressions. If forced to pick a representative, #43873 has the broadest discussion/inbound references, but it does not subsume the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most representative broad user-facing regression in the set: it is open, has discussion/inbound refs, and concerns incorrect module restoration in a common save/load path.", + "best_issue_reason": "#43873 is the most central by activity and inbound references, but only as a loose representative; it is not a genuine umbrella duplicate for this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Both are processor/template argument bugs, but one is about audio sampling-rate defaults and the other about an unsupported `center` arg in a feature extractor; different code paths and fixes." + "reason": "Different features and failures: Qwen3.5 config propagation vs Whisper generation on empty transcription." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "`tp` OOM during model load is unrelated to `resume_from_checkpoint` key mismatches in training state handling." + "reason": "Unrelated bugs: LayoutLMv3 error messaging vs token-embedding resizing and post-init reinitialization." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Both mention memory pressure, but one is a tensor-parallel load OOM and the other is increased CUDA reserved memory under int4 quantization; not the same bug." + "reason": "Both mention model/runtime failures, but one is a flash-attention generation bug and the other is a category-cardinality error." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is a config/runtime issue, while the Qwen3-VL issue is a model-shape load mismatch." + "reason": "Same model family, but different underlying problems: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer `AddedToken` argument duplication is unrelated to `list_repo_files` not forwarding `revision` in hub tooling." + "reason": "Different subsystems and symptoms: tokenizer loading vs dtype mismatch in inference wrappers." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Both involve Whisper/transformer audio, but one is a FlashAttention failure for Ministral-3 and the other is empty-transcription generation after token alignment." + "reason": "Different image-processing and training-time bugs; no shared code-path evidence." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "They are both sequence-processing bugs, but one resets recurrent state in Qwen3.5 MoE and the other ignores `skip_special_tokens` in Whisper batch decode." + "reason": "Audio processor chat-template sampling-rate default vs LASR feature-extractor argument crash are distinct issues." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Custom model initialization breakage is not the same as a model-specific `post_init` option policy issue in `patchtsmixer`." + "reason": "Chunked generation under compiled forward is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Both mention state/initialization, but one is about a clearer LayoutLMv3 error message and the other about output embeddings being reinitialized after resizing." + "reason": "Local-path import warning is unrelated to gradient checkpointing eval-mode restrictions." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Qwen3.5 flash-attention generation failures are unrelated to Whisper failing on empty transcription after `align_special_tokens`." + "reason": "OOM on tensor-parallel Qwen loading is unrelated to resume-from-checkpoint key mismatches." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings are different failures in different execution paths." + "reason": "Both are memory-related, but one is tensor-parallel load OOM and the other is int4 quantization reserved-memory growth; different mechanisms." }, { - "left": "issue:33357", - "right": "issue:38175", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "A MacOS bus error loading CLIP is not the same as SIGLIP2 producing zero probabilities; different symptom and likely root cause." + "reason": "Tokenizer AddedToken keyword collision is unrelated to list_repo_files forwarding revision." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to chat-template crashes on assistant tool-call messages." + "reason": "Recurrent-state cache reset bug is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE divergence are distinct model-specific implementation bugs." + "reason": "Both touch flash attention, but they concern different models and different crashes." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Gemma3TextConfig API mismatch and missing `pad_token_id` on Llama4Config are separate configuration surface issues." + "reason": "General v5 custom-model init breakage is not the same as patchtsmixer's optional post_init policy issue." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and Fuyu tensor conversion exception handling are unrelated tokenizer/data-collation bugs." + "reason": "CLIP hidden_states regression and ModelOutput key assignment are separate code paths." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "AutoTokenizer failing for FastSpeech2ConformerTokenizer is not the same as Perceiver failing on non-default resolution interpolation." + "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE divergence from remote implementation." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "CLIPVisionModel not returning hidden states is a forward-output bug, while ModelOutput key assignment is a generic container bug." + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." }, { - "left": "issue:28218", - "right": "issue:29127", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to LayoutLMv3's error-message clarity." + "reason": "Tokenizer loading regression and sequence-classification zero-loss bug are unrelated." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "AdaFactor+DeepSpeed OOM and TrainerState token-count tracking are separate training issues." + "reason": "Video-input regression for Qwen VL models is unrelated to chat-template crashes with tool-call assistant messages." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Llama 3.2 Vision loading regression and base_model_prefix loading failures are both load-time issues, but they affect different mechanisms and code paths." + "reason": "Both are config API issues, but they affect different models and different missing fields." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Gradient checkpointing in eval mode and offloading with quantization are distinct behavioral bugs." + "reason": "Tokenizer loading failure is unrelated to the bare-except tensor conversion bug." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Dequantized Ministral/Devstral save failures are not the same as loading the wrong custom module after save_pretrained." + "reason": "Hidden-states output regression is unrelated to torch.compile attention-kernel branching." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is a model-loading compatibility bug, while Qwen3.5 checkpoint corruption is a save_pretrained regression." + "reason": "Tokenizer loading and Perceiver resolution handling are different bugs." }, { - "left": "issue:43550", + "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "torch.compile+SDPA failure for Bamba is unrelated to Qwen3.5 recurrent-state reset behavior." + "reason": "Import-path warning is unrelated to recurrent-state reset in modular_qwen3_5." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Accelerate not unpacking BitNet packed weights is a load/adapter issue, not tokenizer loading." + "reason": "Deepspeed Adafactor OOM and TrainerState token counter not updating are unrelated." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "SigLIP2 JAX/HF discrepancy is a model implementation mismatch, while the docs issue is purely documentation after pipeline removals." + "reason": "Both involve model training/loading, but the first is optimizer OOM and the second is a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction and quantization offloading problems are separate issues." } ] }, @@ -9171,287 +9101,266 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ + "issue:16998", + "issue:22355", "issue:25251", "issue:28282", - "issue:29127", - "issue:32090", "issue:33290", - "issue:33357", "issue:34689", "issue:35141", "issue:36010", "issue:36331", "issue:41628", - "issue:41950", - "issue:42617", + "issue:42175", + "issue:42907", + "issue:43065", "issue:43295", "issue:43316", "issue:43404", "issue:43441", - "issue:43475", + "issue:43493", "issue:43540", - "issue:43550", - "issue:43575", - "issue:43606", + "issue:43611", "issue:43643", - "issue:43701", - "issue:43716", - "issue:43761", + "issue:43673", + "issue:43720", + "issue:43749", "issue:43825", + "issue:43827", "issue:43873", + "issue:43931", "issue:44077", "issue:44162", - "issue:44188", "issue:44190", + "issue:44442", "issue:44479", "issue:44496", "issue:44514", - "issue:44568", + "issue:44617", + "issue:44743", "issue:44792", "issue:44855", "issue:44871", "issue:44877", "issue:44913", "issue:45137", + "issue:45216", "issue:45372", - "issue:45479", - "issue:45584", - "issue:45656", + "issue:45698", "issue:45759" ], "soft_pairs": [ + "issue:34689|issue:43611", + "issue:33290|issue:35141", + "issue:42907|issue:45698", + "issue:44077|issue:44479", + "issue:43931|issue:45216", + "issue:43720|issue:44442", + "issue:43493|issue:43827", "issue:43316|issue:45759", - "issue:43761|issue:44188", - "issue:32090|issue:33290", "issue:41628|issue:45372", - "issue:44568|issue:45479", "issue:34689|issue:36010", + "issue:43749|issue:43931", + "issue:33290|issue:36331", "issue:43873|issue:44871", "issue:43643|issue:44913", - "issue:44077|issue:44479", "issue:44190|issue:44496", "issue:44855|issue:45137", - "issue:29127|issue:33357", - "issue:33290|issue:34689", - "issue:33290|issue:45656", - "issue:43316|issue:44877", "issue:43540|issue:44514", - "issue:43316|issue:43716", + "issue:43316|issue:44877", + "issue:43065|issue:44617", "issue:43404|issue:43441", + "issue:42175|issue:43316", "issue:44162|issue:44792", "issue:25251|issue:28282", "issue:43295|issue:43825", - "issue:41950|issue:43475", - "issue:43550|issue:43701", - "issue:43606|issue:43701", - "issue:44871|issue:45584", - "issue:42617|issue:43575", - "issue:43295|issue:44871", - "issue:33290|issue:36331", - "issue:33290|issue:35141" + "issue:43673|issue:44743", + "issue:16998|issue:22355" ], - "prepared_review_unit_hash": "1f5751463dab58080b295518730e60c2423a2bac518fdbe776ec921a45156b56", + "prepared_review_unit_hash": "ea8b31595b11ea66b563236b43d7d7ff6c29fc9ffaa44a6642fb1bae19f522a3", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36047, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "soft_pair_count": 26, + "serialized_chars": 34950, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: these issues span unrelated regressions in configs, processors, tokenizers, DeepSpeed, multimodal loading, and training utilities. None of the soft pairs look like true duplicates or mergeable same-bug candidates.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out; the items are mostly unrelated bug reports rather than duplicates of one underlying defect.", + "summary": "The set is a heterogeneous mix of unrelated bug reports and regressions. The soft pairs share only broad subsystem keywords (loading, config, processors, etc.) but not the same underlying failure mode or fix, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are not one duplicate cluster and do not share a single root cause.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for the cluster. The closest matches are still cross-topic false positives, so selecting one would be misleading.", + "best_issue_reason": "No single issue is a good representative; the collection spans unrelated problems across loading, config, generation, quantization, and packaging.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Different problems: Gemma3TextConfig API inconsistency vs. Qwen multimodal text_config unwrapping in AutoModelForCausalLM.from_config." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "Unrelated regressions: CLIPVisionModel hidden_states handling vs. torch.compile branching in attention kernels." - }, - { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Both involve Trainer/DeepSpeed, but one is a NoneType broadcast error and the other is an Adafactor OOM; different code paths." + "reason": "Both involve model loading regressions, but one is a specific Llama 3.2 Vision break in 4.46.2 and the other is a v5 base_model_prefix loading issue; different code paths." }, { - "left": "issue:41628", - "right": "issue:45372", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different dependency paths; not the same bug." + "reason": "OOM with Adafactor/DeepSpeed is unrelated to output embeddings being reinitialized after resize_token_embeddings." }, { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Tokenizer special-token behavior is unrelated to the sequence-classification zero-loss bug." + "reason": "Dequantized save failures and loading the wrong custom module after save_pretrained are different serialization bugs." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Both are loading/import regressions, but they affect different APIs and failure mechanisms." + "reason": "A patchtsmixer post_init restriction is unrelated to the Qwen video-input regression." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Quantized offloading behavior and Gemma eos_token configuration are distinct issues." + "reason": "Weight-shape mismatch on load and incorrect checkpoint saving are opposite sides of model I/O and affect different models." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Different config persistence bugs affecting different classes and reload behavior." + "reason": "BitNet packed-weight handling during accelerate loading has nothing to do with AutoTokenizer failing on FastSpeech2ConformerTokenizer." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "PatchTSMixer post_init gating and Qwen video input regression are unrelated." + "reason": "SigLIP2 HF/JAX parity is a model implementation bug; the pipeline() issue is a docs/removal mismatch." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to model config recognition for Olmo-Hybrid." + "reason": "Gemma3TextConfig API inconsistency is not the same as failing to unwrap text_config in composite Qwen configs." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:41628", + "right": "issue:45372", "accept": false, - "reason": "Python 3.13 import parsing error in DebertaV2Model is unrelated to DeepSpeed ZeRO3 deque failure." + "reason": "AutoImageProcessor import failure and mistral_common ReasoningEffort import failure are separate dependency/import problems." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are not the same underlying bug." + "reason": "A model-loading regression for a vision model is unrelated to the missing GenerationMixin import path." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision model loading breakage are different failures." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are both loading-related but not the same bug or fix." }, { "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "OOM with Adafactor vs. double optimizer.step() under DeepSpeed are different issues." - }, - { - "left": "issue:43316", - "right": "issue:44877", + "right": "issue:36331", "accept": false, - "reason": "Both concern config behavior, but the affected models and symptoms differ." + "reason": "An optimizer memory issue is unrelated to a trainer compute_loss signature change." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Different multimodal/video input bugs in different Qwen models and different call sites." + "reason": "Quantization/offloading behavior and eos_token_id config mismatch are different features and failure modes." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is unrelated to Mistral-3 image preprocessor dtype mismatch." + "reason": "trust_remote_code dropping config fields is a loading/parsing issue, while rotary_pct resetting is a config round-trip bug." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Weight tying bug and FlashAttention failure are distinct model-level issues." + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model config lacking model_type." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "ESM2 breakage and a Janus test failure do not share a concrete code-path problem." + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated runtime errors." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch import errors." + "reason": "Video input processing in Qwen3OmniMoe and batched apply_chat_template crashes in Qwen2_5_VLProcessor are different processor bugs." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Processor.tokenizer access regression and pipeline translation-task messaging are different v5 regressions." + "reason": "Gemma3TextConfig API mismatch and strict granite_speech config loading are different config validation problems." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Video-classification pipeline processor lookup and Sam3VisionEncoderOutput missing attribute are separate bugs." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Video CUDA OOM." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "torch.compile/SDPA behavior is unrelated to resume_from_checkpoint key mismatch." + "reason": "lm_head weight tying in Mistral3 and FlashAttention failure in Ministral-3 are distinct model-specific bugs." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are not the same defect." + "reason": "Packaging for the torch extra missing TensorFlow is unrelated to a Gemma3TextConfig API discrepancy." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Gemma eos_token configuration inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "ESM2 breakage and a janus image-generation test failure are different model/test issues." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen2-57B-A14B-Instruct OOM are different problems." + "reason": "top_k changing pipeline output shape is unrelated to AutoModel requiring PyTorch." }, { "left": "issue:43295", - "right": "issue:44871", + "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression and eos_token_id mismatch are distinct model-processing issues." + "reason": "One is a runtime regression in processor.tokenizer/image handling; the other is an incorrect pipeline() error message about translation support." }, { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "DeepSpeed Adafactor OOM is unrelated to CustomTrainer.compute_loss signature drift." + "reason": "Both mention cache/state, but one is missing GenerationMixin cache in chunked_prefill and the other is Qwen3.5 recurrent state reset; different mechanisms." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "OOM during optimizer use is unrelated to token embedding reinitialization in post_init." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." } ] }, @@ -9475,27 +9384,33 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:41720", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", "issue:43065", - "issue:43232", - "issue:43335", + "issue:43295", "issue:43388", "issue:43452", + "issue:43475", "issue:43504", + "issue:43525", + "issue:43531", "issue:43550", "issue:43575", + "issue:43606", "issue:43646", - "issue:43673", + "issue:43688", + "issue:43701", "issue:43742", "issue:43761", - "issue:43827", "issue:43906", "issue:43931", - "issue:43994", "issue:44060", "issue:44077", "issue:44190", "issue:44242", + "issue:44464", "issue:44479", "issue:44496", "issue:44521", @@ -9503,278 +9418,254 @@ "issue:44610", "issue:44617", "issue:44734", - "issue:44737", - "issue:44743", "issue:44792", - "issue:44855", "issue:44871", "issue:44913", "issue:44964", "issue:44977", "issue:45127", "issue:45200", - "issue:45245", "issue:45290", - "issue:45357", "issue:45381", + "issue:45406", + "issue:45563", "issue:45584", - "issue:45588", - "issue:45600", "issue:45698", - "issue:45803", "issue:46050" ], "soft_pairs": [ - "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:43388|issue:43688", + "issue:43761|issue:44479", + "issue:42617|issue:43575", + "issue:43295|issue:44871", "issue:43575|issue:43742", "issue:45127|issue:45200", - "issue:43761|issue:44479", "issue:43452|issue:44496", - "issue:43232|issue:43388", "issue:44871|issue:46050", "issue:43646|issue:44913", "issue:43504|issue:45698", - "issue:43673|issue:44743", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:32090|issue:35141", + "issue:45563|issue:45584", "issue:43761|issue:44242", - "issue:44077|issue:44534", - "issue:44479|issue:44734", + "issue:43525|issue:43531", + "issue:43931|issue:44060", "issue:44792|issue:44977", + "issue:44479|issue:44734", "issue:43906|issue:45290", - "issue:44617|issue:45584", + "issue:44464|issue:45563", "issue:44190|issue:44964", - "issue:43065|issue:44610", - "issue:43827|issue:43994", - "issue:44534|issue:44913", - "issue:41720|issue:45245", - "issue:43931|issue:44060", - "issue:44792|issue:45600", - "issue:44855|issue:45588", - "issue:45127|issue:45357", - "issue:43335|issue:44855", - "issue:44737|issue:45803", "issue:44521|issue:45381", - "issue:43550|issue:44190" + "issue:43065|issue:44610" ], - "prepared_review_unit_hash": "5bfff1699de32ceb8bf95271ea35685054bb8b037ea7f5839a21ce65b38cbe9b", + "prepared_review_unit_hash": "6bec5eb546916d879a593c0cf87e159351c3c516402ee56f2714b9f7c8668d85", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36634, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "serialized_chars": 36415, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers bug reports. I found no soft pairs that look like the same underlying issue or change, so all candidate edges are rejected. The most representative issue here is the open save/load regression around custom modules.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45698 is the clearest broad, actionable bug report in the set: open, well-scoped, and centered on a recurring save_pretrained/from_pretrained failure mode.", + "summary": "These items are broadly related to Transformers bugs, but the soft pairs mostly connect only at a subsystem level rather than the same underlying defect, so I rejected all of them.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45698 is the broadest active representative of the loading/save-pretrained regression family in this set, with strong discussion activity and a generic failure mode; there is no single true duplicate core across the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best representative issue because it describes a concrete, user-facing regression with a general loading/saving path and strong triage value.", + "best_issue_reason": "Issue 45698 is the best overall anchor because it is active, broadly framed, and closer to several other loading/serialization-related reports than the narrower model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Different SAM3 problems: a dummy Conv2d layer vs CUDA OOM in video inference." - }, - { - "left": "issue:43575", - "right": "issue:43742", - "accept": false, - "reason": "Unrelated load-time failures: tensor-parallel OOM vs a key error when loading a different model." - }, - { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Separate training/modeling bugs: LoRA merge collapse vs missing default mm_token_type_ids." + "reason": "Both are multimodal/video-related, but one is a processor-selection bug and the other is a missing SAM3 vision output attribute; different code paths." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Different subsystems and symptoms: CLIP hidden_states regression vs Qwen video input regression." + "reason": "One is a model-specific optional post_init policy issue; the other is a framework-wide buffer initialization regression." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Both are loading errors, but one is gguf tokenizer/model handling and the other is missing model_type config support." + "reason": "Unrelated failures: torch.compile/SDPA behavior vs checkpoint key mismatch." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Generation kwargs sync bug vs metric gathering dropping labels; no shared code-path." + "reason": "CPU offload device mismatch is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Config eos_token mismatch is not the same as quantized model reload breakage." - }, - { - "left": "issue:43646", - "right": "issue:44913", + "right": "issue:45584", "accept": false, - "reason": "Generic v5 init breakage vs a specific GPTNeoX config field not persisting on reload." + "reason": "Both involve token handling, but the bugs and model families are different." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Both concern loading/saving, but they are different failures: legacy field handling vs wrong custom module restoration." + "reason": "Different problems: metric gathering drops labels, while the other is auxiliary-loss normalization." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Different cache bugs in generation: missing cache in chunked prefill vs recurrent state reset with seq_len>1." + "reason": "Different models and different regressions; no shared concrete code path." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "No concrete overlap: CLIP vision hidden_states regression vs MoE load-balancing loss omission." + "reason": "A generic execution failure is not the same as an OOM during tensor-parallel loading of a large model." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Optional post_init policy issue vs non-persistent buffer initialization bug; not the same bug." + "reason": "Both touch model/processor config, but one is a processor.tokenizer regression and the other is eos_token_id inconsistency." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Different failure modes: multimodal video input regression vs serve KV-cache continuation tensor indexing." + "reason": "Different load-time failures on different models: OOM vs missing key." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are unrelated." + "reason": "One is about weight tying after vocab extension; the other is a missing multimodal token-type default." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "No evidence they share the same bug; isolated reproduction of another issue is too vague to merge." + "reason": "Both are loading-related, but gguf_file handling is not the same bug as a missing model_type config error." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription generation failure are unrelated." + "reason": "Token-id mismatch and quantized save/load breakage are different issues." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Dataset-loading trainer script failure vs Phi-4 multimodal model loading error are different problems." + "reason": "A generic v5 custom-model init break is not the same as rotary_pct not persisting on reload." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Docs still mentioning pipeline() is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + "reason": "Both are load/save related, but one is a legacy preset field and the other loads the wrong custom module after save_pretrained." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "One is buffer initialization corruption; the other is a config value not round-tripping on reload." + "reason": "Distinct serve-time failures in different components: KV-cache indexing vs missing processor tokenizer state." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert is unrelated to the category-count runtime limit." + "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription handling." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Weight-shape mismatch during Qwen3-VL loading is not the same as an incorrect tied-weights warning." + "reason": "Distributed broadcast of None is unrelated to embedding reinitialization after resize." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Janus test failure and removed Sam3LiteText auto-mapping references are unrelated." + "reason": "A stale warning in paged generate is unrelated to Whisper generation on empty transcription." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Python 3.13 JIT parsing error is a different issue from flash_attention crashing on s_aux=None." + "reason": "Hidden_states being None and auxiliary loss omission are different model behaviors." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "LoRA merge collapse and incorrect visual encoder keys on save_pretrained are different save/load bugs." + "reason": "Missing pad_token_id and sliding_window behavior are separate config/model bugs." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Both are multimodal Qwen issues, but the assistant mask bug and vision_position_ids bug are distinct code paths and symptoms." + "reason": "A Qwen3-VL weight-shape mismatch is not the same as a tied-weights warning bug." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to the local dataset-loading script bug." + "reason": "Different models and symptoms; one is a test failure, the other is a flash-attention generation regression." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "SAM3 pixel decoder dummy layer and OmDet-Turbo processor/model size mismatch are unrelated." + "reason": "Video-input regression and KV-cache continuation are unrelated code paths." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Documentation cleanup is not the same as a model correctness regression in SigLIP2." + "reason": "No evidence they share the same bug; one is a reproduction of another issue, the other is a tool-call chat-template crash." }, { - "left": "issue:44534", - "right": "issue:45245", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Non-persistent buffer junk and category-cardinality limits are unrelated." + "reason": "Chunked generation correctness under compilation is unrelated to a stale warning about num_return_sequences." }, { - "left": "issue:43646", - "right": "issue:43761", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Broad Transformers 5 init breakage does not match the CLIP hidden_states regression." + "reason": "Local dataset loading and multimodal model loading are different problems." }, { - "left": "issue:43931", - "right": "issue:44977", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Qwen3-VL shape mismatch and Qwen3.5 flash-attention generation failure are different bugs." + "reason": "Both are multimodal formatting bugs, but one is assistant_mask handling and the other is wrong vision_position_ids." }, { - "left": "issue:43994", - "right": "issue:45698", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Bad SigLIP2 outputs and wrong custom-module restoration after save_pretrained are unrelated." + "reason": "Different bugs in post-training/model config behavior; no same underlying change." } ] }, @@ -9800,272 +9691,293 @@ "nodes": [ "issue:35141", "issue:36246", - "issue:38175", "issue:38617", "issue:39692", "issue:41628", + "issue:41720", + "issue:41950", "issue:42490", - "issue:43065", "issue:43295", "issue:43335", - "issue:43404", "issue:43479", "issue:43540", + "issue:43550", "issue:43644", "issue:43650", + "issue:43827", "issue:43976", + "issue:43994", + "issue:44016", "issue:44077", + "issue:44079", "issue:44112", - "issue:44186", "issue:44190", "issue:44220", - "issue:44246", "issue:44462", - "issue:44464", "issue:44496", - "issue:44683", + "issue:44534", "issue:44734", + "issue:44737", + "issue:44792", "issue:44855", - "issue:44877", "issue:44913", "issue:44933", "issue:44938", - "issue:45003", - "issue:45216", + "issue:45127", "issue:45245", "issue:45276", + "issue:45357", "issue:45362", "issue:45375", - "issue:45446", "issue:45542", - "issue:45563", "issue:45584", + "issue:45588", "issue:45600", - "issue:45632", "issue:45803", "issue:45907", "issue:46082", "issue:46121" ], "soft_pairs": [ + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44933|issue:45362", + "issue:35141|issue:42490", + "issue:45127|issue:45357", + "issue:44737|issue:45803", + "issue:43335|issue:44855", "issue:44462|issue:45907", + "issue:43550|issue:44190", "issue:43976|issue:44855", + "issue:44077|issue:44079", "issue:44938|issue:45542", - "issue:44077|issue:44877", - "issue:43540|issue:44734", "issue:43644|issue:44913", - "issue:35141|issue:42490", + "issue:43540|issue:44734", "issue:44112|issue:45600", "issue:43335|issue:44190", "issue:46082|issue:46121", "issue:39692|issue:44190", "issue:44496|issue:45803", "issue:36246|issue:41628", - "issue:43479|issue:45375", "issue:45276|issue:45584", - "issue:43650|issue:44220", + "issue:43479|issue:45375", "issue:45245|issue:45584", + "issue:43650|issue:44220", "issue:43295|issue:45276", - "issue:44464|issue:45563", - "issue:44186|issue:44734", - "issue:44683|issue:45446", - "issue:38175|issue:43065", - "issue:44933|issue:45362", - "issue:43404|issue:45216", - "issue:44246|issue:45003", - "issue:36246|issue:38617", - "issue:44734|issue:45632" + "issue:41950|issue:44016", + "issue:36246|issue:38617" ], - "prepared_review_unit_hash": "ed38c052226f1c01edd8748a5671cbf8c895f6f03524c66e0383f515b1e603c5", + "prepared_review_unit_hash": "ca6be969b549ad61ae5ad02a3b0cb4436a1932a64f223d2a643c1353576b49a7", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35849, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "soft_pair_count": 30, + "serialized_chars": 36921, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic group of distinct Transformers bug reports, not a true duplicate set. The items share broad themes like import regressions, config loading, and model-specific runtime bugs, but the concrete failure modes differ too much to merge any soft pair.", - "confidence": 0.96, - "canonical_issue_reason": "issue:41628 is the clearest, most general user-facing regression in the set (a direct import failure), but the cluster is still too heterogeneous for a true duplicate canonical.", + "summary": "The cluster is noisy and heterogeneous: the soft-similar issue pairs share broad keywords but not the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; these items describe unrelated bugs, regressions, docs problems, and import/config errors rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the strongest representative issue because it is concrete, reproducible, and broadly understandable, even though it does not subsume the rest of the cluster.", + "best_issue_reason": "No clear global best issue for this cluster, since the items do not converge on one shared problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Both involve repo/model-loading behavior, but one is about tokenizer.json being ignored and the other about forwarding revision in list_repo_files; different bugs and code paths." + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Python/version compatibility is the only overlap; one is a packaging/runtime support problem and the other is a torch.jit parsing error on a specific model import." + "reason": "Non-persistent buffer junk in v5 is a different bug from GPTNeoX rotary_pct resetting on reload." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Different failures: Python 3.14 import/load breakage versus missing TensorFlow backend handling when only tensorboard is installed." + "reason": "Qwen3 device-mapping CUDA assert and category-cardinality limits are unrelated failures." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "One concerns PatchTSMixer post_init optionality, the other strict config rejection for granite_speech; not the same underlying bug." + "reason": "Janus test failure is not the same bug as stale auto_mappings references to removed configs." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Both are runtime errors, but one is Qwen3OmniMoe video input validation and the other is serve/KV-cache continuation indexing; separate problems." + "reason": "Python 3.13 indentation parsing and flash_attention s_aux=None crashes are different code paths." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Non-persistent buffer initialization junk is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "Missing image_utils import is unrelated to Qwen3.5 chat crashing." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize_token_embeddings is unrelated to the trailing-slash local model import warning." + "reason": "Embedding reinitialization on resize is not the same as trailing-slash local-model loading warnings." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA+extended-vocab collapse on tied embeddings is different from wrong visual encoder keys in save_pretrained." + }, + { + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "CI stale device-override test failure and removed Sam3LiteText auto-mapping references are different test/setup issues." + "reason": "XLNet CPU device placement bug and a bare except swallowing errors are unrelated." }, { "left": "issue:43335", - "right": "issue:44190", + "right": "issue:44855", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformersConfig is a model config bug; local dataset loading in an example script is unrelated." + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to the Python 3.13 import/parsing failure." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "One is about LlamaConfig head_dim validation, the other about rope validation accepting JSON-loaded lists; same general area, different bugs." + "reason": "Ignoring tokenizer.json and not forwarding revision in list_repo_files are different repository-access bugs." }, { - "left": "issue:39692", + "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Documentation/example errors for SigLIP2 and a local dataset loading issue are not the same code-path problem." + "reason": "torch.compile SDPA failure in Bamba is unrelated to loading a local dataset in the training script." }, { - "left": "issue:44496", - "right": "issue:45803", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Unrecognized-model config loading and a bare-except error-hiding bug are unrelated." + "reason": "Python 3.9+ compatibility failure and Python 3.13 IndentationError are distinct issues." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:44077", + "right": "issue:44079", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different export paths; not a single duplicate defect." + "reason": "Optional post_init handling in patchtsmixer is not the same as ModelOutput key assignment with prior None values." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Default config initialization from None and strict dropping of a missing field are separate config-shape issues." + "reason": "Python 3.14 import/load failure is unrelated to the TensorFlow backend warning from tensorboard-only installs." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Gemma4 resize_token_embeddings mishandling is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reloading are separate configuration/runtime bugs." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "The placeholder 'ADD THE DATA' issue is unrelated to the _torch_extract_fbank_features problem." + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache tensor indexing are different failures." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Category-count limits and Whisper empty-transcription handling are different failures with no shared code path." + "reason": "A stale GraniteSpeech CI test is not the same as removed Sam3LiteText config references breaking CI." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Processor/tokenizer API regression and Gemma4 embedding-resize behavior are distinct model-API bugs." + "reason": "SwitchTransformers sparse-layer initialization and local dataset loading are unrelated." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Both mention generation, but one is inconsistent outputs under compiled forward while the other is a stale warning in paged generate; not the same bug." + "reason": "Llama head_dim validation and rope-validation list handling are different parameter-validation bugs." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/truncation crashes and serve KV-cache continuation indexing are unrelated code paths." + "reason": "SigLIP2 docs example errors are unrelated to the image-classification local dataset loading issue." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:44496", + "right": "issue:45803", "accept": false, - "reason": "Both touch flex_attention, but one is a compiled failure on torch >= 2.9 and the other is a version-check/import issue for AuxRequest; not mergeable as one fix." + "reason": "Unrecognized model/config loading and a bare except swallowing errors are not the same bug." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are completely different model bugs." + "reason": "These are different import/export failures for different symbols and modules, not one shared defect." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "A missing image_utils import and a Qwen3.5 chat crash are unrelated." + "reason": "Gemma4 resize_token_embeddings not updating embeddings is unrelated to Whisper empty-transcription generation." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Weight-tying in Mistral3 and incorrect save_pretrained behavior in Qwen3.5 are different model-specific serialization/tie-weight issues." + "reason": "Phi4Multimodal None-default initialization and missing Qwen3.5MoeVisionConfig fields are different config bugs." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Import performance being slow is not the same as unsafe sys.modules access; broad import-time theme only." + "reason": "Category-count limit runtime error is unrelated to Whisper generation after align_special_tokens." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Different missing names from different modules; both are import errors but not the same underlying export bug." + "reason": "A vague placeholder issue title does not match the specific _torch_extract_fbank_features problem." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to Gemma4 token-embedding resize behavior." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are different problem types." + }, + { + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "KV-cache continuation tensor indexing and trust_remote_code cache-path collisions are unrelated." + "reason": "These are separate import errors from different modules and symbols, not the same underlying bug." } ] }, @@ -10089,49 +10001,48 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:41950", + "issue:38175", "issue:42175", "issue:42490", "issue:42907", + "issue:43065", "issue:43295", "issue:43299", "issue:43335", "issue:43381", - "issue:43388", + "issue:43404", "issue:43441", - "issue:43479", - "issue:43525", "issue:43526", "issue:43531", "issue:43643", "issue:43673", - "issue:43688", "issue:43824", "issue:43854", "issue:43901", + "issue:43976", "issue:44016", + "issue:44062", "issue:44075", "issue:44112", + "issue:44186", "issue:44220", - "issue:44242", + "issue:44246", "issue:44279", "issue:44336", - "issue:44351", "issue:44368", "issue:44496", "issue:44561", "issue:44683", + "issue:44734", "issue:44933", "issue:44964", - "issue:45020", + "issue:44987", + "issue:45003", "issue:45042", - "issue:45200", "issue:45216", - "issue:45278", "issue:45335", "issue:45357", - "issue:45542", - "issue:45563", + "issue:45446", "issue:45584", "issue:45593", "issue:45600", @@ -10139,246 +10050,259 @@ "issue:45759" ], "soft_pairs": [ + "issue:44186|issue:44734", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:44246|issue:45003", + "issue:43404|issue:45216", + "issue:44734|issue:45632", "issue:44561|issue:45632", "issue:43643|issue:44496", - "issue:45563|issue:45584", "issue:44964|issue:45600", "issue:44112|issue:44964", "issue:43854|issue:44964", "issue:42907|issue:43441", - "issue:41950|issue:44016", + "issue:43976|issue:44987", "issue:42490|issue:45632", - "issue:43673|issue:44336", "issue:43531|issue:45600", - "issue:43388|issue:43688", + "issue:43673|issue:44336", "issue:43295|issue:45335", - "issue:44016|issue:44220", - "issue:42175|issue:44279", + "issue:44016|issue:44062", "issue:43526|issue:43901", + "issue:43824|issue:44933", "issue:44496|issue:45042", "issue:43335|issue:45593", "issue:43299|issue:45216", "issue:44075|issue:44368", + "issue:43976|issue:44279", "issue:43381|issue:45593", "issue:43901|issue:44496", "issue:45335|issue:45584", "issue:44496|issue:45759", - "issue:43299|issue:45357", - "issue:41950|issue:45020", - "issue:44242|issue:45200", - "issue:44351|issue:45278", - "issue:43479|issue:43525", - "issue:43824|issue:44933", - "issue:44683|issue:45542" + "issue:43299|issue:45357" ], - "prepared_review_unit_hash": "e6ca0513219f507dec629c748cf4bd4dd6bd858eb1f4a82a98365f838ca9531b", + "prepared_review_unit_hash": "ea10d663e6d0236261daa2d215be7bfc612e0f97ed83ee77bbc54e090bed25f4", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36967, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "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: model loading/import errors, config issues, generation bugs, and a few docs/test problems. I do not see any soft pair that is clearly the same underlying bug or change, so no pair should be merged as duplicates. The broadest umbrella issue is #45020, but it is still too general to serve as a true duplicate canonical for the whole set.", - "confidence": 0.68, - "canonical_issue_reason": "#45020 is the broadest and most central issue in the set, covering recent-version regressions that break model loading and remote_code flows. That said, the surrounding issues are still too diverse for it to be a clean canonical duplicate.", + "summary": "The cluster is a heterogeneous mix of unrelated Transformers issues; none of the soft-edge pairs look like true duplicates or mergeable PR-equivalents. I\u2019d use the broadly discussed import-time/performance report as the best representative issue.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44246 is the strongest representative overall: it has the most discussion activity, an inbound reference, and a broad user-facing import-performance symptom that is easy to map to the cluster\u2019s general maintenance/debugging theme.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the best umbrella issue because it most closely matches the dominant theme of version-induced model loading breakage across several reports, even though the cluster is not a single duplicate bug.", + "best_issue_reason": "issue:44246 stands out as the most canonical issue because it is widely discussed, externally referenced, and describes a concrete, broadly relevant regression rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44561", + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: LayoutLMv2 tokenizer batching/NER crash vs server-side KV-cache continuation indexing bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a backend/install packaging omission; the other is an unspecific dependency complaint with no clear shared code path." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but they describe different version-gating problems and different failure points." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction issue; unrelated artifacts." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP zero-probabilities bug and Sam3PixelDecoder dummy Conv2d are unrelated model implementations." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access may be related in theme, but they do not clearly describe the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different symptoms: weight tying bug vs incorrect save_pretrained checkpoint serialization." + }, + { + "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Both involve trust_remote_code-related behavior, but one is about removed API usage breaking remote-code models and the other is a local cache-path collision. Different bugs." + "reason": "KV-cache continuation crash is unrelated to trust_remote_code cache-path collision." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "Both concern config/model loading, but one is missing fields from AutoConfig with trust_remote_code and the other is unrecognized model/config.json handling. Not the same failure." + "reason": "Removal of is_torch_fx_available breaking remote-code models is a different compatibility break than local-model cache collisions." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Both are generation-related, but one is a stale warning and the other is an empty-transcription failure after token alignment. Different code paths." + "reason": "Missing fields from trust_remote_code AutoConfig return object is a different config-loading bug than unrecognized model_type handling." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and different root causes: Phi-4 multimodal loading vs stale auto_mappings references." + "reason": "Phi-4 multimodal loading failure and stale auto_mappings references are distinct breakages." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A CI test failure in GraniteSpeech is unrelated to a Phi-4 multimodal load failure." + "reason": "CI test failure in GraniteSpeech is not the same underlying issue as Phi-4 multimodal loading." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and different load failures; no shared underlying bug is evident." + "reason": "GLM-4.7-Flash load failure and Phi-4 multimodal load failure are separate model-specific issues." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral models, but one is about saving dequantized models and the other about FlashAttention loading/runtime behavior. Not the same issue." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to FlashAttention loading failures." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Video-classification pipeline behavior and a notebook syntax error are unrelated." + "reason": "Python version support regression and model-loading failure are unrelated." }, { "left": "issue:42490", "right": "issue:45632", "accept": false, - "reason": "Both involve local model paths, but one is a trailing-slash import warning and the other is a cache-path collision for shared leaf names. Different bugs." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Generation cache handling and ANSI output formatting are unrelated." + "reason": "Trailing-slash local model warning is a different path-handling bug than leaf-directory cache collisions." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText references are different problems." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "One is metric gathering dropping tuple labels; the other is auxiliary-loss normalization. Different training bugs." + "reason": "Generation cache/chunked_prefill failure has nothing to do with ANSI codes in loading_report." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor.tokenizer/image passing regression and t5gemma embedding resizing are unrelated code paths." + "reason": "Processor/tokenizer regression is unrelated to t5gemma decoder embedding resize behavior." }, { "left": "issue:44016", - "right": "issue:44220", + "right": "issue:44062", "accept": false, - "reason": "A notebook syntax error is unrelated to _torch_extract_fbank_features()." + "reason": "Notebook syntax error and AddedToken argument collision are unrelated." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Both mention dependencies, but the titles indicate different packaging problems with no shared concrete bug." + "reason": "BeitImageProcessorFast label reduction bug and pipeline docs mismatch are different layers and symptoms." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "A BeitImageProcessorFast label bug and a documentation mismatch for return_all_scores are not duplicates." + "reason": "Both are import-related, but they concern different missing exports and different modules." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Different model/config loading failure versus image processor torchvision dependency issue." + "reason": "Model-type recognition failure and unintended torchvision dependency are separate issues." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer initialization and D-FINE auxiliary-loss logic are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen regressions, but one is load-time breakage in v5.0.0.dev0 and the other is a save_pretrained regression in v5.4.0. Different code paths." + "reason": "Qwen3VL model-loading regression and Qwen3.5 save_pretrained regression are different code paths." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD args not being used and a tie_word_embeddings warning are unrelated." + "reason": "SGD optimizer args being ignored is unrelated to tie_word_embeddings warnings." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility issue is not the same as a generic dependency issue." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different bugs." + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss omission." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A docs mismatch and an unrecognized-model/config loading failure are not the same underlying issue." + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to unrecognized model configs." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resizing in t5gemma and Whisper empty-transcription generation failure are unrelated." + "reason": "Embedding resize bug and Whisper empty-transcription failure are different problems." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both relate to model config loading, but one is an unrecognized model/config.json problem and the other is AutoModelForCausalLM not unwrapping text_config. Different defects." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video-classification image-processor lookup is unrelated to remote_code model-loading regressions." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "Load-balancing loss computation and mm_token_type_ids defaults are different multimodal/training issues." - }, - { - "left": "issue:44351", - "right": "issue:45278", - "accept": false, - "reason": "A missing HybridCache import may be one symptom among many in the broader import-error report, but there is not enough evidence that they are the same concrete bug." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Phi4MultimodalConfig default subconfig initialization and Llama4Config missing pad_token_id are unrelated config bugs." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "These are both import-related, but they concern different missing symbols from different modules and different causes." + "reason": "Unrecognized model_type handling and text_config unwrapping for composite configs are separate loading paths." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Compiled flex_attention on new torch versions and a TensorFlow/tensorboard backend import issue are unrelated." + "reason": "Both are Qwen3.5-related, but one is a load-time regression and the other is incorrect save_pretrained visual-encoder keys." } ] }, @@ -10402,8 +10326,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:32090", - "issue:35141", + "issue:33290", "issue:38175", "issue:39692", "issue:41950", @@ -10414,36 +10337,37 @@ "issue:43317", "issue:43441", "issue:43450", + "issue:43479", + "issue:43525", "issue:43577", "issue:43650", - "issue:43653", "issue:43854", "issue:43901", "issue:43976", "issue:44016", - "issue:44062", - "issue:44261", - "issue:44263", + "issue:44242", "issue:44279", + "issue:44291", "issue:44297", + "issue:44351", "issue:44462", "issue:44466", "issue:44521", "issue:44617", - "issue:44623", "issue:44683", - "issue:44749", "issue:44779", "issue:44898", - "issue:44987", + "issue:45020", "issue:45081", + "issue:45200", "issue:45216", "issue:45276", - "issue:45290", + "issue:45278", "issue:45325", "issue:45405", - "issue:45593", + "issue:45542", "issue:45600", + "issue:45656", "issue:45712", "issue:45812", "issue:45823", @@ -10452,245 +10376,231 @@ "issue:46132" ], "soft_pairs": [ + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:44521|issue:45325", + "issue:43479|issue:43525", + "issue:44683|issue:45542", "issue:41950|issue:45823", - "issue:43976|issue:45405", "issue:44779|issue:45812", + "issue:43976|issue:45405", "issue:43577|issue:45216", - "issue:44016|issue:44062", - "issue:32090|issue:35141", "issue:38175|issue:44617", "issue:44279|issue:45405", - "issue:43299|issue:43854", "issue:39692|issue:43901", + "issue:43299|issue:43854", "issue:43650|issue:46132", "issue:43295|issue:44779", "issue:44462|issue:45081", - "issue:43976|issue:44987", - "issue:43976|issue:44279", "issue:45081|issue:45907", "issue:44297|issue:44462", + "issue:44016|issue:44291", "issue:41950|issue:43650", "issue:43450|issue:44279", "issue:43441|issue:45834", - "issue:44521|issue:45325", "issue:45600|issue:45712", + "issue:33290|issue:45656", "issue:42994|issue:43317", - "issue:43065|issue:44898", "issue:44466|issue:45276", - "issue:44261|issue:44263", - "issue:43441|issue:44683", - "issue:43653|issue:45593", - "issue:44623|issue:44749", - "issue:43650|issue:45290" + "issue:43065|issue:44898" ], - "prepared_review_unit_hash": "4304cbd4bb8885fc7e2f42bcc5e8f9b29a47f6da6c02a42615c35ceafaf9aa37", + "prepared_review_unit_hash": "a9ad59a5ffd7aa85815da97d2129dc2f731657e10ea297400041760d8c7c561f", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36807, - "estimated_input_tokens": 9202, - "estimated_eval_tokens": 18660 + "soft_pair_count": 28, + "serialized_chars": 36035, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs only share broad subsystem vocabulary (tokenizers, multimodal, quantization, CI, docs) but not the same underlying bug/change. I would reject all soft edges; there is no clear canonical issue or PR here.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: the items cover unrelated regressions and feature requests across different models, pipelines, and utilities.", + "summary": "This cluster is very broad and mostly contains unrelated issue reports across tokenizers, multimodal configs, docs, deepspeed, quantization, and version regressions. None of the soft edges look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set ('Recent transformers versions break models using remote_code') and is the most plausible anchor for a regression cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for duplicate triage; the closest matches are still about different code paths and failure modes.", + "best_issue_reason": "issue:45020 is the best representative issue for the shared high-level theme of recent-version regressions, even though the rest of the items are not true duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41950", - "right": "issue:45823", + "right": "issue:45020", "accept": false, - "reason": "Both involve vision/model plumbing, but one is a pipeline processor lookup bug and the other is a Gemma4 device-mapping forward mismatch." + "reason": "Different problems: video-classification processor lookup vs remote_code model-loading regressions." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Unrelated problems: Python version compatibility vs a PEFT minimum-version bump." + "reason": "Different model behavior bugs: MoE router loss handling vs Gemma4 text-only token type defaults." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + "reason": "One is a specific HybridCache import failure; the other is a broad import-error report after upgrade." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Different failures: Blip2 dtype propagation on load vs Qwen3.5 checkpoint saving correctness." + "reason": "Different multimodal bugs: assistant mask generation vs Qwen2.5-VL rope position scaling." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword duplication are distinct issues." + "reason": "Different config issues: missing default vision/audio config initialization vs absent pad_token_id on Llama4Config." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated: compiled flex_attention on torch 2.9 vs TensorBoard/TensorFlow backend installation problem." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma/vision-related only at a very broad level; the concrete failures are different." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but they affect different models and different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue vs dependency version pinning mismatch; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to token embedding resize/post_init reinitialization." + "reason": "Different regressions: dtype propagation in Blip2 vs incorrect checkpoint serialization in Qwen3.5." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video OOM are different symptoms, causes, and code paths." + "reason": "Completely different symptoms: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Both mention dependencies, but one is a generic transformers dependency issue and the other is a specific unreleased PEFT version constraint." + "reason": "Generic dependency problem vs a specific unreleased PEFT minimum-version bump." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Different model-loading failures for different models; no shared concrete bug is evident." + "reason": "Both touch docs/examples, but one is a SigLIP2 example bug and the other is outdated pipeline docs." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "SigLIP2 example/model-processor mismatch is not the same as stale text-classification docs." + "reason": "Different model-loading failures for different models; no shared code-path is evident." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "A placeholder data request and an AttentionInterface behavior change are unrelated." + "reason": "The titles do not describe the same bug or change; one is vague, the other is an AttentionInterface behavior change." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different regressions affecting different models and APIs; not the same tokenizer bug." + "reason": "Different regressions: processor.tokenizer custom-code breakage vs Deepseek tokenizer output changes." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring repository tokenizer.json is separate from the Mistral regex patch crash." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "A Python-version/package-compatibility report is not the same as a model-loading regression." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Generic dependency trouble does not match the specific version-support complaint." + "reason": "AutoTokenizer ignoring repo tokenizer.json is not the same as Mistral regex patch crashing on Tokenizer internals." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files revision forwarding are different utilities and failures." + "reason": "Tokenizer patch crash vs repo file listing not forwarding revision; unrelated code paths." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer class metadata mismatch is different from AutoTokenizer preferring the wrong source file." + "reason": "Tokenizer save_pretrained metadata mismatch vs AutoTokenizer loading the wrong tokenizer source." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights constructor argument regression; unrelated." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Video pipeline processor lookup and a placeholder data request are unrelated." + "reason": "No concrete overlap: video-classification processor bug vs unrelated placeholder issue." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Batched video-shape bug is unrelated to a dependency issue." + "reason": "Video processor batching shape bug vs generic dependency issue; not the same underlying defect." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is not the same as Kosmos2.5 long-OCR index overflow." - }, - { - "left": "issue:44521", - "right": "issue:45325", - "accept": false, - "reason": "Both are multimodal, but assistant mask generation and RoPE position scaling are separate bugs." + "reason": "Different model-specific inference bugs: FlashAttention failure vs OCR long-input index error." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Removed auto-mapping entries and leftover dummy classes are distinct CI hygiene issues." + "reason": "Both are repo-maintenance/CI issues, but they involve different files and different broken references." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Saving a quantized model and loading a dequantized model with device_map=auto are different lifecycle problems." + "reason": "Deepspeed OOM with Adafactor is a different symptom from optimizer.step being called twice." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver interpolation failures." + "reason": "Saving a quantized model and loading a dequantized model with device_map=auto are different workflows and failures." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both touch embeddings/weights, but one is save serialization of tied weights and the other is resize_token_embeddings not propagating outputs." - }, - { - "left": "issue:44261", - "right": "issue:44263", - "accept": false, - "reason": "Layernorm epsilon precision discussion and torch.split return handling are unrelated." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "FlashAttention support for a specific model is not the same as compiled flex_attention breaking on torch>=2.9." - }, - { - "left": "issue:43653", - "right": "issue:45593", - "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Processor save_pretrained missing files is a serialization bug, not a performance regression." + "reason": "Serialization of lm_head.weight is distinct from resize_token_embeddings not updating Gemma4 embeddings/output heads." }, { - "left": "issue:43650", - "right": "issue:45290", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "A placeholder issue and a chat-template crash on tool-call assistant messages are unrelated." + "reason": "Sam3PixelDecoder dummy Conv2d issue does not match Perceiver non-default resolution failure." } ] }, @@ -10714,18 +10624,17 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:16998", - "issue:22355", - "issue:36246", "issue:41628", - "issue:41950", + "issue:42175", "issue:42491", - "issue:42757", "issue:43262", "issue:43299", + "issue:43441", "issue:43450", "issue:43525", "issue:43643", + "issue:43650", + "issue:43653", "issue:43673", "issue:43723", "issue:43761", @@ -10738,271 +10647,265 @@ "issue:44016", "issue:44162", "issue:44188", - "issue:44220", "issue:44242", "issue:44246", - "issue:44291", - "issue:44295", + "issue:44261", + "issue:44263", "issue:44297", "issue:44336", - "issue:44351", "issue:44361", "issue:44373", - "issue:44485", - "issue:44496", "issue:44521", "issue:44589", "issue:44617", "issue:44623", "issue:44671", + "issue:44683", + "issue:44749", "issue:44779", "issue:44987", + "issue:45290", "issue:45362", "issue:45397", "issue:45542", + "issue:45561", + "issue:45563", "issue:45593", "issue:45823" ], "soft_pairs": [ + "issue:43650|issue:45290", + "issue:43653|issue:45593", + "issue:43441|issue:44683", + "issue:44623|issue:44749", + "issue:44261|issue:44263", "issue:44623|issue:45397", "issue:43723|issue:44162", + "issue:42175|issue:43976", "issue:44016|issue:45823", "issue:44361|issue:45593", + "issue:43262|issue:44521", + "issue:43673|issue:43761", "issue:44671|issue:44779", "issue:44987|issue:45542", "issue:43901|issue:43994", "issue:43784|issue:45542", - "issue:44016|issue:44291", - "issue:44188|issue:44336", + "issue:43824|issue:43976", + "issue:43450|issue:44617", "issue:43525|issue:43881", "issue:44297|issue:45397", - "issue:43450|issue:44617", - "issue:43673|issue:43761", - "issue:43262|issue:44521", + "issue:44188|issue:44336", "issue:43525|issue:43643", "issue:41628|issue:43976", "issue:44589|issue:45362", "issue:43901|issue:44246", + "issue:45561|issue:45563", "issue:44336|issue:44373", "issue:42491|issue:43299", - "issue:44242|issue:45593", - "issue:16998|issue:22355", - "issue:44295|issue:45397", - "issue:44246|issue:44496", - "issue:36246|issue:42757", - "issue:44336|issue:44485", - "issue:36246|issue:44351", - "issue:41950|issue:44220", - "issue:43824|issue:43976" + "issue:44242|issue:45593" ], - "prepared_review_unit_hash": "e4747e1e62f358b633ce735429c6bfedcc789fc4f313e04f36464bc320b186d9", + "prepared_review_unit_hash": "37a4260bb630e6fba00f9c8aa45ada2815caa7bd2944bbb1c9dbcce295b9a91e", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36409, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "soft_pair_count": 29, + "serialized_chars": 36071, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformers bug reports that only share broad surface themes like imports, v5 regressions, or multimodal/model-loading issues. I do not see any soft pair that clearly describes the same underlying bug or change.", - "confidence": 0.27, - "canonical_issue_reason": "If a canonical issue must be chosen, issue:41628 is the broadest and most central API-regression report in the set ('Cannot import name AutoImageProcessor'); however, the cluster is not truly cohesive, so this is only a weak canonical fit.", + "summary": "These are mostly unrelated single-bug issues, not true duplicates. None of the soft pairs look like the same underlying bug or change, so all are rejected. The best standalone issue to use as a canonical tracking target is the open multimodal `apply_chat_template` regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the clearest, most actionable bug report in the set: it is specific, reproducible, actively discussed, and describes a concrete regression in `apply_chat_template` for multimodal inputs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:41628 is the best representative by breadth and clarity: it is a direct import/API failure in the Transformers public surface, which is the closest recurring theme across the cluster. Still, it is not a strong duplicate anchor because most other items are model-specific or unrelated.", + "best_issue_reason": "issue:44521 has the strongest combination of clear scope, user impact, and reproducibility, making it the best canonical issue candidate among this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated topics: a vague data request vs a crash in chat template handling with tool calls." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs missing auxiliary losses in D-FINE; different code paths." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but one is a model-specific FlashAttention failure and the other is a torch-version flex_attention regression." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files is unrelated to a performance slowdown in data filtering." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs in different models: layernorm epsilon handling vs `torch.split()` return values." + }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Different failures: saving processor files vs loading Gemma-4 with ZeRO3." + "reason": "Processor save/pretrained file emission is not the same as Gemma4 zero3 loading failure." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 vs an ESM2 model regression; different code paths and symptoms." + "reason": "Generic tokenizer loading issue vs ESM2 model breakage; not the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend dependency packaging vs Python version support; distinct failures." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is unrelated to a device-mapping forward crash." + "reason": "Notebook syntax error is unrelated to a Gemma4 device-map runtime bug." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Tokenizer attribute failure vs missing auxiliary losses; different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression and CLIPVision hidden-states regression are separate model/runtime bugs." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are wrong outputs, but on different models/components: CamemBERT MLM vs Deepseek tokenizer." + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer output are unrelated model-specific regressions." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model-loading regression for a specific repo vs a TensorFlow backend installation issue." + "reason": "Model loading failure for a specific package is not the same as missing TensorFlow backend installation." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for a pipeline argument vs incorrect model/pipeline outputs for SigLIP2." + "reason": "A docs mismatch about `return_all_scores` is unrelated to incorrect SigLIP2 inference results." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Different import failures: sentence-transformers nn import vs undefined TF backend." + "reason": "Importing sentence-transformers fails due to a missing symbol, which is unrelated to backend dependency selection." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + "reason": "Missing Qwen2.5-VL import and Python version incompatibility are different issues." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Torch.compile attention-kernel divergence vs ANSI codes in loading_report; no shared bug." + "reason": "Batched video shape bug is not the same as CUDA OOM in Sam3Video." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Different model-loading issues with different failure causes." + "reason": "Missing `pad_token_id` on Llama4Config and a GLM-4V loading failure are not the same code-path problem." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config metadata bug vs Gemma-4 loading under ZeRO3." - }, - { - "left": "issue:43450", - "right": "issue:44617", - "accept": false, - "reason": "Batched video shape bug vs CUDA OOM on a Sam3Video model." - }, - { - "left": "issue:43673", - "right": "issue:43761", - "accept": false, - "reason": "Generation cache issue during chunked prefill vs CLIPVision hidden_states regression." + "reason": "Tokenizer config serialization mismatch is unrelated to Gemma4 zero3 loading." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Audio sampling-rate default bug is unrelated to multimodal assistant_mask generation." + "reason": "Attention-kernel divergence under torch.compile and ANSI-code output in loading_report are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Llama4 missing pad_token_id is not the same as trust_remote_code dropping fields from AutoConfig." + "reason": "A specific config attribute bug is not the same as missing fields from `trust_remote_code=True` config loading." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Import error for AutoImageProcessor is unrelated to Python version compatibility." + "reason": "Missing `AutoImageProcessor` import and Python 3.9/3.10 support are unrelated." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + "reason": "Storage-class lookup failure and Qwen3.5 chat crash are separate runtime issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch vs slow import; no same underlying bug." + "reason": "Docs wording and import-time performance are not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and a stale generation warning are unrelated." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI output issue vs a wrong docstring." + "reason": "ANSI escape output and a wrong docstring concern different parts of the codebase." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility and the other is model loading; not the same concrete bug." + "reason": "Both mention Qwen3 MoE, but one is a LoRA compatibility regression and the other is a model-loading regression; too different to merge." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Different auxiliary-loss bugs in different models and under different flags." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "Model_max_length question is unrelated to missing transformers.onnx." - }, - { - "left": "issue:44295", - "right": "issue:45397", - "accept": false, - "reason": "Position_ids buffer access bug is unrelated to Gemma-4 ZeRO3 loading." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Slow import and unrecognized model/config errors are different failures." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Different missing-symbol imports from different packages." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "Loading_report ANSI output bug is unrelated to GLM-5 RoPE discussion." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different missing exports and likely different regressions." - }, - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Video pipeline image-processor lookup bug is unrelated to _torch_extract_fbank_features()." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Missing Qwen2.5-VL export is unrelated to Python 3.9/3.10 compatibility." + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss behavior are different model-training issues." } ] }, @@ -11027,23 +10930,26 @@ "cluster_id": "cluster-10000-413", "nodes": [ "issue:36246", + "issue:41950", + "issue:42757", "issue:42886", - "issue:43065", "issue:43232", "issue:43257", "issue:43262", "issue:43352", - "issue:43408", "issue:43526", + "issue:43531", "issue:43596", "issue:43673", "issue:43901", - "issue:43976", "issue:44162", + "issue:44220", "issue:44242", "issue:44246", "issue:44295", "issue:44336", + "issue:44351", + "issue:44485", "issue:44496", "issue:44561", "issue:44749", @@ -11051,21 +10957,19 @@ "issue:44857", "issue:44871", "issue:44877", - "issue:44964", "issue:44987", "issue:44995", "issue:45003", - "issue:45081", "issue:45137", "issue:45200", "issue:45250", "issue:45292", "issue:45362", "issue:45375", + "issue:45397", "issue:45412", "issue:45459", "issue:45561", - "issue:45563", "issue:45584", "issue:45701", "issue:45759", @@ -11075,224 +10979,252 @@ "issue:46132" ], "soft_pairs": [ + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:43531|issue:45362", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:43526|issue:45003", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:45003|issue:45561", "issue:43352|issue:45250", - "issue:43976|issue:44964", "issue:43673|issue:44561", - "issue:42886|issue:46132", - "issue:44242|issue:44857", "issue:44246|issue:44871", - "issue:45081|issue:45362", + "issue:44242|issue:44857", + "issue:36246|issue:43596", "issue:44162|issue:45200", - "issue:44295|issue:44749", "issue:45412|issue:46123", + "issue:44295|issue:44749", "issue:44779|issue:45292", "issue:43901|issue:45003", - "issue:36246|issue:43596", - "issue:43526|issue:45003", - "issue:45561|issue:45563", - "issue:43232|issue:44336", - "issue:45987|issue:46082", "issue:45292|issue:45584", - "issue:44877|issue:45375", + "issue:45987|issue:46082", "issue:44496|issue:45003", - "issue:44987|issue:45459", "issue:45292|issue:45701", + "issue:44987|issue:45459", + "issue:44877|issue:45375", + "issue:43232|issue:44336", "issue:45375|issue:45759", "issue:43257|issue:45137", "issue:43262|issue:44246", - "issue:44995|issue:45200", - "issue:43065|issue:43408" + "issue:44995|issue:45200" ], - "prepared_review_unit_hash": "174a22e42dafb6e0fca1612fda99a4d2d3acde667f778e3522fd8e17c1563924", + "prepared_review_unit_hash": "283b248fb8a4e6a009bce671037a9bacc0da7611a391c47642be95c89c836d69", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35338, - "estimated_input_tokens": 8835, - "estimated_eval_tokens": 17926 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad subsystem keywords (tokenizers, generation, configs, deepspeed, audio, vision) but not the same underlying bug or change. I would not merge any of the soft edges, and there are no PRs in the set.", - "confidence": 0.24, - "canonical_issue_reason": "If a single issue must anchor the cluster, issue:44246 is the broadest cross-cutting regression here, but it is not a true duplicate of the others.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that were grouped by superficial keyword similarity, not by a shared underlying defect. No soft-edge pair is close enough to merge, and there are no PRs in the input.", + "confidence": 0.92, + "canonical_issue_reason": "No exact duplicate anchor stands out. If one representative issue must be chosen, issue 44246 is the broadest and most discussion-heavy, but it is still not a duplicate of the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the best global representative only because it is broad and central enough to stand in for the cluster, though the set is too mixed to justify a real canonical issue.", + "best_issue_reason": "Issue 44246 is the best cluster representative because it is generic, high-discussion, and closest to the accidental 'import/loading' theme of the group, though it should not be treated as the same bug as the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "One is a model-specific Flash Attention support error; the other is a generic Flash Attention 2.0 topic, not the same bug." + "reason": "Different failures: one is a position_ids buffer access issue, the other is a Gemma-4 zero3 from_pretrained/config loading problem." }, { - "left": "issue:43976", - "right": "issue:44964", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Python version compatibility and a multimodal model loading failure are different failure modes and code paths." + "reason": "One is intermittent import slowness; the other is an unrecognized model/config parsing error. Same broad loading area, different bug." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different pipelines and code paths: video classification mistakenly uses image processors, while the other is a feature extraction issue." + }, + { + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Chunked-prefill cache handling and removal of a helper used by trust_remote_code are unrelated issues." + "reason": "Both involve Qwen models, but the symptoms differ: sliding_window handling vs a chat-generation crash on Qwen3.5-35B." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache tokenization loading and AttentionInterface.register behavior do not point to the same underlying change." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated issues." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "A MoE load-balancing loss omission and an AMP/CUDA image-loss crash are distinct bugs." + "reason": "Both are ImportError reports, but for different symbols and packages: Qwen2_5_VLImageProcessor vs is_offline_mode from huggingface_hub." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Import-time slowdown and Gemma eos_token_id config inconsistency are unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to unsafe sys.modules access in modeling_utils." }, { - "left": "issue:45081", - "right": "issue:45362", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Mistral tokenizer regex patching and Qwen chat crashes are different concrete code paths." + "reason": "Different missing imports in different subsystems; these are not the same underlying failure." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaults are separate model-specific issues." + "reason": "ANSI escape code leakage in loading_report is unrelated to the GLM-5 RoPE implementation discussion." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "A position_ids buffer error and a reported filtering slowdown are not the same bug." + "reason": "Unsafe sys.modules access and a pytest-xdist race on captured_info.txt are different concurrency/IO problems." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "RT-DETR memory not being released and MaskGenerationPipeline dropping final partial-batch results are unrelated." + "reason": "Specific model support error for NemotronHForCausalLM is not the same as the generic Flash Attention 2.0 issue." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Tokenizer behavior changes and resize_token_embeddings not updating output embeddings are different bugs." + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are separate v5 regression reports." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma eos_token_id configuration mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "A docs/behavior mismatch in TextClassificationPipeline and unsafe sys.modules access are unrelated." + "reason": "Load-balancing loss omission in MoE routing is not the same bug as an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen image processor import failure and DeepSpeed/Bert zero3 index error are clearly different." + "reason": "Qwen2.5 VLImageProcessor import failure and DeepSpeed/BertModel index error are unrelated." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and sys.modules access in modeling_utils are unrelated." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific regressions." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released after RT-DETR deletion is unrelated to MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "A pytest-xdist file race and a stale paging warning in generate() are not the same problem." + "reason": "Position_ids buffer access and post-upgrade filtering slowdown are unrelated." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Generation kwargs update logic and ANSI handling in loading_report are unrelated." + "reason": "Deepseek tokenization correctness and resize_token_embeddings/output_embeddings mismatch are different code paths." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "StaticCache sequence-length contract and LlamaConfig head_dim validation are different issues." + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription generation failure do not share the same root cause." + "reason": "Embedding resize behavior and Whisper empty transcription after align_special_tokens are unrelated." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Both touch strict config handling, but one is a load failure and the other is silent field dropping; different bugs." + "reason": "StaticCache.get_seq_length return type and LlamaConfig head_dim validation are separate API issues." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access are distinct code paths." + "reason": "Unrecognized model/config loading and unsafe sys.modules access are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings behavior is unrelated to version-dependent tokenization changes." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a specific model repo and masking tokenizer errors when protobuf is absent are unrelated." + "reason": "Physical-intelligence/fast loading failure and hidden protobuf decode errors are different tokenizer/loading bugs." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Embedding resize behavior and a tokenization-version-change report are not the same underlying change." + "reason": "Strict config rejection for granite_speech is not the same as a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and ANSI output in loading_report are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Strict config field handling and composite-config unwrapping in from_config are different bugs." + "reason": "Missing config field in Qwen3_5MoeVisionConfig and unwrapping text_config in composite Qwen multimodal configs are distinct issues." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and a ZeRO3 deque underflow are unrelated." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to a DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and import slowness are not the same issue." + "reason": "Audio chat-template sampling-rate defaulting and import-time slowness do not share a code path." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale indexer cache crash and Gemma 4 token-type defaults are different bugs." - }, - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and a model-type mismatch warning for sam3_video/sam3_tracker are separate issues." + "reason": "Stale indexer cache crash in GlmMoeDsa and Gemma 4 token-type defaults are unrelated." } ] }, @@ -11318,10 +11250,12 @@ "nodes": [ "issue:28282", "issue:30990", + "issue:41628", "issue:42886", "issue:42994", + "issue:43065", "issue:43232", - "issue:43452", + "issue:43408", "issue:43475", "issue:43482", "issue:43540", @@ -11329,8 +11263,8 @@ "issue:43646", "issue:43653", "issue:43673", - "issue:43827", "issue:43931", + "issue:44038", "issue:44060", "issue:44077", "issue:44162", @@ -11346,17 +11280,15 @@ "issue:44933", "issue:44977", "issue:44995", - "issue:45003", "issue:45137", "issue:45229", - "issue:45230", + "issue:45278", "issue:45310", "issue:45335", "issue:45356", "issue:45381", "issue:45397", "issue:45459", - "issue:45561", "issue:45563", "issue:45588", "issue:45600", @@ -11366,246 +11298,259 @@ "issue:46132" ], "soft_pairs": [ + "issue:43065|issue:43408", "issue:43475|issue:43540", + "issue:42886|issue:45229", "issue:43653|issue:44162", + "issue:44060|issue:44077", "issue:44995|issue:45588", - "issue:45397|issue:45656", "issue:44466|issue:45335", "issue:44368|issue:44977", + "issue:45397|issue:45656", "issue:44368|issue:45563", "issue:45137|issue:45600", "issue:43673|issue:44734", - "issue:45003|issue:45561", - "issue:42886|issue:45229", + "issue:43065|issue:46123", "issue:43931|issue:44368", - "issue:44060|issue:44077", "issue:44933|issue:45459", "issue:44869|issue:45356", + "issue:43232|issue:43673", "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:44871|issue:46132", "issue:43646|issue:44162", - "issue:43452|issue:45003", - "issue:43673|issue:43827", + "issue:43673|issue:45278", "issue:44623|issue:45656", "issue:44749|issue:45656", "issue:44749|issue:45310", "issue:42994|issue:43482", - "issue:43232|issue:43673", "issue:28282|issue:30990", "issue:43475|issue:45381", "issue:43475|issue:43643", "issue:46077|issue:46123", - "issue:45230|issue:45397" + "issue:44038|issue:44623", + "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "d00d3bd599a400ba1b141553b2306a85722d42576b96e8eb6115ff23a25fe205", + "prepared_review_unit_hash": "e2562c88e5ef264350a9b2f47963ff243ef651ea9a015dfac1a77b6e270d4caa", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36937, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "soft_pair_count": 32, + "serialized_chars": 37189, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports across different models, APIs, and regression types. None of the soft pairs look like true duplicates, so I would not merge any of them.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43646 is the broadest regression report in the set: Transformers 5.0.0 breaking custom model initialization. It is the best umbrella-style issue among otherwise mostly model-specific bugs.", + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, tokenizer/serialization regressions, generation bugs, and model-specific failures, mostly around Transformers v5. None of the soft pairs look like the same underlying bug/change, so they should all stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate emerges; the issues are thematically related but describe different failures in different code paths and models.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most generally applicable and central to the apparent v5 regression theme, so it is the strongest single issue to anchor triage.", + "best_issue_reason": "issue:45278 is the broadest umbrella report in the set and best represents the cluster\u2019s overall v5 import/regression theme, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer vs SAM3 video/tracker model-type mismatch; different symptoms and code paths." + }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different models and failures: SAM 3 video encoder missing a field vs a Qwen3OmniMoe video-input ValueError." + "reason": "Missing fpn_position_embeddings in SAM3 vision output vs video-input ValueError in Qwen3OmniMoe; unrelated models and bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading bug vs multi-GPU Gemma4 CUDA OOM; not the same failure." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Different bug signatures and model families: BigBirdTokenizer special-token registration vs ESM2 being broadly broken." + "reason": "BigBirdTokenizer special-token registration issue vs ESM2 broken model behavior; different tokenizer/model problems." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Unrelated runtime paths: stale indexer cache on second forward pass vs flash-attention crashing on s_aux=None." + "reason": "Incorrect tied-weights warning in Qwen3-Next vs patchtsmixer post_init compatibility policy; unrelated." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Both mention DeepSpeed, but one is a ZeRO3 from_pretrained load issue and the other is double optimizer stepping; not the same root cause." + "reason": "Stale indexer cache crash on second forward pass vs flash_attention sink-less AttributeError; different code paths." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + "reason": "Device-dependent tied-weight serialization bug vs resize_token_embeddings not updating decoder.embed_tokens; different mechanisms." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-weights warning is not the same as a Qwen3.5 flash-attention generation failure." + "reason": "Tie_word_embeddings warning in Qwen3.5 LoRA vs flash-attention generation failure; not the same issue." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma4 zero3 from_pretrained failure vs DeepSpeed double optimizer step; separate distributed-training bugs." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Different warnings on different code paths: tied-weights config warning vs stale num_return_sequences warning." + "reason": "Tie-word-embeddings warning vs stale num_return_sequences warning in paged generate(); both are warnings but not the same bug." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and removed Sam3LiteText auto_mapping references are unrelated subsystems." + "reason": "DeepSpeed ZeRO3 deque underflow vs Sam3LiteText removed-config CI breakage; unrelated failures." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both are generation/cache-related, but chunked_prefill cache handling and /v1/responses KV-cache indexing are different concrete bugs." - }, - { - "left": "issue:45003", - "right": "issue:45561", - "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to a pytest-xdist file race in testing utils." + "reason": "Generation cache missing in chunked_prefill vs serve /v1/responses KV-cache indexing crash; different generation layers." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Tokenizer offline cache loading on 4.57.3 and Gemma4 multi-GPU CUDA OOM have no shared underlying bug." + "reason": "SAM3 decoder dummy Conv2d vs mask pipeline final-batch bookkeeping bug; unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch during loading is distinct from a tied-weights warning in Qwen3.5." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Tied-weight warning logic and patchtsmixer post_init policy are different issues." + "reason": "Qwen3-VL-30B shape mismatch vs Qwen3.5 tied-embeddings warning; different model initialization issues." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Removed image_utils import and protobuf error masking are separate tokenizer/utility regressions." + "reason": "Removed image_utils import vs protobuf decode-error handling; both are import-related but not the same bug." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 codec/regression warning are different tokenizer/decoding bugs." + "reason": "Whisper trailing replacement-character decode crash vs Kimi tokenizer regression; different tokenizer logic." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs update bug vs chunked_prefill cache missing; separate generation regressions." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but tokenizer_config.json mismatch and missing processor files are distinct serialization problems." + "reason": "tokenizer_class mismatch on save_pretrained vs processor.save_pretrained missing files; adjacent serialization area but different defects." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a performance slowdown after upgrading Transformers are not the same bug." + "reason": "MLukeTokenizer AttributeError vs a 10x slowdown in data filtering after upgrade; not the same symptom or path." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register changing function behavior." + "reason": "Gemma-3 eos_token_id inconsistency vs AttentionInterface.register behavior change; unrelated configuration vs API behavior." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage is broader, but ESM2 is a separate model-specific regression." + "reason": "Generic custom model initialization breakage vs ESM2 broken; one is framework-level, the other model-specific." }, { - "left": "issue:43452", - "right": "issue:45003", + "left": "issue:43673", + "right": "issue:45278", "accept": false, - "reason": "gguf_file from_pretrained breakage and unsafe sys.modules access are different code paths and failures." + "reason": "Generation cache regression vs broad import errors after upgrade; too different to be duplicates." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Generation cache missing in v5.0.0 and docs still referencing removed pipeline() APIs are unrelated." + "reason": "Missing processor save files vs duplicate optimizer.step under DeepSpeed; different subsystems." }, { - "left": "issue:44623", + "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Missing processor save files and DeepSpeed double optimizer stepping are different issues." + "reason": "Performance regression in filtering vs optimizer-step duplication; not the same underlying bug." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "A speed regression after upgrading Transformers is not the same as a Qwen3.5 MoE from_pretrained error." + "reason": "Filtering slowdown after upgrade vs Qwen3.5 MoE from_pretrained error; different behaviors." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate save/load bugs." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Both involve generation internals, but sync_gpus kwargs handling and chunked_prefill cache behavior are different failures." + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure in v5; save vs load and different model formats." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch import error and Sentence Transformers getting stuck loading are unrelated." + "reason": "Missing PyTorch dependency import error vs Sentence Transformers loading hang; different failure modes." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different video-input bugs in different Qwen/SAM model families; no evidence of a shared root cause." + "reason": "SAM3 vision encoder attribute error vs Qwen2.5-VL video position-id bug; unrelated multimodal models." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "A SAM/Qwen video-encoder attribute error is unrelated to trust_remote_code losing fields in AutoConfig." + "reason": "SAM3 encoder output attribute missing vs AutoConfig trust_remote_code missing fields; different object-construction bugs." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 causal-mask construction and MaskGenerationPipeline partial-batch handling are different pipeline/model bugs." + "reason": "Gemma4 attention-mask construction issue vs pipeline final partial-batch dropping results; unrelated." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "The generic bug report does not match the specific Gemma4 ZeRO3 from_pretrained failure." + "reason": "Qwen3-VL-Moe compatibility issue vs processor.save_pretrained missing files; different code paths." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor vs nonexistent image_utils import; both imports, but not the same missing symbol or breakage." } ] }, @@ -11640,305 +11585,289 @@ "issue:42831", "issue:42898", "issue:42994", - "issue:43065", "issue:43232", - "issue:43278", "issue:43377", "issue:43475", + "issue:43504", "issue:43525", + "issue:43526", + "issue:43673", "issue:43704", - "issue:43784", "issue:43824", - "issue:43901", + "issue:43873", + "issue:43976", "issue:44038", "issue:44188", "issue:44222", "issue:44242", "issue:44351", - "issue:44373", "issue:44496", "issue:44568", - "issue:44623", "issue:44661", - "issue:44734", "issue:44792", "issue:44933", + "issue:44945", "issue:44964", "issue:45081", "issue:45092", "issue:45103", "issue:45137", "issue:45200", + "issue:45230", "issue:45310", "issue:45375", + "issue:45397", "issue:45478", "issue:45561", - "issue:45600", "issue:45712", - "issue:45812", - "issue:46123" + "issue:45753" ], "soft_pairs": [ - "issue:44038|issue:44623", - "issue:41628|issue:44933", + "issue:45230|issue:45397", "issue:42371|issue:45092", "issue:43475|issue:44661", - "issue:45081|issue:45103", "issue:42994|issue:43525", + "issue:45081|issue:45103", "issue:45375|issue:45478", "issue:45310|issue:45375", + "issue:43873|issue:44945", "issue:41628|issue:44351", + "issue:43232|issue:44188", "issue:42673|issue:43704", "issue:42831|issue:44222", + "issue:44945|issue:45753", "issue:36010|issue:41628", "issue:44222|issue:45310", "issue:42994|issue:43824", "issue:42175|issue:45712", + "issue:43673|issue:44188", + "issue:43232|issue:44792", "issue:44038|issue:45310", "issue:44964|issue:45137", "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", "issue:42222|issue:45200", "issue:43377|issue:44242", - "issue:45561|issue:45600", - "issue:43232|issue:44792", - "issue:43901|issue:45561", + "issue:42175|issue:44933", "issue:42898|issue:44568", - "issue:30990|issue:35141", - "issue:43065|issue:46123", - "issue:43232|issue:44188", - "issue:44188|issue:44373", - "issue:44623|issue:45310", - "issue:43278|issue:45137", - "issue:42898|issue:45812", - "issue:43784|issue:43824", - "issue:44734|issue:45103" + "issue:43976|issue:44933", + "issue:30990|issue:35141" ], - "prepared_review_unit_hash": "be7240d23d0ba6fc91e17704d0e75fb9b2a40397654a0bdf31ce1359028c31d8", + "prepared_review_unit_hash": "a7e037ee7badb2c01c6401960f7c59757ecf72f326217dd37ca18716810cae48", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37544, - "estimated_input_tokens": 9386, - "estimated_eval_tokens": 19028 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated closed issues, but it does contain two exact duplicate anchors: the Qwen3ForCausalLM VRAM leak pair (42673/43704) and the Qwen3.5 MoE from_pretrained error pair (45310/45478). The remaining soft links are mostly broad theme overlaps (imports, Qwen, FP8, tokenization) rather than the same underlying bug.", - "confidence": 0.87, - "canonical_issue_reason": "issue:42673 is a strong canonical issue because it is one half of an exact duplicate pair with the same title and symptom, and it has the richer discussion trail; however, the cluster also contains another exact duplicate pair (issue:45310/issue:45478), so this is not the only duplicate anchor.", + "summary": "This cluster is mostly unrelated Transformers bug reports, but two duplicate groups stand out: the exact-title Qwen3.5 MoE from_pretrained pair (45310/45478) and the exact-title Qwen3ForCausalLM VRAM leak pair (42673/43704). The remaining soft edges mostly look like nearby-but-distinct regressions rather than true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45310 is the best canonical issue anchor because it is the earliest report in the exact-title Qwen3.5 MoE from_pretrained duplicate pair with 45478, and it cleanly represents that specific regression. It also sits at the center of the small Qwen3.5 MoE-related neighborhood better than the later duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best issue representative overall because it is an exact duplicate anchor with more discussion activity than its twin and is clearer as a canonical entry for one of the two true duplicate subclusters.", + "best_issue_reason": "45310 is the strongest global issue candidate because it is a concrete, high-signal bug report with an exact duplicate at 45478. The other items are mostly isolated import, config, or runtime regressions, with 42673/43704 forming the other clear duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Different problems: a Qwen3-VL-Moe bug vs missing processor save_pretrained files." - }, - { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and different modules." + "reason": "Generic placeholder report vs a specific Gemma 4 zero3 bug; not the same underlying issue." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Unrelated: TF32 settings guidance vs a remote-code/meta-init model loading incompatibility." + "reason": "TF32 API guidance issue and an InternVL2 meta-init compatibility bug are unrelated." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "Different code paths: a Sam3VisionEncoderOutput attribute error vs add-new-model-like / tokenizer mapping logic." + "reason": "SAM3 vision encoder attribute error vs tokenizer-mapping model registration failure; different code paths." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Different crashes in unrelated areas: tokenizer regex patching vs auto-docstring annotation handling." + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different bugs." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Different issues: quantized model saving vs missing pad_token_id on Llama4Config." + "reason": "Mistral tokenizer regex crash and auto_docstring annotation crash are unrelated subsystems." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained failure; not the same bug." + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained failure; not enough evidence of the same bug." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Related model family, but one is a generic from_pretrained error and the other is a vision config field being dropped." + "reason": "Both touch Qwen3.5 MoE, but one is a generic from_pretrained error and the other is a specific config-field-dropping issue." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different problems." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different APIs and different failure causes." + "reason": "AutoImageProcessor import failure and HybridCache import failure are distinct missing-export issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs bug after sync_gpus and torch.compile attention-kernel divergence do not describe the same failure." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title, same model, same symptom: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + "reason": "Exact same title, same model, same VRAM leak symptom; clear duplicate report." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Different FP8-related bugs: accuracy regression vs save_pretrained failure." + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are different FP8 issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel LLM output corruption and Qwen3_5 image infinite loop are unrelated symptoms." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different missing imports from different namespaces and likely different fixes." + "reason": "GenerationMixin import error and AutoImageProcessor import error are separate import regressions." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "One is FP8 save_pretrained, the other is a Qwen3.5 MoE from_pretrained error." + "reason": "FP8 MoE save_pretrained failure is unrelated to the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "No shared bug: model saving failure vs a specific model import error." + "reason": "Quantized saving bug and Qwen2.5-VL import error are different breakages." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Different domains: dependency backend packaging vs leftover dummy classes in repo checks." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Same broad Qwen/MoE area, but different models and different failure modes." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Unrelated: model loading incompatibility vs a DeepSpeed ZeRO3 deque error." - }, - { - "left": "issue:44496", - "right": "issue:45561", - "accept": false, - "reason": "Different subsystems: model config recognition vs pytest-xdist file race." + "reason": "Backend dependency packaging issue and leftover dummy-class cleanup issue are unrelated." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Different model families and different bugs: VitPose breakage vs Gemma 4 token-type defaults." + "reason": "Cache-missing generation bug and attention-kernel divergence under torch.compile are different code paths." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Different model behavior bugs: padding-mask batching mismatch vs router-logit loss accounting." + "reason": "Generation kwargs handling and Janus image-generation test failure are not the same bug." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "A test worker race is unrelated to stale auto_mappings references." + "reason": "Qwen3-VL-Moe compatibility issue and Qwen3.5 MoE from_pretrained error are different model-specific regressions." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Different generation/serving bug vs a Janus image-generation test failure." + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." }, { - "left": "issue:43901", + "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Documentation mismatch for pipeline arguments is unrelated to a parallel test race." - }, - { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Both involve tokenization behavior, but one is clean-up spacing in v5 and the other is add_special_tokens BOS/EOS handling." + "reason": "Model config loading error and pytest-xdist file race are separate concerns." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:45561", "accept": false, - "reason": "Completely different bugs: loading hang in sentence-transformers vs embedding reinitialization after resize." + "reason": "BeitImageProcessorFast label reduction bug and xdist race on captured_info.txt are unrelated." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Different models and different failures: dummy Conv2d placeholder vs final partial batch handling." + "reason": "BEiT pretrained preset legacy-field issue and xdist race condition are not the same bug." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Generation kwargs handling is unrelated to attention-kernel divergence under torch.compile." + "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaulting are different model families and failures." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "One is a runtime kernel divergence bug; the other is a wrong docstring." + "reason": "MIMI batching/padding-mask inconsistency and MoE load-balancing loss omission are unrelated behaviors." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Different failure surfaces: processor save_pretrained output vs Qwen3.5 MoE loading." + "reason": "Packaging backend omission and missing image_utils import are different issues." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Different execution contexts: dtype drift between train/eval vs a ZeRO3 deque underflow." + "reason": "Tokenization-spaces behavior change and BOS/EOS insertion regression are separate tokenizer behavior bugs." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different missing names and different compatibility breaks." + "reason": "Python version compatibility issue and missing image_utils import are unrelated." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Different areas: serve KV-cache continuation indexing vs auto-docstring annotation parsing." + "reason": "Sentence Transformers loading hang and embedding reinitialization after resize are different model-loading/training bugs." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is not fully grounded: the packet contains another exact duplicate pair, issue:45310 and issue:45478, so it is inaccurate to call issue:42673/issue:43704 the only strong duplicate anchor. The soft-edge rejections are generally conservative, but the best/canonical rationale and confidence overstate how singular the duplicate structure is in this cluster." + "feedback": "The summary is not fully grounded in the packet. It says the only clear duplicate soft edge is the Qwen3ForCausalLM VRAM leak pair, but the packet also contains an exact-title duplicate pair for issue 45310 and 45478 (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`). The conservative verdicts are mostly fine, but the summary should acknowledge both clear duplicate pairs rather than singling out only one." }, "evaluator_used": true, "retried": true, @@ -11959,24 +11888,24 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ + "issue:22355", "issue:28282", "issue:30333", "issue:33290", "issue:34689", - "issue:35141", "issue:36331", "issue:41628", - "issue:42175", "issue:42757", "issue:42831", "issue:42898", "issue:43116", - "issue:43232", + "issue:43278", "issue:43479", - "issue:43673", + "issue:43644", "issue:43723", + "issue:43784", + "issue:43824", "issue:43874", - "issue:43976", "issue:44060", "issue:44079", "issue:44188", @@ -11985,296 +11914,304 @@ "issue:44222", "issue:44295", "issue:44297", + "issue:44373", "issue:44448", - "issue:44484", "issue:44568", "issue:44623", + "issue:44734", "issue:44779", "issue:44869", "issue:44933", - "issue:44977", "issue:45071", "issue:45092", "issue:45103", "issue:45125", + "issue:45137", "issue:45245", "issue:45310", "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:45834", + "issue:45812", "issue:46082", "issue:46132" ], "soft_pairs": [ + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:43278|issue:45137", + "issue:44188|issue:44373", + "issue:42898|issue:45812", + "issue:43784|issue:43824", "issue:30333|issue:33290", + "issue:44734|issue:45103", "issue:43723|issue:44568", "issue:42898|issue:45356", "issue:42898|issue:44779", - "issue:45405|issue:45712", "issue:44060|issue:45125", + "issue:45405|issue:45712", "issue:43874|issue:45092", "issue:42898|issue:44448", - "issue:43673|issue:44188", "issue:44448|issue:46132", - "issue:44295|issue:45656", "issue:44933|issue:45712", - "issue:42175|issue:44933", - "issue:43976|issue:44933", + "issue:44295|issue:45656", "issue:44222|issue:44297", - "issue:43479|issue:44079", "issue:43116|issue:44190", "issue:44297|issue:45656", + "issue:43479|issue:43644", "issue:44190|issue:46082", "issue:42831|issue:44623", - "issue:43479|issue:44869", "issue:44222|issue:44623", "issue:45245|issue:46132", "issue:44206|issue:45103", "issue:30333|issue:36331", "issue:41628|issue:42757", + "issue:22355|issue:28282", "issue:45071|issue:46082", "issue:30333|issue:34689", - "issue:44297|issue:45310", - "issue:44222|issue:44484", "issue:28282|issue:30333", - "issue:43723|issue:44977", - "issue:30333|issue:35141", - "issue:43232|issue:45834" + "issue:44297|issue:45310" ], - "prepared_review_unit_hash": "436db670b87c0afd073761d36f2b3f834864bd9e454b54db855410a426d11f50", + "prepared_review_unit_hash": "ade93e1a6ce02b6814aa6a2eadd41ff9303a9bffe8c0da02f007989cc43c1ce0", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37311, - "estimated_input_tokens": 9328, - "estimated_eval_tokens": 18912 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38210, + "estimated_input_tokens": 9553, + "estimated_eval_tokens": 19362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose set of superficially similar Transformers issues, but the soft pairs are not true duplicates; they span unrelated training, tokenizer, multimodal, packaging, and generation bugs.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a good canonical for the whole cluster because the items are heterogeneous; at best, 42898 is a broad tokenizer-v5 regression example, but it does not cover the rest.", + "summary": "The candidate pairs are mostly unrelated issues that only share broad subsystem keywords (tokenization, configs, deepspeed, imports, etc.). I would reject every soft edge and treat this cluster as heterogeneous rather than a duplicate set.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate emerges from these items; if forced to anchor the cluster, issue 45812 is the strongest standalone regression report because it is concrete, user-visible, and broadly scoped.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable as a representative because the cluster does not share one underlying bug or code path.", + "best_issue_reason": "Issue 45812 is the best standalone issue in the set: it describes a clear silent v4\u2192v5 regression with broad impact across Granite models and a concrete failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different code paths: multimodal config defaults vs Whisper timestamp decoding." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files on save_pretrained is unrelated to Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence is unrelated to a docstring typo." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenization cleanup behavior and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import failure is unrelated to missing Qwen2_5_VL class export." + }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training and DeepSpeed Adafactor OOM are unrelated trainer problems." + "reason": "MLflow reporting on failed jobs is unrelated to Adafactor OOMs in DeepSpeed." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to auto-docstring annotation handling." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both concern tokenizers in v5, but one is a load failure and the other is missing BOS/EOS insertion; different code paths." + "reason": "Both are tokenizer regressions, but they affect different APIs and failure modes." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is codec handling in Kimi-K2.5." + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior vs Kimi-K2.5 codec handling." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Tokenizer-related v5 regressions, but clean_up_tokenization_spaces and DeepSeek incorrect output are distinct bugs." + "reason": "Different models and symptoms; these are separate tokenizer regressions." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "A PEFT version pin issue and leftover dummy PT classes are unrelated maintenance problems." + "reason": "Tied-weights warning bug is unrelated to missing tensor-parallel plan support." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Both are Qwen3 MoE issues, but tied-weight warnings and missing _tp_plan are different model-initialization concerns." + "reason": "Dependency version bump issue is unrelated to dummy PT object leakage." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Both affect multimodal model loading, but one is a missing image patch helper and the other is meta-init compatibility for old checkpoints." + "reason": "Image processor API break is unrelated to remote-code meta-init incompatibility." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "One is tokenizer cleanup behavior, the other is Pegasus output drift; not the same underlying bug." - }, - { - "left": "issue:43673", - "right": "issue:44188", - "accept": false, - "reason": "Generation cache handling and torch.compile attention-kernel branching are separate code paths." + "reason": "General v5 tokenization behavior change is unrelated to Pegasus output regression." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output regression and AttentionInterface.register behavior change are unrelated." - }, - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "A position_ids buffer read error and a double optimizer step under DeepSpeed are different runtime bugs." + "reason": "Pegasus output difference is unrelated to AttentionInterface.register behavior change." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import and dummy_pt_objects cleanup are both import-related only at a very broad level; not the same issue." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Backend extras packaging and an image_utils import failure are unrelated import/package problems." + "reason": "Missing image_utils import is unrelated to dummy class cleanup." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Python version support and a nonexistent image_utils import are not the same bug." + "reason": "Position_ids buffer access bug is unrelated to optimizer stepping twice in DeepSpeed." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE model saving and the other is tokenizer_class metadata." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Phi4 multimodal config defaults and ModelOutput key assignment are unrelated object-init bugs." + "reason": "FP8 save_pretrained bug is unrelated to tokenizer config class mismatch." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Example-script multi-label classification output and local dataset loading are different example failures." + "reason": "Text classification example bug is unrelated to image-classification local dataset loading." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata and DeepSpeed double optimizer stepping are unrelated." + "reason": "Tokenizer save_pretrained metadata bug is unrelated to DeepSpeed optimizer stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization is unrelated to non-persistent buffer corruption." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Image-classification dataset loading and LlamaConfig head_dim validation are unrelated." + "reason": "Dataset loading failure is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated save/runtime issues." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Phi4 config initialization and Whisper timestamp decoding are unrelated bugs." + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor save_pretrained missing files." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 model save_pretrained and processor.save_pretrained missing files are both saving-related but not the same object or failure." + "reason": "MoE FP8 save_pretrained is unrelated to processor save_pretrained missing files." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limits and AttentionInterface.register behavior are unrelated." + "reason": "Category limit error is unrelated to AttentionInterface.register behavior." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor center-arg regression and auto_docstring annotation handling are different subsystems." + "reason": "Feature extractor center-arg crash is unrelated to auto-docstring future-annotations crash." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Failed-job MLflow reporting and CustomTrainer.compute_loss signature changes are distinct trainer issues." + "reason": "Failed-job MLflow reporting is unrelated to CustomTrainer compute_loss signature mismatch." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "AutoImageProcessor import and huggingface_hub is_offline_mode import are different missing-import problems." + "reason": "Transformers AutoImageProcessor import failure is unrelated to huggingface_hub offline-mode import failure." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "onnx import error is unrelated to missing PyTorch for AutoModel." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim rejection are unrelated validation bugs." + "reason": "PretrainedConfig type-checking break is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading are unrelated." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer save metadata and Qwen3.5 MoE from_pretrained errors do not share the same root cause." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 MoE save_pretrained and max_shard_size questions are different save_pretrained concerns." + "reason": "MLflow reporting on failed jobs is unrelated to Llama 3.2 model loading regression." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "PyTorch missing import error and failed-training MLflow reporting are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation issues are unrelated." + "reason": "Missing PyTorch import error is unrelated to MLflow reporting on failed training jobs." }, { - "left": "issue:30333", - "right": "issue:35141", - "accept": false, - "reason": "Training-job reporting and embedding resize/post_init reinitialization are different bugs." - }, - { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Generation kwargs update after sync_gpus and Kosmos2.5 OCR index error are unrelated." + "reason": "Tokenizer class metadata bug is unrelated to Qwen3.5 MoE from_pretrained loading failure." } ] }, @@ -12298,9 +12235,9 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:22355", - "issue:28282", + "issue:30333", "issue:30990", + "issue:35141", "issue:38175", "issue:39401", "issue:41628", @@ -12309,269 +12246,282 @@ "issue:42886", "issue:42907", "issue:42994", - "issue:43066", + "issue:43232", "issue:43479", - "issue:43576", - "issue:43644", "issue:43723", "issue:43761", - "issue:43784", "issue:43824", - "issue:43873", "issue:44038", - "issue:44117", + "issue:44222", "issue:44261", "issue:44263", "issue:44295", "issue:44360", "issue:44373", + "issue:44442", "issue:44483", + "issue:44484", "issue:44485", "issue:44514", "issue:44568", "issue:44623", - "issue:44704", "issue:44829", "issue:44871", "issue:44913", - "issue:44945", + "issue:44977", + "issue:44991", "issue:45092", "issue:45103", "issue:45278", "issue:45310", "issue:45357", "issue:45406", + "issue:45593", "issue:45753", + "issue:45834", "issue:46002", "issue:46050", "issue:46082" ], "soft_pairs": [ - "issue:43873|issue:44945", + "issue:44222|issue:44484", + "issue:30333|issue:35141", + "issue:43723|issue:44977", + "issue:43232|issue:45834", "issue:44263|issue:45092", - "issue:44373|issue:44485", "issue:43761|issue:46082", "issue:44483|issue:45406", + "issue:44373|issue:44485", "issue:44263|issue:44360", "issue:44295|issue:44623", "issue:44514|issue:45103", - "issue:43479|issue:43644", "issue:43723|issue:44871", "issue:45092|issue:45357", + "issue:43723|issue:44991", "issue:30990|issue:38175", "issue:42907|issue:46050", "issue:44829|issue:46002", + "issue:43723|issue:44442", "issue:44261|issue:45092", "issue:41628|issue:43824", "issue:42831|issue:45310", - "issue:44263|issue:44373", - "issue:22355|issue:28282", "issue:43479|issue:44913", + "issue:44263|issue:44373", "issue:42831|issue:44038", "issue:39401|issue:44568", "issue:42757|issue:45278", - "issue:44945|issue:45753", "issue:42886|issue:42994", - "issue:42886|issue:43066", - "issue:43576|issue:43784", - "issue:44117|issue:44704" + "issue:43232|issue:45593", + "issue:42831|issue:45753" ], - "prepared_review_unit_hash": "9ecdfef919c14c9040de2db607f28ee865a540252d115a9c9db5c0977567c4b2", + "prepared_review_unit_hash": "3d9015c64d21af1a45c546428cb9148c97775d3d18a1e0a556a359b997f6166f", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35173, - "estimated_input_tokens": 8794, - "estimated_eval_tokens": 17844 + "soft_pair_count": 29, + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are semantically related only at a very broad Transformers-v5 / model-IO level, but they span distinct bugs: import/export failures, tokenizer behavior, quantization save/load, config handling, multimodal processor crashes, and runtime accuracy regressions. None of the soft pairs look like true duplicates of the same underlying fix.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated Transformers/HF bugs. There are a few loose themes around v5 tokenizer/import/load regressions and save/load edge cases, but none of the soft pairs are the same concrete defect, so all soft edges are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "No true cluster-wide duplicate exists; issue 43723 is the broadest representative because it describes a generic v5 tokenizer-loading regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest umbrella in the set for import-related regressions after upgrading Transformers, but the cluster is too heterogeneous for it to serve as a true canonical duplicate for everything here.", + "best_issue_reason": "Issue 43723 is the most generally scoped and actionable report among the loading/import regressions, so it is the best single representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel output errors are different code paths and different failure modes." + "reason": "Both mention save_pretrained, but one is FP8/MoE saving and the other is a generic shard-size question; different problems." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "A torch.split/indexer bug is unrelated to remote-code checkpoint meta-initialization incompatibility." + "reason": "MLflow job reporting and embedding reinitialization are unrelated bugs in different code paths." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer-loading regression vs flash-attention generation failure; different failure modes and subsystems." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs sync issue and OCR index error are unrelated model/runtime bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Docstring mismatch for position_ids is not the same bug as GLM-5 RoPE implementation." + "reason": "DSA indexer torch.split issue is unrelated to remote-code meta-init incompatibility." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." + "reason": "Hidden_states regression in CLIP vision vs LlamaConfig head_dim validation; not the same bug." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request acceptance and Gemma4Processor missing _tokenizer are distinct failures." + "reason": "Chat/completions request handling and Gemma4Processor missing _tokenizer are different code-path failures." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids is not the same as a RoPE implementation bug." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA indexer, but one is a torch.split return issue and the other is a missing ReLU; not the same underlying bug." + "reason": "Two different DSA-indexer complaints with different symptoms and fixes." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading a registered buffer and processor.save_pretrained missing files are different serialization/loading problems." + "reason": "position_ids buffer access error and processor save_pretrained missing files are unrelated." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "apply_chat_template batching crash is unrelated to the auto_docstring annotations AttributeError." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Phi4MultimodalConfig default-init logic and non-persistent buffer corruption are separate defects." + "reason": "Processor batching crash and auto-docstring crash are entirely different issues." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading failure in v5 and Gemma-3 eos_token_id mismatch are different tokenizer issues." + "reason": "Generic tokenizer-loading regression vs eos_token_id configuration mismatch; different concrete defects." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both involve save/load on different models, but one is meta-init incompatibility and the other is incorrect visual encoder key saving." + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is not the same as incorrect visual encoder key saving." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but for different models and likely different causes; too broad to merge." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading stalls and SigLIP2 zero probabilities are unrelated model/runtime bugs." + "reason": "Sentence Transformers loading hang and SigLIP zero-probabilities are unrelated." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both concern quantized model saving, but the affected models and failure modes differ (dequantized save vs broken save_pretrained/from_pretrained roundtrip)." + "reason": "Both concern quantized save/load, but different quantization methods and failure modes." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-Attention-3 training degeneration is not the same as NaNs appearing during checkout/init." + "reason": "Flash-attention training degeneration and NaNs at checkout/init are different training stability bugs." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer load regression in v5 and a FastSpeech2ConformerTokenizer import/load failure are separate concrete issues." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a precision/config issue, not a checkpoint meta-init incompatibility." + "reason": "Missing rms_norm_eps in MLA layernorm and InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they target different symbols and likely different registration/export causes." + "reason": "Different missing imports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained errors are unrelated." + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained error are not the same defect." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config default initialization bug and config reload persistence bug affect different models/fields." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Indexing/math behavior and a docstring typo do not describe the same bug." + "reason": "Specific missing hub symbol vs broad import-error report after upgrade; related theme, not one concrete bug." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import failures." + "reason": "Offline tokenizer cache loading and quantized model saving failures are unrelated." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Default multimodal config initialization and GPTNeoX rotary_pct persistence are unrelated config bugs." + "reason": "Generation state update bug and D-FINE auxiliary-loss behavior are different code paths." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different problems." + "reason": "FP8 accuracy regression is not the same as the Qwen3-VL-Moe bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Offset-mapping behavior and missing BOS/EOS insertion are different tokenizer semantics." + "reason": "Offset_mapping bug for Qwen3 and missing BOS/EOS insertion for mdeberta-v3 are different tokenizer behaviors." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific huggingface_hub import failure is not clearly the same underlying bug as a broad v5 import-error report." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallel wrong output and image-specific infinite loop are different runtime issues." + "reason": "Even though both are import-related, they are not the same underlying missing-symbol defect." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized-model save failure are separate persistence/loading bugs." - }, - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Offline cache loading and tokenizer decoder-type mismatch are different tokenizer problems." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "Broken env command and a sentence-transformers import NameError are unrelated." + "reason": "Cache/offline tokenizer loading and quantized save_pretrained failure do not share the same root cause." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are different from_pretrained issues." + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different problems." } ] }, @@ -12595,234 +12545,258 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ + "issue:22355", + "issue:28218", "issue:29127", "issue:30990", "issue:33357", - "issue:36296", + "issue:39401", "issue:41628", "issue:42371", + "issue:42886", "issue:42907", + "issue:43066", "issue:43116", "issue:43122", "issue:43232", "issue:43408", - "issue:43452", "issue:43475", - "issue:43550", + "issue:43576", "issue:43646", - "issue:43723", "issue:43756", "issue:43784", - "issue:43824", "issue:43937", + "issue:43976", "issue:44038", "issue:44060", + "issue:44117", "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", "issue:44373", - "issue:44442", "issue:44485", + "issue:44488", "issue:44514", "issue:44521", "issue:44625", + "issue:44671", "issue:44704", - "issue:44779", + "issue:44743", "issue:44829", "issue:44945", "issue:44964", "issue:45200", - "issue:45245", "issue:45278", "issue:45290", - "issue:45593", "issue:45600", "issue:46002", "issue:46132" ], "soft_pairs": [ - "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:22355|issue:28218", + "issue:43576|issue:43784", + "issue:44671|issue:46132", + "issue:44117|issue:44704", "issue:43646|issue:46002", "issue:30990|issue:33357", "issue:42371|issue:44263", - "issue:43550|issue:46132", "issue:44704|issue:45290", - "issue:42907|issue:44945", + "issue:43232|issue:44743", "issue:44295|issue:44297", - "issue:44261|issue:44373", - "issue:43122|issue:44514", "issue:41628|issue:45278", - "issue:43756|issue:44060", - "issue:43723|issue:44442", - "issue:43723|issue:44779", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:44261|issue:44373", "issue:43784|issue:45600", "issue:42907|issue:43937", - "issue:43122|issue:44521", "issue:43408|issue:43475", "issue:44360|issue:44485", - "issue:43232|issue:45245", + "issue:39401|issue:44521", "issue:44625|issue:44829", "issue:43116|issue:45200", "issue:42907|issue:44964", "issue:44038|issue:44297", - "issue:29127|issue:30990", - "issue:43122|issue:44779", - "issue:42907|issue:43452", - "issue:44038|issue:44295", - "issue:36296|issue:43116", - "issue:43824|issue:44351" + "issue:29127|issue:30990" ], - "prepared_review_unit_hash": "c08589dd78435e54a01dc44c0704c65b947e23d59e210389bc4e497d04942ad5", + "prepared_review_unit_hash": "e3370503b0461e6b30e5a64dbe7b9008d3b83e9988ca0fd762d61169cc2bbf9d", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35768, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35986, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many items are superficially similar Transformers v5/import/tokenizer regressions, but they describe different bugs or model-specific failures. No soft edge looks like a safe duplicate merge; 45278 is only the broadest umbrella-style issue among them.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45278 is the broadest representative because it covers multiple import regressions after upgrading Transformers, while most other issues are narrower, model-specific, or unrelated.", + "summary": "These items form a loose cluster of Transformers regressions and tokenizer/loader issues, but the soft edges are mostly thematic overlaps rather than true duplicates. I would not merge any of the suggested pairs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43122 is the strongest representative of the tokenizer-regression subgroup: it has a clear cross-version failure, a concrete repro angle, and the closest semantic ties to the other tokenizer/chat-template reports.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best single issue to represent the cluster because it is the most general migration/regression report and could plausibly absorb some of the import-related complaints.", + "best_issue_reason": "issue:43122 is the best standalone anchor because it describes a specific, reproducible tokenizer behavior change and sits nearest to the other tokenizer-related soft matches.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific bugs: RoPE layer dropping vs an incorrect tied-weights warning." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-adjacent, but one is offline cache loading and the other is a decoder-type issue." + }, + { + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Different subsystems and failure modes: generation kwargs handling vs D-FINE auxiliary losses." + "reason": "Cross-version tokenization drift is not the same as multimodal assistant mask generation." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated failures: missing onnx module import vs extra whitespace after added tokens." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different surfaces: broken env command vs import-time NameError in sentence-transformers." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Masked LM prediction regression and AttentionInterface.register behavior change are distinct bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback handling is separate from AutoProcessor kwarg forwarding." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "One is a Transformers 5 custom-model init regression; the other is NaNs in classification heads." + "reason": "Custom model initialization breakage is not the same as NaNs after checkout/init." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang in sentence-transformers is unrelated to a MacOS bus error with a CLIP model." + "reason": "A loading hang and a MacOS bus error are different failure modes." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:46132", - "accept": false, - "reason": "torch.compile/SDPA bug in Bamba is unrelated to AttentionInterface.register behavior changes." + "reason": "TF32 settings guidance is unrelated to the torch.split return-value issue." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor kwargs forwarding and chat template tool-call crashes are different code paths." + "reason": "Different code paths: processor kwargs passthrough vs chat-template crash with tool calls." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Saving dequantized models is unrelated to incorrect outputs under pipeline parallelism." + "reason": "Generation kwargs after sync_gpus and recurrent-state reset in modular_qwen3_5 are different regressions." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Registering position_ids as a buffer and tokenizer_class mismatch in save_pretrained are different bugs." + "reason": "Buffer access error for position_ids is unrelated to tokenizer_class metadata mismatch on save." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "A missing rms_norm_eps config value is unrelated to a docstring error." + "reason": "A single import error is not the same concrete bug as broader post-upgrade import regressions." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Tokenizer behavior changes in v5 are not the same as a multimodal batched chat-template crash." + "reason": "Saving dequantized models and pipeline-parallel output corruption are separate issues." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Both involve imports, but one is a specific AutoImageProcessor failure and the other is a broad upgrade report; not enough to treat as the same bug." + "reason": "Tokenizer behavior change and batched apply_chat_template padding crash are different bugs." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Smollm3 RoPE layer count mismatch is unrelated to Qwen3-Next tied-weights warnings." + "reason": "Python version compatibility and pipeline parallelism correctness are unrelated." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Generic tokenizer-loading regression and a FastSpeech2ConformerTokenizer-specific failure are too different without stronger evidence." + "reason": "Wrong offset_mapping and failure to load a specific model are not the same bug." }, { - "left": "issue:43723", - "right": "issue:44779", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Tokenizer load failure and incorrect tokenization output are distinct symptoms and likely distinct fixes." + "reason": "A numerical precision/config issue is unrelated to a wrong docstring." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError and stale auto_mappings CI references are different import problems." + "reason": "Import NameError and auto_mappings CI breakage from removed configs are different causes." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model save failure and GLM-5 GenerationConfig validation are unrelated." - }, - { - "left": "issue:43122", - "right": "issue:44521", - "accept": false, - "reason": "Both mention chat templates, but batched tokenization and all-zero assistant masks are different bugs." + "reason": "Dequantized-save failure and GenerationConfig validation error are separate problems." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "A model-type warning and a missing fpn_position_embeddings attribute are different SAM 3 issues." + "reason": "Both are SAM3-related, but one is a type-mismatch warning and the other is a missing attribute error." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + "reason": "DSA indexer activation omission and GLM-5 RoPE implementation discussion are not the same issue." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to the 2^24 category limit error." + "reason": "Tokenizer offset mapping and multimodal assistant_mask behavior are different bug reports." }, { "left": "issue:44625", @@ -12834,55 +12808,25 @@ "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label classification results and Gemma 4 mm_token_type_ids requirements are different issues." + "reason": "Example-script multi-label behavior and Gemma 4 token-type defaults are different failures." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure is unrelated to loading Phi-4 multimodal instruct." + "reason": "Model save failure and a model loading failure for Phi-4 multimodal are distinct." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer save metadata mismatch do not share the same root cause." + "reason": "Qwen3-VL-Moe bug and tokenizer save metadata mismatch do not share the same underlying cause." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error messaging and a loading hang are unrelated." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Tokenizer output differences in v5 and DeepSeek tokenization regressions are not the same concrete bug." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Dequantized save failure and gguf_file load breaks are different serialization/loading paths." - }, - { - "left": "issue:44038", - "right": "issue:44295", - "accept": false, - "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated." - }, - { - "left": "issue:36296", - "right": "issue:43116", - "accept": false, - "reason": "Tensor parallel training bug and multi-label classification empty results are not the same issue." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." + "reason": "Clarity of an error message is not the same as a loading hang." } ] }, @@ -12907,26 +12851,28 @@ "cluster_id": "cluster-10000-413", "nodes": [ "issue:22355", - "issue:28218", + "issue:29127", "issue:29159", - "issue:33453", + "issue:36296", "issue:38617", - "issue:39401", "issue:42222", "issue:42371", + "issue:42673", "issue:42757", - "issue:42831", + "issue:42907", "issue:43064", "issue:43066", "issue:43116", "issue:43122", + "issue:43278", "issue:43441", + "issue:43452", "issue:43493", "issue:43611", "issue:43673", "issue:43784", + "issue:43824", "issue:43825", - "issue:43827", "issue:43874", "issue:43937", "issue:43976", @@ -12934,16 +12880,15 @@ "issue:44038", "issue:44075", "issue:44222", + "issue:44295", "issue:44351", - "issue:44380", "issue:44485", - "issue:44488", - "issue:44521", - "issue:44625", "issue:44704", "issue:44779", "issue:44936", + "issue:44945", "issue:44977", + "issue:45072", "issue:45083", "issue:45216", "issue:45278", @@ -12952,256 +12897,255 @@ "issue:45478", "issue:45563", "issue:45753", - "issue:46002", - "issue:46077" + "issue:46002" ], "soft_pairs": [ - "issue:39401|issue:44488", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44295", "issue:44038|issue:44222", "issue:45216|issue:45478", - "issue:39401|issue:44521", "issue:42757|issue:44351", - "issue:22355|issue:28218", - "issue:43122|issue:44977", + "issue:43278|issue:44945", "issue:43784|issue:45446", + "issue:43122|issue:44977", "issue:22355|issue:29159", + "issue:43493|issue:45753", "issue:43066|issue:44779", "issue:43992|issue:44704", + "issue:38617|issue:45278", + "issue:42673|issue:45072", "issue:43937|issue:44485", + "issue:22355|issue:29127", "issue:43611|issue:46002", "issue:43976|issue:45446", + "issue:43116|issue:43493", "issue:42222|issue:43441", "issue:44075|issue:44936", - "issue:42831|issue:45753", "issue:42371|issue:43874", - "issue:43493|issue:45753", + "issue:43064|issue:43673", "issue:45357|issue:45478", "issue:44038|issue:45478", "issue:43116|issue:43825", - "issue:43116|issue:43493", "issue:45083|issue:45446", - "issue:43937|issue:45563", - "issue:38617|issue:45278", - "issue:43064|issue:43673", - "issue:44380|issue:46077", - "issue:33453|issue:39401", - "issue:44625|issue:46002", - "issue:43827|issue:45446" + "issue:43937|issue:45563" ], - "prepared_review_unit_hash": "2e66e7215235bb36cca288d6d69d1412eca7d259f5e708d5c7f9ce33b69aacb5", + "prepared_review_unit_hash": "818c5bace63307f93db3ec8f12bcaedb34354f3a6624134667c993aaafb0db8a", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36427, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab bag of Transformers v5 regressions, mostly tokenizer, model-loading, and multimodal API issues. The broad upgrade-regression report is the best anchor; none of the soft pairs look like safe duplicate merges.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, describing multiple import failures after a 4.57.0 \u2192 5.5.0 upgrade, so it is the best cluster anchor among issues.", + "summary": "This cluster is mostly a loose similarity group of unrelated Transformers bug reports; the only mild commonality is version-regression / tokenizer-related complaints, but there is no true duplicate core.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43122 is the closest representative of the recurring tokenizer-regression theme, but the cluster is too heterogeneous to treat as a single duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best represents the cluster\u2019s overall theme of version-upgrade regressions and API breakage, even though many other issues are narrower model- or tokenizer-specific bugs.", + "best_issue_reason": "Issue 43122 is the best single representative by breadth and topical centrality (tokenization behavior change across versions), though it does not canonically cover the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but 43122 is broad version-to-version tokenization drift while 44779 is Deepseek-specific incorrect output; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different problems: dequantized save_pretrained failure vs AutoTokenizer/AutoModel loading with gguf_file." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and empty multi-label example-script output are unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Different bug classes: tokenizer offset mapping vs model loading failure." + "reason": "Separate import errors for different symbols/models: Qwen2.5-VL class vs HybridCache." }, { "left": "issue:44038", - "right": "issue:44222", + "right": "issue:44295", "accept": false, - "reason": "Both mention MoE, but one is a general v5 issue and the other is FP8 save_pretrained behavior; not the same path." + "reason": "Different symptoms and subsystems: Qwen3-VL-Moe issue vs position_ids buffer access error." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Save_pretrained checkpoint corruption and from_pretrained loading error are related only broadly, not the same concrete bug." + "reason": "Both touch MoE models, but one is a Qwen3-VL-Moe runtime bug and the other is FP8 save_pretrained behavior; not the same concrete fix." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer offset mapping and multimodal assistant mask generation are unrelated behaviors." + "reason": "Both concern Qwen3.5 save/load regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Two different missing imports/symbols in different code paths." + "reason": "Two unrelated import failures for different names from different modules." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Module import failure and tokenizer spacing regression are not the same issue." + "reason": "BF16/FP32 dtype drift in eval is unrelated to incorrect output under pipeline parallelism." }, { - "left": "issue:43122", - "right": "issue:44977", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "Generic tokenization differences and flash-attention generation failure are distinct regressions." + "reason": "Import-time NameError in sentence-transformers versus a PyTorch version guard in flex_attention; different bugs." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:43122", + "right": "issue:44977", "accept": false, - "reason": "Sentence-transformers import NameError vs flex_attention version check bug; unrelated failures." + "reason": "Tokenizer version regression vs Qwen3.5 flash-attention generation failure; not the same issue." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Import error vs slow/fast tokenizer inconsistency; different underlying problems." + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 implementation discrepancy vs Qwen3_5 image-specific infinite loop." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different code paths." + "reason": "Both are tokenizer-related, but one is decoder type handling in v5 and the other is a Deepseek tokenization regression." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Model weight loading and AutoProcessor kwarg forwarding are separate from_pretrained flows." + "reason": "UMT5Encoder weight loading and AutoProcessor cached_file kwargs are separate loading bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a single missing symbol and the other is a broad upgrade breakage report." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading and bfloat16 dtype mismatches are unrelated training/inference issues." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation and GLM-5 RoPE implementation are not the same bug." + "reason": "Invalid GenerationConfig for GLM-5 and a RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and LayoutLMv3 box-validation messaging are unrelated." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base-model-prefix loading regression vs NaNs in classification heads; different symptoms and fixes." + "reason": "Base-model-prefix loading regression and NaNs in classification heads are different failures." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility issue and a PyTorch import guard bug are unrelated." + "reason": "Python version support mismatch and a flex_attention import/version check are not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral flash-attention failure are distinct model-specific issues." + "reason": "Broken vitpose models and Ministral-3 FlashAttention failure are different model-specific bugs." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer post-train evaluation failure do not share the same code path." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "FP8 accuracy regression and a multimodal infinite-loop bug are different failure modes." + "reason": "Optimizer SGD args not used and trainer.evaluate() failing after train are separate training issues." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API messaging and a missing image-patch helper are unrelated." + "reason": "TF32 control warning and missing get_number_of_image_patches method are unrelated." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop are separate multimodal bugs." + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache in chunked_prefill are separate code paths." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Save_pretrained visual-key regression and Qwen3.5 from_pretrained failure are adjacent but not the same issue." + "reason": "Both involve Qwen3.5 regressions, but one is save_pretrained visual-encoder keys and the other is from_pretrained loading; not mergeable as one fix." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5/MoE-related, but one is save/load checkpoint handling and the other is a load-time error; too different to merge." + "reason": "Different Qwen models and different failure points; not the same concrete bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label output bug and pipeline docs/error-message bug are different surfaces." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Classification example failure and vision-language model discrepancy are unrelated." + "reason": "Classification example-script output and pipeline translation-task support messaging are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-length helper behavior and flex_attention version checking are unrelated issues." + "reason": "Feature-length helper behavior and a PyTorch version check bug have no direct overlap." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid generation config and stale warning about num_return_sequences are different generation issues." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "Specific missing import and a broad multi-import regression are too coarse to treat as the same bug." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Optimizer-state corruption in training and missing generation cache in chunked_prefill are unrelated." - }, - { - "left": "issue:44380", - "right": "issue:46077", - "accept": false, - "reason": "Attention scaling being ignored and causal-vs-bidirectional mask construction are different attention bugs." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Tokenizer loading regression and offset-mapping mismatch are not the same concrete failure." - }, - { - "left": "issue:44625", - "right": "issue:46002", - "accept": false, - "reason": "Config propagation for num_labels and NaNs in classification heads are separate problems." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Docs still mentioning removed pipeline APIs is unrelated to the flex_attention import/version issue." + "reason": "Invalid generation config and stale num_return_sequences warning are different generation-layer issues." } ] }, @@ -13225,31 +13169,30 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ - "issue:22355", - "issue:29127", + "issue:33453", "issue:38617", "issue:39401", "issue:41628", "issue:42175", "issue:42222", "issue:42371", + "issue:42617", "issue:42673", - "issue:43012", - "issue:43066", - "issue:43122", - "issue:43381", "issue:43408", "issue:43421", "issue:43450", "issue:43577", + "issue:43582", "issue:43742", + "issue:43827", + "issue:43906", "issue:43937", "issue:43986", - "issue:44075", "issue:44117", "issue:44220", "issue:44261", "issue:44291", + "issue:44380", "issue:44410", "issue:44466", "issue:44483", @@ -13257,242 +13200,256 @@ "issue:44496", "issue:44779", "issue:44829", - "issue:44945", - "issue:44964", + "issue:44933", "issue:44977", "issue:45071", - "issue:45072", "issue:45081", "issue:45216", "issue:45278", "issue:45310", + "issue:45341", "issue:45405", "issue:45446", "issue:45464", "issue:45542", + "issue:45561", "issue:45588", - "issue:45656", - "issue:46002" + "issue:46002", + "issue:46077" ], "soft_pairs": [ - "issue:22355|issue:29127", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:43827|issue:45446", "issue:44117|issue:45588", - "issue:43381|issue:44945", "issue:39401|issue:44779", + "issue:42673|issue:43906", "issue:43937|issue:44977", "issue:44466|issue:46002", + "issue:44291|issue:45071", "issue:43450|issue:43986", "issue:45405|issue:45446", + "issue:45341|issue:45561", "issue:44117|issue:45081", "issue:38617|issue:41628", - "issue:42673|issue:45072", "issue:44410|issue:45310", "issue:44829|issue:45216", - "issue:44291|issue:45071", "issue:39401|issue:43421", "issue:44484|issue:45310", + "issue:42673|issue:43582", + "issue:42617|issue:45341", + "issue:42371|issue:44261", + "issue:44933|issue:45278", + "issue:42673|issue:43577", "issue:42222|issue:45542", "issue:43408|issue:43742", + "issue:38617|issue:44220", "issue:43937|issue:44496", "issue:42175|issue:42222", - "issue:44483|issue:45464", - "issue:44964|issue:45278", - "issue:44075|issue:45656", - "issue:43066|issue:43122", - "issue:43012|issue:43577", - "issue:42371|issue:44261", - "issue:38617|issue:44220" + "issue:44483|issue:45464" ], - "prepared_review_unit_hash": "6900f6a88ea57ec3de4951c21c09d260ba27cb4ce3f1ebc54c6ea818446ee055", + "prepared_review_unit_hash": "b3323ad41bdecd69795d8f98f1cc52712e0542d33c9167eb7a2c5e9d365dad59", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35758, - "estimated_input_tokens": 8940, - "estimated_eval_tokens": 18136 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35772, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of false-positive similarity matches across unrelated transformer issues: import errors, tokenizer regressions, model-loading/config bugs, dtype/precision warnings, and optimizer behavior. None of the soft pairs look like the same concrete bug or a mergeable PR pair.", - "confidence": 0.77, - "canonical_issue_reason": "No perfect canonical exists, but issue:43122 is the best representative of the tokenizer-regression subset because it clearly describes a reproducible v4.57.3\u2192v5.0 behavior change.", + "summary": "This cluster is noisy and mostly groups superficially similar Transformers issues; the only broadly representative item is a generic tokenizer-loading regression. I found no PRs, and none of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.32, + "canonical_issue_reason": "issue:33453 is the broadest and most central title in the set (\u201cRegression in tokenizer loading\u201d), making it the best umbrella for the tokenizer-focused portion of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43122 is the strongest self-contained bug report in the set, with an explicit version comparison and concrete tokenization mismatch that could anchor nearby tokenizer-related reports.", + "best_issue_reason": "issue:33453 is the best global issue fit because it is generic enough to cover the recurring tokenizer-loading/thread in the cluster, while the rest are mostly narrower model- or API-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Different problems: ONNX import path missing vs confusing LayoutLMv3 validation error." + "reason": "Different model/backends and different failure modes: GPT-2 attention scaling vs Gemma4 bidirectional mask construction." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Tokenizer mapping fallback bug and flash-attention auxiliary-argument crash are unrelated code paths." + "reason": "Both involve tokenizers, but one is loading regression and the other is incorrect offset mapping; not the same concrete bug." }, { - "left": "issue:43381", - "right": "issue:44945", + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline removal issue is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Gradient checkpointing in eval mode is not the same as pipeline-parallel output corruption." + "reason": "Tokenizer mapping None bug and flash_attention sink-less AttributeError are unrelated code paths." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but different models and different failure modes." + "reason": "Different tokenizer regressions affecting different models and behaviors; no clear shared bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The second is only an isolated reproduction reference; insufficient evidence it is the same VRAM leak bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is separate from Qwen3.5 flash-attention generation issues." + "reason": "GenerationConfig validation failure and flash-attention generation issues are distinct problems." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of lm_head.weight is unrelated to NaNs in classification heads after init." + "reason": "Serialization of tied weights and NaNs in classification heads are different failures." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights TypeError and PretrainedConfig type-checking regression are separate compatibility issues." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug and missing-torchvision crash are different underlying issues." + "reason": "Batched video processor shape bug is unrelated to an AutoProcessor import crash without torchvision." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version pinning and PyTorch version gating for flex_attention are unrelated." + "reason": "Dependency pin/version-release problem is unrelated to a flex_attention import version check." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing_utils, but one is a generic bug report and the other is a specific xdist race on captured_info.txt." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Mapping-name None handling and Mistral regex patch crash affect different tokenizer internals." + "reason": "Tokenizer mapping fallback bug and Mistral regex patch crash are different tokenizer paths." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and fixes." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch in other models are different bugs." + "reason": "Different import errors for different symbols; no evidence of a shared root cause." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained failure are not the same defect." + "reason": "Different model families and distinct missing/failed loading behavior." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpointing are separate code paths." - }, - { - "left": "issue:44291", - "right": "issue:45071", - "accept": false, - "reason": "init_empty_weights argument error and PretrainedConfig type checking regression are not the same issue." + "reason": "FlashAttention training degeneration and save_pretrained checkpoint serialization are unrelated." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset-mapping bug and runtime special-token post-processor update are different tokenizer behaviors." + "reason": "Offset mapping bug and runtime post-processor update bug are different tokenizer issues." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading failure." + "reason": "Saving shard size behavior and Qwen3.5 MoE from_pretrained error are unrelated." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "ViTpose model breakage and undefined TensorFlow backend from tensorboard install are unrelated." + "reason": "VRAM leak in multithreaded loading and Apple Silicon TypeError in allocator warmup are different bugs." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "sam3 model-type mismatch is unrelated to MobileLLM key-error loading." + "reason": "3d_parallel execution failure and a testing_utils bug do not share the same code path." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "GenerationConfig invalidity and unrecognized model/config.json model_type error are distinct." + "reason": "TF32 behavior settings issue and MLA rms_norm_eps precision issue are unrelated." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Backend packaging mismatch with torch-only install is unrelated to vitpose model breakage." + "reason": "A specific missing import and a broad report of many import errors after upgrade are too different to merge as one bug." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:42673", + "right": "issue:43577", "accept": false, - "reason": "Chat/completions request rejection is not the same as streaming inference failure on a specific model." + "reason": "VRAM leak in Qwen3ForCausalLM and BLIP2 dtype loading regression are unrelated." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "A single Phi-4 multimodal load regression is not the same as broad import errors after upgrade." + "reason": "VitPose model breakage and missing TensorFlow backend detection with tensorboard are unrelated." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "SGD args being ignored and double optimizer steps with deepspeed are different optimizer bugs." + "reason": "sam3_video/sam3_tracker mismatch and MobileLLM key error are different loading issues." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Both involve tokenizer regression in v5, but one is decoder type and the other is output drift." + "reason": "ImportError for configuration_utils and an audio feature extraction issue are unrelated." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Compilation warning for bfloat16 is not the same as BLIP2 dtype staying float32 on load." + "reason": "Invalid GenerationConfig and unrecognized model/config are distinct model-loading problems." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "TF32 behavior warning and MLA rms_norm_eps precision issue are unrelated." + "reason": "Backend packaging dependency issue and broken VitPose models are not the same bug." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Different failure domains: missing configuration symbol vs fbank feature-extraction bug." + "reason": "Generic /v1/chat/completions API rejection and Qwen3.5 streaming failure are not the same concrete failure." } ] }, @@ -13520,25 +13477,26 @@ "issue:41628", "issue:42222", "issue:42371", - "issue:42673", "issue:42757", "issue:42831", "issue:43012", "issue:43064", + "issue:43066", "issue:43097", + "issue:43122", "issue:43335", "issue:43408", "issue:43441", "issue:43452", - "issue:43502", + "issue:43531", + "issue:43577", + "issue:43673", "issue:43874", - "issue:43906", "issue:43931", - "issue:43976", "issue:43986", - "issue:43992", "issue:44038", "issue:44062", + "issue:44075", "issue:44117", "issue:44261", "issue:44263", @@ -13549,289 +13507,310 @@ "issue:44484", "issue:44485", "issue:44493", - "issue:44704", "issue:44829", - "issue:44945", - "issue:44977", "issue:44987", + "issue:45003", "issue:45071", - "issue:45103", - "issue:45200", + "issue:45341", + "issue:45372", "issue:45375", "issue:45459", "issue:45478", "issue:45542", "issue:45588", - "issue:46050" + "issue:45656", + "issue:46050", + "issue:46123" ], "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:43012|issue:43577", + "issue:43673|issue:45341", "issue:44410|issue:45478", "issue:44484|issue:45478", - "issue:44263|issue:44485", "issue:43097|issue:44493", + "issue:44263|issue:44485", "issue:41628|issue:45071", "issue:43874|issue:44261", - "issue:42222|issue:45459", "issue:43012|issue:43408", + "issue:42222|issue:45459", "issue:45071|issue:45542", "issue:43441|issue:44829", - "issue:42673|issue:44977", - "issue:42673|issue:43906", - "issue:42371|issue:42831", + "issue:43931|issue:44410", + "issue:43673|issue:46123", "issue:43931|issue:44038", "issue:43097|issue:43452", + "issue:45003|issue:45341", "issue:43335|issue:45071", + "issue:43986|issue:45341", "issue:44117|issue:44987", "issue:43408|issue:44368", - "issue:43976|issue:44945", "issue:43874|issue:44263", "issue:43986|issue:44484", + "issue:43986|issue:45372", + "issue:43531|issue:45341", "issue:38617|issue:42757", + "issue:44261|issue:44485", "issue:43064|issue:44315", "issue:43097|issue:46050", - "issue:38617|issue:44351", "issue:43097|issue:45588", - "issue:44410|issue:45375", + "issue:38617|issue:44351", "issue:44062|issue:44117", - "issue:42673|issue:45200", - "issue:44038|issue:44410", - "issue:43931|issue:44410", - "issue:43502|issue:43992", - "issue:44704|issue:45103", - "issue:44261|issue:44485" + "issue:44410|issue:45375", + "issue:44038|issue:44410" ], - "prepared_review_unit_hash": "d7782917e145227e371e1884eb5b49d4023bbcc1a6a75e94c5717c88781bf14f", + "prepared_review_unit_hash": "a35fd83d24ff4f592d50a707ad6bdf74d26873f7cf17e64cf063de6d8dfdd86e", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37350, - "estimated_input_tokens": 9338, - "estimated_eval_tokens": 18932 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38747, + "estimated_input_tokens": 9687, + "estimated_eval_tokens": 19630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated import errors, model-specific regressions, config/warning issues, and training/runtime bugs. All soft similarities are superficial (shared model names or broad API terms), so none of the soft edges should be merged.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster well; the items are heterogeneous. If forced, issue 43097 is the broadest release-regression complaint, but it does not meaningfully represent the rest.", + "summary": "The cluster is heterogeneous and mostly contains distinct import errors, model-specific regressions, and unrelated v5 behavior changes. No soft edge looks like a true duplicate pair, so I would not merge any of the suggested links.", + "confidence": 0.37, + "canonical_issue_reason": "No exact duplicate stands out across the set; if one issue must anchor the cluster, issue 43097 is the broadest v5 regression report with explicit API removal and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the closest thing to a representative issue by breadth and visibility, but it is still too specific to serve as a true umbrella for these unrelated reports.", + "best_issue_reason": "Issue 43097 is the best representative of the cluster because it is a concrete, user-facing v5 breakage with broader relevance than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizer behavior, but one is SGD args being ignored and the other is double optimizer stepping with DeepSpeed; different bugs and code paths." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-v5 regressions, but one is about decoder type selection and the other about changed tokenization output; not the same defect." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are unrelated precision topics with different failure modes." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is not the same as Blip2 dtype fields staying float32 on load." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache loss in v5.0.0 and a testing_utils bug are unrelated subsystems." + }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different bugs: qwen3next missing projections vs Qwen3.5 MoE load failure." + "reason": "One is missing projections in qwen3next layer 0, the other is a Qwen3.5 MoE from_pretrained load failure; different model families and symptoms." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "One is a save_pretrained shard-size question; the other is a from_pretrained model loading error." + "reason": "Save_pretrained shard-size defaults are unrelated to the Qwen3.5 MoE loading error." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Both mention GLM, but this is a torch.split indexing bug vs a RoPE implementation discussion." + "reason": "API removal for tie_embeddings_and_encoder_decoder is unrelated to unexpected position-id keys during model loading." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "A config deprecation warning is not the same as unexpected position-id key errors in model loading." + "reason": "torch.split return handling in a GLM indexer is a different bug than the GLM-5 RoPE implementation issue." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are unrelated failure modes." + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking breakage are distinct regressions." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-processor method vs MLA q_a_layernorm precision/config issue; different code paths." + "reason": "A missing image-patch helper in an image processor is unrelated to MLA layernorm epsilon precision handling." }, { - "left": "issue:42222", - "right": "issue:45459", + "left": "issue:43012", + "right": "issue:43408", "accept": false, - "reason": "vitpose breakage and tokenizer protobuf error masking are unrelated." + "reason": "A bfloat16 compilation warning is not the same as a model-type mismatch warning between sam3_video and sam3_tracker." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "A bfloat16 compile warning is not the same as a SAM3 model-type warning." + "reason": "VitPose model breakage and tokenizer protobuf-error masking are unrelated." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig typing regression and TensorBoard-without-TF backend error are unrelated." + "reason": "Type checking in PretrainedConfig and the undefined tf backend when only tensorboard is installed are different issues." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve flash attention, but they affect different models and different concrete failures." + "reason": "Both mention FlashAttention, but they affect different models and fail in different ways: load-time crash versus degenerate training." }, { - "left": "issue:42673", - "right": "issue:44977", - "accept": false, - "reason": "VRAM leak in dataloader threads vs Qwen3.5 flash-attention generation failure; different problems." - }, - { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "A memory leak report is not the same as an isolated reproduction of another issue." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading problems." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "TF32 API guidance and FineGrainedFP8 accuracy are separate numerical issues." + "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen3-VL-related regressions: weight-shape mismatch vs a broader v5/Qwen3-VL-Moe bug." + "reason": "A Qwen3-VL weight mismatch and a Qwen3-VL-Moe bug are distinct load failures." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Config deprecation warning vs gguf_file loading breakage; no shared code path." + "reason": "Removing tie_embeddings_and_encoder_decoder and gguf_file breaking tokenizer/model loading are separate regression paths." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a bug in testing_utils." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug and PretrainedConfig type checking are unrelated." + "reason": "SwitchTransformers sparse-layer creation and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model loading without torchvision and a testing_utils bug do not describe the same underlying defect." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None and a physical-intelligence/fast loading failure are not the same bug." + "reason": "TOKENIZER_MAPPING_NAMES returning None is a lower-level mapping issue, while loading physical-intelligence/fast is a broader model-load failure; not enough to treat as one bug." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Both are warnings, but they concern different models and different config fields." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python version compatibility and pipeline-parallel output correctness are unrelated." + "reason": "A SAM3 model-type warning and a tie_word_embeddings warning on Qwen3.5 are unrelated config warnings." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing image-processor method vs torch.split return handling; no overlap beyond generic model bugs." + "reason": "Image patch counting and GLM Moe indexer split behavior are unrelated code paths." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor crash without torchvision and max_shard_size behavior are unrelated." + "reason": "Video AutoProcessor crash and save_pretrained shard sizing have no causal overlap." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision and missing ReasoningEffort import are separate dependency/import problems." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they come from different packages and different missing symbols." + "reason": "Both are ImportErrors, but for different symbols from different packages and unrelated fix paths." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are different model-specific issues." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel application with model_init are different training bugs." + "reason": "Wrong optimizer states on nonzero ranks with FSDP2/PEFT is not the same as Liger Kernel not being applied under model_init." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A removed config flag warning is unrelated to sinq quantization save/load breakage." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Different missing imports: configuration_utils.layer_type_validation vs top-level HybridCache." + "reason": "A removed config option in v5 and quantized model save/load breakage are distinct bugs." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Tie-embedding deprecation and flash_attention.py crashing on s_aux=None are unrelated." + "reason": "API removal for tie_embeddings_and_encoder_decoder does not match the flash_attention.py s_aux=None crash." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Both are Qwen3-family config/model bugs, but they affect different fields and different model variants." + "reason": "Different missing imports from different modules; no shared underlying defect." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer construction error with AddedToken is not the same as TOKENIZER_MAPPING_NAMES returning None." + "reason": "AddedToken constructor argument duplication and tokenizer mapping returning None are unrelated tokenizer issues." }, { - "left": "issue:42673", - "right": "issue:45200", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "VRAM leak in multi-threaded dataloaders is unrelated to mm_token_type_ids defaults for text-only fine-tuning." + "reason": "Missing qwen3next projections and a missing deepstack_visual_indexes config field are distinct model-definition problems." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen3-related, but they are distinct model families and distinct failure modes." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different bugs." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "local_files_only still making requests and missing embed_tokens.weight are unrelated load-path issues." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "Passing kwargs to cached_file and future-annotations crashes in auto_docstring are different code paths." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "Missing rms_norm_eps precision issue and GLM-5 RoPE implementation are separate model internals." + "reason": "Qwen3-VL-Moe from_pretrained failure and qwen3next layer projection omission are different model families and different failures." } ] }, @@ -13855,9 +13834,9 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ + "issue:36683", "issue:38617", "issue:42490", - "issue:42617", "issue:42757", "issue:42907", "issue:43012", @@ -13866,11 +13845,12 @@ "issue:43097", "issue:43208", "issue:43299", + "issue:43352", "issue:43502", "issue:43526", "issue:43550", + "issue:43582", "issue:43618", - "issue:43673", "issue:43761", "issue:43792", "issue:43824", @@ -13878,6 +13858,7 @@ "issue:43867", "issue:43873", "issue:43906", + "issue:43976", "issue:43986", "issue:43992", "issue:44038", @@ -13891,292 +13872,287 @@ "issue:44514", "issue:44655", "issue:44683", - "issue:44964", + "issue:44704", + "issue:45103", "issue:45290", - "issue:45341", - "issue:45372", "issue:45381", "issue:45478", - "issue:45561", - "issue:45588", + "issue:45479", "issue:45753", - "issue:45859", - "issue:46123" + "issue:46123", + "issue:46132" ], "soft_pairs": [ - "issue:45341|issue:45859", - "issue:44964|issue:45341", + "issue:43502|issue:43992", + "issue:44704|issue:45103", "issue:43097|issue:43873", "issue:43986|issue:44117", + "issue:43824|issue:43986", "issue:43066|issue:43906", - "issue:42617|issue:45341", - "issue:43986|issue:45290", - "issue:43986|issue:45372", - "issue:45341|issue:45561", - "issue:43986|issue:45341", - "issue:45341|issue:45588", "issue:43208|issue:43550", "issue:43992|issue:44484", "issue:43825|issue:44655", "issue:43012|issue:43550", "issue:43012|issue:44368", + "issue:43352|issue:44380", "issue:42907|issue:45753", "issue:42907|issue:44655", "issue:43792|issue:46123", + "issue:43352|issue:43976", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:43064|issue:44380", "issue:44222|issue:45478", "issue:44483|issue:44514", + "issue:36683|issue:43582", "issue:43208|issue:43526", "issue:43012|issue:44683", "issue:42490|issue:43012", "issue:42757|issue:43824", - "issue:43673|issue:46123", + "issue:43618|issue:43761", + "issue:43618|issue:44380", "issue:38617|issue:43502", "issue:44038|issue:44230", "issue:44483|issue:45290", - "issue:43618|issue:43761", - "issue:43064|issue:44380", "issue:44483|issue:45381", "issue:43299|issue:43867" ], - "prepared_review_unit_hash": "0e6f538b4677555898bdbedb1bd483f6c84619f7c68a8348b0a519501b797cb0", + "prepared_review_unit_hash": "ac6afa28539c0ce94d09e61ef4d6cd43257cd4e4664f6ea066a0be26ca34f540", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36752, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports across different Transformers subsystems. The soft links are weak thematic similarities (v5 regressions, loading/import errors, testing-utils bugs) rather than true duplicates, so none should be merged.", - "confidence": 0.33, - "canonical_issue_reason": "issue:44964 is the clearest representative of the broad user-facing regression theme: a model that fails to load with the latest Transformers. It is well-scoped and concrete, even though this set does not contain a true duplicate cluster.", + "summary": "Mostly a noisy cluster of unrelated Transformers issues. I only found one plausible duplicate pair: the two CLIP v5 regression reports about missing outputs. Everything else spans different model families, APIs, or bug classes and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous and does not form one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is the best standalone reference point for the group because it reflects the common pattern of latest-version model-loading breakages seen here.", + "best_issue_reason": "Issue 43618 is the closest local anchor because it is paired with 43761 in the same CLIP output-regression area, but even that only covers a small subset of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45341", - "right": "issue:45859", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Testing-utils bug vs Qwen3_5Moe CPU-offload incompatibility; unrelated code paths." + "reason": "Different subsystems: local_files_only/network behavior vs missing checkpoint weight loading in UMT5Encoder." }, { - "left": "issue:44964", - "right": "issue:45341", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Model-loading regression vs a small testing_utils bug; not the same underlying issue." + "reason": "Different code paths: AutoProcessor kwargs passthrough vs auto-docstring annotation handling." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed config API vs quantization/offloading behavior; different failures." + "reason": "Unrelated problems: removed config API vs offloading/quantization behavior." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Missing torchvision crash for video models vs tokenizer mapping None; different roots." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "Wrong tokenizer decoder type vs unrelated reproduction issue; no concrete overlap." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "Training script failure vs testing-utils bug; unrelated." - }, - { - "left": "issue:43986", - "right": "issue:45290", - "accept": false, - "reason": "AutoProcessor/video-model import crash vs chat-template tool-call crash; different paths." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Video-model loading without torchvision vs mistral_common import error; unrelated." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "Same file area, but one is a small testing_utils bug and the other is an xdist race on captured_info.txt." + "reason": "Different failures: missing torchvision crash in AutoProcessor vs tokenizer mapping returning None." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43824", + "right": "issue:43986", "accept": false, - "reason": "Video-model processor crash vs testing-utils bug; no shared underlying defect." + "reason": "Both are import/load issues around vision models, but they affect different symbols and failure modes." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Testing-utils bug vs flash_attention AttributeError; different subsystems." + "reason": "No shared concrete bug; one is tokenizer decoder typing, the other is a separate reproduction report." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure; distinct models and code paths." + "reason": "Different model/backend issues: xLSTM training bugs vs Bamba torch.compile with SDPA." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight on load vs a question about max_shard_size; not the same bug." + "reason": "Unrelated: missing encoder weight in UMT5 vs save_pretrained shard-size default question." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Bad pipeline error message vs inability to save Pipeline objects; different behaviors." + "reason": "Different areas: pipeline error messaging vs saving Pipeline objects." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "bfloat16 compile warning vs SDPA compile failure; not mergeable as one fix." + "reason": "Both mention compilation/warnings, but one is a bfloat16 warning and the other is an actual SDPA compile failure on a specific model." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "PyTorch precision warning vs tie_word_embeddings warning; unrelated symptoms." + "reason": "Different warnings with different causes: PyTorch precision warning vs tie_word_embeddings config warning." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention, but one is unsupported Flash Attention for Nemotron and the other is GPT2 scaling ignored under backends." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Save/dequantization bug vs infinite loop on a specific image; unrelated." + "reason": "Completely different bugs: saving dequantized models vs infinite-loop generation on a specific image." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized save failure vs pipeline save_pretrained issue; different save paths." + "reason": "Save/pretrained is broad, but these are different objects and failure modes: dequantized models vs Pipeline saving." }, { "left": "issue:43792", "right": "issue:46123", "accept": false, - "reason": "Whisper model runtime failure vs mask generation partial-batch bug; unrelated." + "reason": "Unrelated: Whisper model execution vs MaskGenerationPipeline partial-batch result loss." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: model attention backend support vs Python version compatibility." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both mention attention, but one is GPT2 backend scaling and the other is AttentionInterface.register behavior change." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated: attention scaling bug vs degenerate zero-loss classification setup." + }, + { + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill vs pipeline batch-finalization bug; different code paths." + "reason": "Different code paths: FSDP2/PEFT optimizer state corruption vs GPT2 attention backend scaling." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained moe vs Qwen3.5 MoE from_pretrained load error; same family, but different concrete bugs." + "reason": "Related to MoE/FP8, but one is save_pretrained and the other is from_pretrained loading." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "chat/completions API rejection vs Qwen2_5_VLProcessor batched chat-template crash; unrelated." + "reason": "Different APIs: chat completions endpoint rejection vs batched chat template crash." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "No overlap beyond generic runtime failure; Gemma3 config missing vocab_size is unrelated to Apple Silicon allocator warmup TypeError." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels defect; different components." + "reason": "Different model families and bugs: xLSTM training issues vs BeitImageProcessorFast label reduction." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Warning during bfloat16 compilation vs flex_attention compilation failure on newer torch; distinct issues." + "reason": "Both are compile-related, but one is a warning on bfloat16 and the other is a flex_attention failure on torch>=2.9." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Trailing-slash local-path import warning vs bfloat16 precision warning; unrelated." + "reason": "Path-ending-slash import warning is unrelated to the bfloat16 compilation warning." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing is_offline_mode import vs missing Qwen2_5_VLForConditionalGeneration import; different symbols and causes." + "reason": "Both are ImportErrors, but for different missing symbols and different dependency/version causes." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both report the same CLIP v5 regression family: requested vision outputs are no longer populated in CLIP model outputs, so one fix to CLIP output assembly could plausibly address both." + }, + { + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Duplicate of another non-match pair: generation cache bug vs mask pipeline batch bug; not the same underlying defect." + "reason": "Different model families and bugs: CLIP output fields vs GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing layer_type_validation import vs local_files_only still making API requests; different failures." + "reason": "Different import/network issues: missing configuration_utils symbol vs API calls made despite local_files_only=True." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "General Qwen3-VL-Moe breakage vs fp8 inference support request; not the same concrete bug." + "reason": "Same broad Qwen3-VL-Moe area, but one is a v5 loading bug and the other is fp8 inference support; not the same concrete change." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "API endpoint compatibility problem vs assistant tool-call chat-template crash; unrelated." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "CLIP attentions no longer assigned vs CLIPVisionModel hidden_states missing; same family but different regressions." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption vs GPT2 attention scaling ignored under SDPA/FlashAttention; unrelated." + "reason": "Different request surfaces: chat completions API rejection vs apply_chat_template crash on tool-call messages." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "chat/completions API breakage vs Qwen2.5-VL video vision_position_ids issue; different layers of the stack." + "reason": "Different multimodal issues: chat completions request handling vs Qwen2.5-VL video vision_position_ids." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3.0/3.5 MoE loading failure vs sorted state_dict load error; both loading-related but not the same bug." + "reason": "Different failures around model loading: Qwen3VL MoE loading regression vs state_dict sorting error." } ] }, - "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:43618 \u2194 issue:43761, is a plausible CLIP v5 regression pairing, and the rest of the cluster is reasonably treated as heterogeneous. No overstatement or mergeability issue detected." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14200,25 +14176,23 @@ "issue:42890", "issue:42898", "issue:42994", + "issue:43010", "issue:43064", "issue:43066", - "issue:43097", "issue:43299", "issue:43352", - "issue:43441", "issue:43475", - "issue:43502", "issue:43525", "issue:43611", "issue:43618", + "issue:43756", "issue:43867", - "issue:43881", "issue:43901", - "issue:43906", + "issue:43931", "issue:43937", "issue:43976", "issue:43992", - "issue:44117", + "issue:44077", "issue:44242", "issue:44246", "issue:44263", @@ -14229,279 +14203,276 @@ "issue:44625", "issue:44655", "issue:44855", + "issue:44938", + "issue:45071", "issue:45216", "issue:45276", + "issue:45278", "issue:45310", + "issue:45357", "issue:45375", "issue:45440", - "issue:45478", - "issue:45479", "issue:45561", + "issue:45593", "issue:45753", "issue:46077", - "issue:46082", - "issue:46132" + "issue:46082" ], "soft_pairs": [ + "issue:43756|issue:44485", "issue:36683|issue:43475", + "issue:43299|issue:45753", "issue:42994|issue:44655", "issue:43901|issue:44655", "issue:45276|issue:46077", "issue:36010|issue:42757", - "issue:43352|issue:43937", "issue:42898|issue:43066", + "issue:43352|issue:43937", "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:44077|issue:44380", "issue:43611|issue:44655", - "issue:43502|issue:44485", + "issue:43976|issue:44938", "issue:44625|issue:46077", "issue:46077|issue:46082", + "issue:43352|issue:45593", "issue:36683|issue:43525", - "issue:44263|issue:45440", "issue:43618|issue:45216", - "issue:44380|issue:46132", - "issue:43906|issue:45753", + "issue:44263|issue:45440", "issue:36683|issue:44242", - "issue:43299|issue:45753", - "issue:36683|issue:43881", - "issue:43352|issue:43976", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43010|issue:45278", "issue:43992|issue:45310", - "issue:43441|issue:44380", - "issue:43352|issue:44380", "issue:43867|issue:45375", - "issue:43352|issue:45478", "issue:44355|issue:44855", - "issue:44380|issue:45479", "issue:41669|issue:44246", - "issue:36683|issue:44117", - "issue:43618|issue:44380", + "issue:36683|issue:43064", "issue:42890|issue:45561", - "issue:43097|issue:43352", - "issue:43064|issue:44492" + "issue:44938|issue:45071", + "issue:43867|issue:45357" ], - "prepared_review_unit_hash": "50c9f55bab63cf70290fc7b1bf291da1d1cf23e97178c234aa95bdd78ef9cf7a", + "prepared_review_unit_hash": "3527879584304bd62ed96c8b1f88a154da7c8f9c570c341701fd12192286f4a7", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37555, - "estimated_input_tokens": 9389, - "estimated_eval_tokens": 19034 + "soft_pair_count": 32, + "serialized_chars": 36905, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mixture of Transformers regression reports across unrelated models and subsystems. The only strong near-duplicate signal is the Qwen3.5 MoE from_pretrained error pair; most other soft links are same-symptom but different root-cause issues.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45310 is the earlier Qwen3.5 MoE from_pretrained report and is the better canonical anchor for the exact-title duplicate with issue:45478; it also has an inbound reference, which makes it slightly more central.", + "summary": "The set is highly heterogeneous: most items are distinct bug reports affecting different models, configs, or features. I found no convincing duplicate pairs among the provided soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "issue:41669 is the clearest, most concrete representative issue here: a specific import-time performance regression caused by `import *` usage in models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best single issue to keep because it anchors the only clear duplicate pair in this set and represents the most concrete repeated Qwen3.5 loading regression.", + "best_issue_reason": "issue:41669 is the strongest global representative among the listed issues because it states a concrete root cause and an actionable performance problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different problems: Smollm3 RoPE layer dropping vs a GLM-5 RoPE implementation discussion." + }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are AttributeError-style model bugs, but they affect different models and different missing fields; not the same underlying defect." + "reason": "Both mention missing attributes, but they are unrelated models/objects and different failing code paths." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen variants and different failures: model loading breakage vs an infinite-loop generation bug on one image." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both mention saving, but one is quantized model checkpoint failure and the other is Pipeline.save_pretrained support; different code paths." + "reason": "Both relate to saving, but one is quantized model serialization and the other is saving Pipeline objects." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs/behavior mismatch for return_all_scores is unrelated to pipeline save_pretrained failures." + "reason": "Docs/behavior mismatch for `return_all_scores` is unrelated to Pipeline `save_pretrained` failures." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same model family, but resize_token_embeddings and bidirectional-attention mask construction are distinct bugs." + "reason": "Different Gemma4 bugs: token embedding resize propagation vs incorrect attention-mask construction." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different packages/symbols; no shared underlying bug." + "reason": "Both are import errors, but for different symbols and different packages." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "One is FlashAttention support gating for a model, the other is an invalid GenerationConfig error; unrelated." + "reason": "Seed-related flaky tests are unrelated to tokenizer decoder type issues." }, { - "left": "issue:42898", - "right": "issue:43066", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Test flakiness due to missing set_seed is unrelated to tokenizer decoder type changes." + "reason": "FlashAttention support warning is unrelated to invalid GenerationConfig handling." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Loading a sorted state_dict and saving an incorrect Qwen3.5 checkpoint are different failure modes." + "reason": "Different save/load bugs: sorted state_dict loading vs incorrect Qwen3.5 checkpoint saving." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config attribute in Gemma3 is unrelated to patchtsmixer post_init allowance." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Patchtsmixer post_init policy and GPT2 attention scaling under SDPA/FlashAttention are different issues." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "base_model_prefix loading breakage is unrelated to saving Pipeline objects." + "reason": "Base-model-prefix loading regression is unrelated to Pipeline save_pretrained serialization." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "local_files_only network leakage and GLM-5 RoPE discussion are different issues." + "reason": "Both are Python-version compatibility reports, but they refer to different versions and likely different causes." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask behavior are unrelated config bugs." + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masks are unrelated model/config bugs." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask semantics and LlamaConfig head_dim validation are separate configuration problems." + "reason": "Different config validation and different model behavior; no shared underlying bug." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "Both are missing-attribute errors, but they concern different model configs and different absent fields." + "reason": "FlashAttention support for Nemotron is unrelated to D-FINE auxiliary loss omission." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is not the same as DeepseekV3MoE divergence from remote implementation." + "reason": "Two missing-attribute reports, but for different configs and different fields." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions regression and Qwen3.5 save_pretrained corruption are unrelated." - }, - { - "left": "issue:44380", - "right": "issue:46132", - "accept": false, - "reason": "Attention backend scaling being ignored is not the same as AttentionInterface.register changing callable behavior." + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint saving." }, { - "left": "issue:43906", - "right": "issue:45753", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the specific infinite-loop-on-image bug." + "reason": "Different MoE/model-implementation issues in different architectures." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3 vocab_size missing and router load-balancing loss omission are different problems." + "reason": "Missing `vocab_size` and missing load-balancing loss are unrelated failures." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:43352", + "right": "issue:43931", "accept": false, - "reason": "Qwen3VL model loading failure and Qwen3_5 image infinite loop are different bugs." + "reason": "Unsupported FlashAttention and Qwen3-VL weight-shape mismatch are different problems." }, { - "left": "issue:36683", - "right": "issue:43881", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Different model-loading AttributeErrors with no shared root cause." + "reason": "Distributed optimizer-state corruption is unrelated to a cache-strategy typo." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "FlashAttention support for a model is unrelated to Python version compatibility." + "reason": "Cache `update()` no_grad semantics and broad import failures are not the same bug." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained failure are different model-loading bugs." - }, - { - "left": "issue:43441", - "right": "issue:44380", - "accept": false, - "reason": "Both involve attention backends, but they are different models and different failure modes." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "FlashAttention unsupported-model gating is not the same as GPT2 attention scaling being ignored." + "reason": "Missing `embed_tokens.weight` in UMT5 is unrelated to Qwen3.5 MoE `from_pretrained` errors." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State_dict loading issues and a missing config field silently dropped are unrelated." - }, - { - "left": "issue:43352", - "right": "issue:45478", - "accept": false, - "reason": "Different model and different bug; only the general Transformers-v5 context overlaps." + "reason": "State-dict ordering load error is unrelated to a missing Qwen3.5 vision config field." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file import errors and a Python 3.13 torch.jit parsing issue are distinct." + "reason": "Compiled-file errors and a Python 3.13 JIT parsing/IndentationError are different import-time issues." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Attention backend scaling regression is unrelated to the zero-loss classification bug." + "reason": "Both concern import performance, but one has a specific root cause (`import *` in models) while the other is a generic slowdown report." }, { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both are about slow/expensive `import transformers`; 41669 gives a concrete import-* root cause and 44246 is the same user-facing symptom." + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to xdist race conditions in captured-info handling." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "Distributed optimizer-state corruption and a cache-strategy typo are not the same issue." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are distinct regressions." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Missing set_seed flakiness in one test file is unrelated to the xdist captured_info.txt race." + "reason": "Different Qwen3.5 save/load regressions affecting different artifacts and key mappings." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the canonical choice for the exact-title Qwen3.5 from_pretrained duplicate pair is well supported, and the soft-edge calls stay conservative. The one true soft-merge, issue:41669 \u2194 issue:44246, is plausibly the same import-slowdown symptom without overclaiming more than the evidence shows." - }, - "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 }, @@ -14528,14 +14499,15 @@ "issue:42548", "issue:42890", "issue:43010", - "issue:43064", + "issue:43065", + "issue:43232", + "issue:43299", "issue:43502", "issue:43575", "issue:43576", "issue:43618", "issue:43723", "issue:43867", - "issue:43901", "issue:43976", "issue:43992", "issue:44062", @@ -14546,11 +14518,10 @@ "issue:44351", "issue:44355", "issue:44360", - "issue:44368", "issue:44387", "issue:44484", + "issue:44485", "issue:44556", - "issue:44655", "issue:44749", "issue:44857", "issue:44938", @@ -14558,276 +14529,276 @@ "issue:44964", "issue:44977", "issue:45125", - "issue:45278", "issue:45341", - "issue:45357", "issue:45375", + "issue:45381", "issue:45440", "issue:45478", "issue:45600", + "issue:45850", "issue:46132" ], "soft_pairs": [ - "issue:43867|issue:45357", - "issue:43976|issue:44938", + "issue:43010|issue:45850", "issue:43992|issue:45478", - "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", "issue:42490|issue:44075", - "issue:43064|issue:44655", + "issue:36296|issue:43575", "issue:28282|issue:33453", "issue:44360|issue:45440", "issue:43867|issue:44484", "issue:43618|issue:44857", "issue:43618|issue:44977", - "issue:44655|issue:44938", - "issue:43618|issue:44077", - "issue:43901|issue:44938", "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", + "issue:43723|issue:44556", "issue:43576|issue:46132", "issue:42890|issue:45341", "issue:42548|issue:44351", + "issue:43010|issue:43065", + "issue:44387|issue:44556", "issue:44222|issue:45125", + "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:45125|issue:45478", + "issue:43010|issue:43232", "issue:30990|issue:31795", "issue:30333|issue:33453", "issue:45125|issue:45375", - "issue:44387|issue:44556", - "issue:43010|issue:45278", - "issue:43723|issue:44556", "issue:43502|issue:44222", - "issue:43010|issue:44368", + "issue:43299|issue:44556", "issue:43502|issue:44961" ], - "prepared_review_unit_hash": "d9dcee6234c0978d4f63ca205367b72bdc26e877114f2c1130657991f8796ee8", + "prepared_review_unit_hash": "4bdef01ea345396ec7b5d5711e23ffaa0ef9c9b35aec5f371dee3252de68f070", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37120, - "estimated_input_tokens": 9280, - "estimated_eval_tokens": 18816 + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most pairs are only loosely similar by subsystem or wording, not the same underlying bug/change. I did not find any soft pair that is a safe duplicate merge candidate.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45125 is the most concrete and model-specific report in the set, centered on Qwen3_5Moe tensor-parallel behavior; it is also the closest topical match to another Qwen3.5 MoE report.", + "summary": "This cluster is noisy and mostly composed of unrelated issues, many of them broad v5/regression reports. None of the soft pairs look like true duplicates or the same fix target.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set: it summarizes that v5 breaks many models, while most other issues are narrower, model-specific regressions or unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45125 best represents the strongest recurring theme here (Qwen3.5/MoE/tensor-parallel loading issues), while the rest of the items are mostly unrelated import, docs, test, or save/load bugs.", + "best_issue_reason": "issue:45850 is the best global cluster anchor because it is the only high-level tracking issue that can plausibly subsume the broader v5 breakage theme, even though it is vague.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Both involve model load/save mechanics, but one is a generic state_dict sorting load error and the other is a Qwen3.5 visual-encoder key regression; different failure modes." + "reason": "Different bug class: cache/layer update no_grad behavior vs a broad v5 complaint." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Both mention Python version compatibility, but they are different reports on different versions and different load failures." + "reason": "Different models and different loading failures; not the same concrete defect." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Different model families and symptoms: missing embed_tokens.weight in UMT5Encoder versus a Qwen3.5 MoE from_pretrained error." + "reason": "Unrelated: training cache/no_grad vs Python version compatibility." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Both touch tensor parallelism, but one is a training bug and the other is an OOM during loading; not the same concrete bug." + "reason": "Different components and symptoms; CLIPOutput attentions vs patchtsmixer post_init." }, { "left": "issue:42490", "right": "issue:44075", "accept": false, - "reason": "Completely different topics: local model path warning versus optimizer argument handling." + "reason": "Local model path import warning is unrelated to SGD args being ignored." }, { - "left": "issue:43064", - "right": "issue:44655", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Different code paths: distributed optimizer-state corruption in training versus Pipeline save_pretrained behavior." + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a specific OOM on a model load." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "An AutoModel PyTorch import dependency error is unrelated to a tokenizer-loading regression." + "reason": "PyTorch import error vs tokenizer loading regression; different code paths." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different problems in different components: a DSA indexer discussion versus a DeepSeekV3MoE implementation divergence." + "reason": "DSA indexer ReLU discussion is unrelated to DeepSeekV3 implementation divergence." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "State_dict sorting/load error is not the same as the save_pretrained shard-size default question." + "reason": "State-dict loading failure is not the same as a max_shard_size question." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attentions assignment and an fp16 AMP crash are different bugs." + "reason": "Different model failures; no shared concrete code path." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: missing CLIPOutput attentions versus Qwen3.5 flash-attention generation issues." - }, - { - "left": "issue:44655", - "right": "issue:44938", - "accept": false, - "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "Different components and fixes: CLIPOutput attentions versus patchtsmixer post_init policy." - }, - { - "left": "issue:43901", - "right": "issue:44938", - "accept": false, - "reason": "Docs wording for TextClassificationPipeline is unrelated to a Python 3.14 loading failure." + "reason": "CLIPOutput attention assignment and Qwen3.5 flash-attention generation are unrelated bugs." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky integration test and a model-loading error for Phi-4 multimodal are not the same bug." + "reason": "Test seed flakiness is unrelated to loading Phi-4 multimodal with latest transformers." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are test failures, but they affect different models and different root causes." + "reason": "Both are test failures, but the underlying causes are different." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Different CI breakages: seed-related flaky tests versus stale auto_mappings references." + "reason": "CI test flake vs auto_mappings stale config references; different fixes." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leakage is unrelated to AddedToken constructor argument duplication." + "reason": "local_files_only API leak is unrelated to AddedToken argument duplication." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload regression are related only at a broad level, not the same bug." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env command output and AttentionInterface.register behavior are different features." + "reason": "Broken env command is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "A specific SAM HQ integration test flake is not the same as a bug in testing_utils.py." + "reason": "Different test issues and different affected code paths." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import-name errors, but they concern different exported symbols and likely different causes." + "reason": "Both are import errors, but for different exported symbols and likely different packaging issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update decoration and Sam3PixelDecoder dummy Conv2d are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA memory regression under int4 quantization is not the same as checkpoint reload breakage." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained on MoE and missing _tp_plan for tensor parallelism are distinct issues." + "reason": "Both involve Qwen3.5 MoE, but one is FP8 save_pretrained and the other is tensor-parallel plan metadata." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only request leakage 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 unrelated." + "reason": "Compiled Python file errors are unrelated to the Chinese-language v4.57-to-v5.3 slowdown report." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is specifically missing _tp_plan and the other is a broader from_pretrained error; not clearly the same concrete bug." + "reason": "Same family of models, but different failures: missing tp plan vs from_pretrained error." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad concern is unrelated to generation kwargs syncing." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hangs versus documentation confusion about forward arguments." + "reason": "Sentence Transformers loading hang and documentation confusion about forward args are unrelated." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on training failure is unrelated to tokenizer loading regression." + "reason": "MLflow reporting on failed jobs is unrelated to tokenizer loading regression." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing _tp_plan and a missing vision config field are different Qwen3.5 MoE issues." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 quantization memory growth is not the same as a checkpoint reload compatibility issue." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "A no_grad decoration request for cache updates is unrelated to broad import errors after upgrade." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer-from-pretrained loading and checkpoint reload compatibility are different failures." + "reason": "Different Qwen3.5 MoE/Vision config fields and different defects." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network requests despite local_files_only and FP8 save_pretrained on MoE are unrelated." + "reason": "local_files_only network leakage and FP8 moe save_pretrained are unrelated." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Cache/layer update semantics are unrelated to a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + "reason": "Qwen3VL MoE loading breakage and generic checkpoint reload breakage are not the same defect." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "The local_files_only networking bug is unrelated to the unrelated placeholder issue 'racoon'." + "reason": "No meaningful overlap; racoon is unrelated noise." } ] }, @@ -14859,20 +14830,19 @@ "issue:38617", "issue:41628", "issue:41669", + "issue:42371", "issue:42548", "issue:42757", "issue:42831", - "issue:43010", - "issue:43299", "issue:43525", "issue:43526", + "issue:43572", "issue:43576", "issue:43673", "issue:43824", "issue:43827", "issue:43874", "issue:43901", - "issue:43976", "issue:44038", "issue:44222", "issue:44230", @@ -14881,8 +14851,9 @@ "issue:44315", "issue:44355", "issue:44360", - "issue:44373", "issue:44393", + "issue:44485", + "issue:44492", "issue:44556", "issue:44623", "issue:44655", @@ -14893,38 +14864,37 @@ "issue:45092", "issue:45125", "issue:45230", + "issue:45362", "issue:45468", "issue:45542", - "issue:45656", "issue:45753", "issue:45850", "issue:46095" ], "soft_pairs": [ - "issue:43010|issue:45850", - "issue:42831|issue:43874", "issue:44315|issue:44360", - "issue:30333|issue:36296", + "issue:42831|issue:43874", "issue:44355|issue:45071", + "issue:30333|issue:36296", "issue:43827|issue:44961", "issue:44355|issue:44655", "issue:44222|issue:44230", "issue:33453|issue:34689", - "issue:43299|issue:44556", "issue:42757|issue:43576", "issue:33453|issue:36296", "issue:43576|issue:45071", - "issue:43010|issue:45656", "issue:43576|issue:43824", "issue:31795|issue:38617", - "issue:44961|issue:45468", "issue:41628|issue:42548", - "issue:43010|issue:43976", + "issue:44961|issue:45468", "issue:38617|issue:43576", "issue:44908|issue:44961", - "issue:36296|issue:43901", + "issue:44485|issue:44961", + "issue:43673|issue:44492", "issue:41628|issue:44355", + "issue:36296|issue:43901", "issue:36296|issue:43526", + "issue:45362|issue:45850", "issue:44261|issue:44360", "issue:44623|issue:45230", "issue:44273|issue:45542", @@ -14934,129 +14904,113 @@ "issue:44393|issue:45071", "issue:43576|issue:44556", "issue:44230|issue:46095", - "issue:44373|issue:44961", "issue:43525|issue:45850", "issue:41669|issue:43673", - "issue:44556|issue:45092" + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492" ], - "prepared_review_unit_hash": "204a39b31c968c370db1e357328bc1677a31fe7d65986518e66eed29a06ae48e", + "prepared_review_unit_hash": "076febfe258c824ca308a202561bb3a2716b72d7a1e8824bc8e6723fde50aa95", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38119, - "estimated_input_tokens": 9530, - "estimated_eval_tokens": 19316 + "soft_pair_count": 38, + "serialized_chars": 38341, + "estimated_input_tokens": 9586, + "estimated_eval_tokens": 19428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose grab-bag of Transformers v5 regressions, import errors, model-loading bugs, and unrelated docs/training issues. The soft links are mostly superficial theme matches rather than the same underlying defect, so none should be merged as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report here: it explicitly summarizes the general v5 breakage across many models, which makes it the best representative of the cluster\u2019s recurring compatibility complaints.", + "summary": "The cluster is highly heterogeneous; I don\u2019t see any true duplicate pairs among the soft candidates. The broadest umbrella issue is 45850, but it is still too generic to safely serve as a real duplicate target for the other items.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report about Transformers v5 breakage, so it is the closest thing to a cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best global issue candidate because it is the most general and central to the repeated v5/model-loading breakage theme seen in several nearby issues.", + "best_issue_reason": "issue:45850 is the best representative because it is open and broadly scoped, but it is still too vague to subsume the other unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "One is a specific cache/update no_grad request; the other is a broad complaint that v5 breaks many models. Related theme, not the same bug." + "reason": "Different code paths: Liger/model_init application vs a DSA indexer activation bug." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "Different model families and symptoms: FP8 accuracy issue vs a missing method causing an AttributeError in GLM46V image processing." + "reason": "Both involve model internals, but one is FP8 accuracy and the other is an image processor method missing." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Different subsystems and failures: Liger Kernel not applied in model_init versus a DSA indexer missing ReLU." + "reason": "Unrelated failures: compiled Python file execution vs PretrainedConfig type checking." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "Training-job MLflow reporting failure is unrelated to tensor-parallel training behavior." - }, - { - "left": "issue:44355", - "right": "issue:45071", - "accept": false, - "reason": "Both mention failures under v5, but one is about running compiled Python files and the other is PretrainedConfig type checking; not the same code path." + "reason": "MLflow reporting after failed training is unrelated to tensor-parallel training behavior." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Doc reference to pipeline() after removals is unrelated to the unrelated 'racoon' issue." + "reason": "Docs referencing removed pipeline APIs do not match an unrelated placeholder issue." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Different problems: compiled Python file errors versus inability to save Pipeline objects." + "reason": "Compiled-file runtime errors are not the same as save_pretrained pipeline serialization failures." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both involve FP8/MoE wording, but one is a save_pretrained bug and the other is inference support for Qwen3-VL/Qwen3.5 MoE." + "reason": "Both mention FP8/MoE, but one is save_pretrained handling and the other is inference support." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but for different models and likely different causes: generic tokenizer loading vs Llama 3.2 Vision model loading." - }, - { - "left": "issue:43299", - "right": "issue:44556", - "accept": false, - "reason": "Both are version-regression reports, but one is Qwen3VL MoE loading in dev0 and the other is checkpoint reload incompatibility after upgrading to v5.2/v5.3." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific Llama 3.2 model-loading breakage." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Different import/export failures: huggingface_hub is_offline_mode missing versus transformers env command breakage." + "reason": "Missing huggingface_hub import and a broken transformers env command are different failures." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor parallel training bug are separate issues with no shared code path." + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage and PretrainedConfig type-checking regression are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:45656", - "accept": false, - "reason": "cache/update no_grad behavior is unrelated to deepspeed calling optimizer.step twice." + "reason": "CLI env command breakage is not the same as a PretrainedConfig typing regression." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "v5 env command breakage is unrelated to missing Qwen2_5_VLForConditionalGeneration import." + "reason": "A broken env command and a missing Qwen model import affect different code paths." }, { "left": "issue:31795", @@ -15064,131 +15018,155 @@ "accept": false, "reason": "Documentation confusion in model.forward is unrelated to an ImportError for layer_type_validation." }, - { - "left": "issue:44961", - "right": "issue:45468", - "accept": false, - "reason": "The 'racoon' issue is too vague to match the Gemma-4 audio positional encoding bug; no concrete shared defect." - }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing imports: AutoImageProcessor versus PreTrainedModel, likely separate export surface problems." + "reason": "Both are import errors, but they are different missing symbols with different likely fixes." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Cache/layer update decoration issue is unrelated to Python version compatibility with v5.1.0." + "reason": "Placeholder issue versus a Gemma audio positional encoding bug; no shared concrete defect." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "ImportError from configuration_utils and broken env CLI are different failure modes." + "reason": "A missing module export and a broken CLI command are distinct problems." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "inverse_sqrt scheduler kwargs bug is unrelated to the vague 'racoon' issue." + "reason": "Scheduler kwargs handling is unrelated to the placeholder racoon issue." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Tensor parallel training bug does not match documentation drift for TextClassificationPipeline return_all_scores." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache handling is not the same as a typo in cache strategy names." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Missing AutoImageProcessor import is not the same as compiled Python file execution errors." + "reason": "Importing AutoImageProcessor and running compiled Python files are unrelated failures." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and TextClassificationPipeline docs are different layers of the stack." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast reduce_labels returning the wrong shape." + "reason": "Tensor parallelism and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash may be a v5 regression, but it is a specific model bug, not the same issue as the broad umbrella report." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue and DSA indexer ReLU issue are different code paths." + "reason": "MLA normalization precision and a missing ReLU in DSA indexer are different concrete bugs." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Processor.save_pretrained missing files is not the same as a generic bug report placeholder." + "reason": "Processor save_pretrained missing files is not the same as a generic bug report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading problem and tf backend error from installing tensorboard without TensorFlow are unrelated." + "reason": "Lazy loading behavior and TensorBoard/TensorFlow backend detection are different issues." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading behavior does not match unsafe sys.modules access in modeling_utils." + "reason": "Lazy loading failure is not the same as unsafe sys.modules access in modeling_utils." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3/Qwen3.5 MoE, but one is a generic transformers v5 bug report and the other is specifically missing _tp_plan for tensor parallelism." + "reason": "Both involve Qwen/MoE, but one is a broad model bug and the other is a missing tensor-parallel plan." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-VL related, but one is 2D bounding box hallucination/error and the other is an infinite loop on a specific image." + "reason": "Qwen3-VL bounding-box errors and a Qwen3.5 image-specific infinite loop are distinct model behaviors." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box failure is unrelated to PretrainedConfig type-checking regressions." + "reason": "A vision-model output issue is unrelated to a type-checking regression." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are separate issues." + "reason": "Broken env command and checkpoint reload incompatibility after upgrade are different v5 regressions." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to a question about weight conversion scripts for deepseekv4." - }, - { - "left": "issue:44373", - "right": "issue:44961", - "accept": false, - "reason": "Wrong position_ids docstring and the vague 'racoon' issue are not the same bug." + "reason": "FP8 inference support and a DeepSeekV4 weight-conversion script question are not the same bug." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4Config missing pad_token_id is a specific config attribute bug, not the broad 'v5 breaks too many models' umbrella." + "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad v5 breakage report." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Removing import * from models and GenerationMixin cache missing during chunked_prefill are different refactors/bugs." + "reason": "Removing import * usage affects import-time performance, not GenerationMixin cache behavior." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 upgrade regressions, but they affect different model loading paths and are not clearly the same defect." + "reason": "Both are upgrade/loading regressions, but one is generic checkpoint reload failure and the other is an InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a specific model-config issue, not the same as the broad v5 breakage umbrella." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/code is unrelated to the generic v5 regression report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance has nothing to do with cache strategy typos." } ] }, @@ -15224,16 +15202,16 @@ "issue:43408", "issue:43502", "issue:43519", - "issue:43572", "issue:43576", "issue:43606", - "issue:43673", "issue:43704", "issue:43827", "issue:43874", "issue:43976", "issue:44077", "issue:44246", + "issue:44261", + "issue:44263", "issue:44273", "issue:44295", "issue:44297", @@ -15249,21 +15227,20 @@ "issue:44829", "issue:44861", "issue:44908", + "issue:44945", "issue:45071", "issue:45092", "issue:45230", "issue:45278", "issue:45310", "issue:45341", - "issue:45362", "issue:45468", "issue:45478", "issue:45850", "issue:46095" ], "soft_pairs": [ - "issue:43572|issue:45850", - "issue:45362|issue:45850", + "issue:45278|issue:45850", "issue:42890|issue:44908", "issue:44704|issue:44908", "issue:44246|issue:44273", @@ -15276,23 +15253,19 @@ "issue:44295|issue:45230", "issue:41669|issue:44351", "issue:41669|issue:45341", - "issue:43673|issue:44492", - "issue:45278|issue:45850", + "issue:44492|issue:44945", "issue:43874|issue:45850", "issue:44393|issue:45478", "issue:44077|issue:44861", "issue:43827|issue:44908", "issue:31795|issue:33453", - "issue:41669|issue:44492", "issue:41669|issue:44908", "issue:44315|issue:44829", - "issue:42371|issue:44492", "issue:43576|issue:44273", "issue:44360|issue:45468", "issue:44655|issue:44861", "issue:45230|issue:45310", "issue:44273|issue:44908", - "issue:43827|issue:44492", "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:31795|issue:34689", @@ -15306,306 +15279,290 @@ "issue:43502|issue:43519", "issue:43519|issue:44623", "issue:43519|issue:43704", - "issue:43606|issue:45468" + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468" ], - "prepared_review_unit_hash": "5a157fa7c6316a263acca1c6b8a382c55f5d5d62a59a9d3dc1b6497f263139cb", + "prepared_review_unit_hash": "8ad415228a5fbcf13e362175886c9435aaf4289099dd40927e9d79f1ad1921f8", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 45, - "serialized_chars": 40647, - "estimated_input_tokens": 10162, - "estimated_eval_tokens": 20580 + "soft_pair_count": 42, + "serialized_chars": 39795, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of mostly unrelated Transformers issues, with a recurring theme of v5 regressions and loading/import behavior. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the recurring v5 breakage complaints, but it is too generic to be a precise duplicate anchor.", + "summary": "Mostly a heterogeneous set of Transformers bug/regression reports. The only recurring pattern is broad v5 upgrade/import breakage, but none of the soft pairs look like true duplicates of the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the best umbrella because it explicitly captures the recurring v5 upgrade/regression breakage theme and is more concrete than the very broad \"too many models\" report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 best represents the overall cluster because it captures the widest shared theme (Transformers v5 breaking multiple downstream use cases), even though it is not a tight duplicate target.", + "best_issue_reason": "issue:45278 is the most representative cluster anchor: broad enough to cover the shared version-regression complaints, while still being a specific user-facing failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43572", - "right": "issue:45850", - "accept": false, - "reason": "A missing StableLmConfig pad_token_idx bug is specific; 45850 is a broad meta-complaint about many models breaking in v5." - }, - { - "left": "issue:45362", + "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5-35B chat crashes are a model-specific failure, not the same concrete issue as a general v5 breakage report." + "reason": "Same broad v5-breakage theme, but one is generic and the other is specific import errors; not the same bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A flaky SamHQ integration test due to missing set_seed is unrelated to an inverse_sqrt scheduler kwargs bug." + "reason": "Test flakiness from missing set_seed is unrelated to a scheduler kwarg bug." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Passing kwargs to cached_file in AutoProcessor.from_pretrained is a different code path from scheduler parameter handling." + "reason": "AutoProcessor kwargs forwarding is unrelated to inverse_sqrt scheduler argument handling." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Slow import sometimes and lazy loading not working are related in theme, but not clearly the same underlying defect." + "reason": "Import slowness and lazy-loading failure are related only at a high level, not the same issue." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Wrong model-type warning for sam3_video vs sam3_tracker is unrelated to Liger Kernel not being applied with model_init." + "reason": "Model type mismatch in SAM3 is unrelated to Liger Kernel application in model_init." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bounding-box output errors are unrelated." + "reason": "Python version compatibility and Qwen3-VL bbox output are different problems." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Unsupported Flash Attention 2 for NemotronH and Qwen3-VL 2D box hallucination are different model-specific issues." + "reason": "Flash Attention support gating for Nemotron is unrelated to Qwen3-VL output quality." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "A broken `transformers env` CLI command is unrelated to scheduler kwargs being ignored." + "reason": "CLI env command breakage is unrelated to scheduler kwargs propagation." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch on save_pretrained is too specific to be the same bug as an unspecified generic bug report." + "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different API surfaces and failure modes." + "reason": "Scheduler kwargs loss and PretrainedConfig type checking are different code paths." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer read errors are specific and do not match a generic bug report." + "reason": "position_ids buffer access error is unrelated to the generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import * cleanup/performance and missing HybridCache export are different import-related problems." + "reason": "Import-star cleanup and HybridCache import failure are different import problems." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import performance and a testing_utils typo are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Generation cache missing during chunked_prefill is unrelated to a typo in cache strategies." + "reason": "Model import-time slowdown is unrelated to a testing_utils bug." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:44492", + "right": "issue:44945", "accept": false, - "reason": "Many import errors after upgrade is broader, but not the same concrete defect as general model breakage complaints." + "reason": "Cache-strategy typo and pipeline-parallelism output bug are not the same underlying defect." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "A missing image-processor method causing multimodal token counting failure is model-specific, not a broad v5 regression duplicate." + "reason": "A missing processor method in GLM46V is model-specific, not the broad v5 breakage complaint." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL 2D bbox output problems and Qwen3.5 Moe from_pretrained errors involve different models and different code paths." + "reason": "Different Qwen/Gemma model bugs with no shared code path." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "An optional post_init policy issue is unrelated to an AttributeError in tied weight key extraction." + "reason": "Optional post_init policy and tied-weights AttributeError are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs handling." + "reason": "Docs referencing removed pipeline() APIs are unrelated to scheduler kwargs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Model.forward doc confusion and tokenizer loading regression are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:44492", - "accept": false, - "reason": "Import performance and cache-strategy typo do not share the same underlying bug." + "reason": "Documentation confusion for forward args is unrelated to tokenizer-loading regression." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import performance cleanup and scheduler kwarg handling are unrelated." + "reason": "Import-time performance and scheduler kwargs are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and degenerate training with flash_attention_3 are different problems." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "TF32 behavior settings and cache strategy typo are unrelated." + "reason": "Model_init kernel application and flash_attention_3 training degeneration are different failures." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken `transformers env` command and lazy loading issues are not the same defect." + "reason": "Broken env command and lazy loading are distinct behaviors." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A DSA indexer missing ReLU and Gemma4 audio positional encoding are entirely different issues." + "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied weight key extraction are unrelated code paths." + "reason": "Saving Pipeline objects and tied-weights key handling are different bugs." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report does not establish the same underlying issue as a Qwen3.5 Moe from_pretrained error." + "reason": "Generic bug report versus a specific Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44492", - "accept": false, - "reason": "Documentation references to pipeline() and a cache-strategy typo are unrelated." + "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different multimodal math problems, not the same bug." + "reason": "Both are model-component bugs, but timestamp calculation and RoPE implementation are different issues." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in a processor is unrelated to scheduler parameter handling." + "reason": "Qwen3VL processor timestamps and scheduler kwargs are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion and a model loading regression are unrelated." + "reason": "Forward-API documentation confusion is unrelated to a model-loading regression." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance and VRAM leaks in multi-threaded dataloader use are different issues." + "reason": "Import-star performance cost and VRAM leak in dataloader threads are unrelated." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Model.forward docs and a flash-attention import error are unrelated." + "reason": "Documentation wording and flash-attention import failure are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Both involve model initialization, but Liger Kernel being omitted and remote-code checkpoints failing meta init are not the same bug." + "reason": "model_init kernel application and meta-init incompatibility are different initialization bugs." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and Gemma4AudioRelPositionalEncoding are unrelated model-specific math issues." + "reason": "Both involve model internals, but GLM-5 RoPE and Gemma-4 audio positional encoding are not the same problem." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage across dataloader threads and RoPE implementation are unrelated." + "reason": "VRAM leak under multithreading is unrelated to RoPE implementation." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models and a weight conversion script request are not the same underlying problem." + "reason": "Continuous batching for audio models and DeepSeek weight conversion are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 control settings and VRAM leakage are unrelated." + "reason": "TF32 API settings guidance is unrelated to a VRAM leak." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected API calls with local_files_only and timestamp calculation in a processor are different bugs." + "reason": "local_files_only network requests and timestamp calculation are different bugs." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and missing files in processor.save_pretrained are unrelated." + "reason": "Processor timestamp math and processor.save_pretrained missing files are not the same failure." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp math and dataloader-thread VRAM leakage are unrelated." + "reason": "Qwen3VL timestamp bug is unrelated to VRAM leakage." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch for bark-small and Gemma4 audio positional encoding are different model/runtime issues." + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "rms_norm_eps precision discussion is unrelated to Gemma-4 audio positional encoding." } ] }, @@ -15635,39 +15592,35 @@ "issue:33453", "issue:36296", "issue:38617", - "issue:41669", "issue:42913", "issue:43066", "issue:43298", "issue:43525", "issue:43572", - "issue:43704", + "issue:43618", "issue:44230", - "issue:44261", - "issue:44263", - "issue:44360", + "issue:44492", "issue:44623", "issue:44861", "issue:44908", "issue:44998", "issue:45290", "issue:45310", - "issue:45468" + "issue:45341", + "issue:45850" ], "soft_pairs": [ - "issue:44263|issue:45468", - "issue:44261|issue:45468", "issue:42913|issue:43066", "issue:44908|issue:44998", + "issue:44492|issue:44998", "issue:44861|issue:45290", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", "issue:43525|issue:44861", - "issue:43704|issue:44998", - "issue:41669|issue:44998", "issue:43572|issue:44861", - "issue:43066|issue:44998", "issue:31515|issue:38617", "issue:44230|issue:44623", - "issue:44360|issue:44998", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:31515|issue:31795", @@ -15675,148 +15628,136 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "e8c6545b49208aff4d965ee9e7d7e5d1948a6a1afbcec4a5652ad5fef8eafa70", + "prepared_review_unit_hash": "9be4928e839f5bef3d2f32af091f898ff0f92105c41dc149daed8fa5dd3fc1f6", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796477, - "estimated_input_tokens": 199120, - "estimated_eval_tokens": 398496 + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 }, "budget": { - "node_count": 24, - "item_count": 24, - "soft_pair_count": 19, - "serialized_chars": 19179, - "estimated_input_tokens": 4795, - "estimated_eval_tokens": 9846 + "node_count": 22, + "item_count": 22, + "soft_pair_count": 17, + "serialized_chars": 17358, + "estimated_input_tokens": 4340, + "estimated_eval_tokens": 8936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous; the soft pairs share at most broad subsystem similarity, not the same concrete bug. No PRs are present, and none of the candidate pairs should be merged as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "No single duplicate hub is obvious here; the issues are mostly unrelated. If one issue must anchor the set, #45290 is the clearest, most actionable standalone bug report.", + "summary": "This cluster is a grab bag of unrelated issues across tokenizer behavior, config attributes, loading regressions, docs, training bugs, and one irrelevant/spam-like item. I do not see any soft pair that should be merged as the same underlying bug, so there is no clear canonical issue for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#45290 is the strongest standalone issue: it describes a specific crash path with a narrow, reproducible trigger and clear expected behavior.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "Different code paths and symptoms: GlmMoeDsaIndexer torch.split handling vs Gemma-4 audio positional encoding." - }, - { - "left": "issue:44261", - "right": "issue:45468", - "accept": false, - "reason": "One is an MLA q_a_layernorm epsilon precision/config bug; the other is a Gemma-4 audio positional encoding issue." - }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer v5, but the reported problems are not the same concrete bug: generic behavior regression vs wrong decoder type." + "reason": "Both mention tokenizer/v5 behavior, but one is a broad version-behavior complaint and the other is a specific decoder-type issue; not enough evidence they are the same bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Completely unrelated: scheduler kwargs handling vs an unrelated non-technical issue." + "reason": "Inverse-square scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different helpers and failures: tied-weight key extraction crash vs apply_chat_template crashing on tool-call assistant messages." + "reason": "Different code paths: tied-weight key handling versus chat template tool-call crashing." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:44998", + "right": "issue:45850", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to _get_tied_weight_keys crashing on list-typed _tied_weights_keys." + "reason": "'Unemployment' is not the same bug as a generic post-5.0 model breakage report." }, { - "left": "issue:43704", + "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM under multiple dataloader threads is unrelated to the other item." + "reason": "CLIPOutput attentions regression is unrelated to the unrelated 'Unemployment' issue." }, { - "left": "issue:41669", - "right": "issue:44998", + "left": "issue:44998", + "right": "issue:45341", "accept": false, - "reason": "Import-star cleanup/perf issue is unrelated to the other item." + "reason": "Testing-utils bug is unrelated to the unrelated 'Unemployment' issue." }, { - "left": "issue:43572", + "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig missing pad_token_idx after v5 update is unrelated to tied-weight key extraction." + "reason": "Llama4Config pad_token_id missing and tied-weight-key AttributeError are different failures in different components." }, { - "left": "issue:43066", - "right": "issue:44998", + "left": "issue:43572", + "right": "issue:44861", "accept": false, - "reason": "Wrong tokenizer decoder type in Transformers v5 is unrelated to the other item." + "reason": "StableLmConfig pad_token_idx missing is unrelated to tied-weight-key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading from_pretrained is not the same as an ImportError for layer_type_validation." + "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are different problems." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor.save_pretrained missing files." - }, - { - "left": "issue:44360", - "right": "issue:44998", - "accept": false, - "reason": "DSA indexer lacking a ReLU is unrelated to the other item." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor.save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting failure on training-job failure is unrelated to slow from_pretrained checkpoint loading." + "reason": "MLFlow reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different problems." + "reason": "Checkpoint loading performance and tensor-parallel training behavior are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Performance issue in loading checkpoints vs documentation confusion in model.forward." + "reason": "Loading speed regression is not the same as confusing model.forward documentation." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but one asks for fp8 inference support while the other reports a from_pretrained error; not the same bug." + "reason": "Both mention Qwen3.5 MoE, but one is fp8 inference support and the other is a from_pretrained loading error; different concrete issues." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "from_pretrained checkpoint slowness is unrelated to tokenizer loading regression." + "reason": "A slow checkpoint load report is not the same as a tokenizer-loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching not supporting audio models is unrelated to Qwen fp8 inference support." + "reason": "Continuous batching lacking audio-model support is unrelated to FP8 Qwen3 VL/MoE support." } ] }, @@ -15848,12 +15789,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "7e5919e4449cf1a64d1698a8a57d5eed0c8581510dfac98d121db281212291d8", + "prepared_review_unit_hash": "b3abd698a96446e8ffc48d28a060dfbe2e026d0180dba16d32664dedfc89b5a8", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15861,7 +15802,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15870,24 +15811,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three issues appear related only by broad Transformers/model-hub similarity, not by the same underlying bug. The two loading-related issues are still too different in failure mode to merge as duplicates, and the Tapas tokenization report is a separate problem entirely.", - "confidence": 0.9, - "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the cluster\u2019s general model-loading theme, with the highest discussion activity; the other two are either narrower auth/download messaging (#15980) or a separate tokenization mismatch (#13244).", + "summary": "No strong duplicate cluster here. The Tapas tokenization issue is clearly unrelated. The two model-loading issues are both about loading/downloading models, but one is specifically an unauthenticated private-model error message and the other is a generic failure to load bert-base-uncased, so they do not look like the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the model-loading failure reports in this set, with more discussion activity than #15980.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best cluster representative because it is the most generic and central user-facing failure, while the others are either more specific or clearly unrelated.", + "best_issue_reason": "#16618 is the best issue candidate because it is the most general user-facing failure among the issues shown and has the strongest discussion signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch for Tapas is a different underlying problem than failing to load bert-base-uncased; same library, different code path." + "reason": "Different problems: Tapas tokenization mismatch versus a model-loading failure for bert-base-uncased. No indication they share the same code path." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model download/load, but #15980 is specifically an unauthenticated private-model download error, while #16618 is a generic load failure for a public model; not the same bug." + "reason": "Related broadly to model access, but one is a private-model auth/error-message problem and the other is a generic inability to load bert-base-uncased. Not the same underlying bug." } ] }, @@ -15917,40 +15858,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "ef7a8bb25c70a1d05e838b909aeb2327097af991444d793273ac60e208541f36", + "prepared_review_unit_hash": "1ba3bf9742b68babdd99d85e1849a5be9160a17daeb9bcdefb7ef33275e517f0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature-request issues about different capabilities: Flash Attention 2 support vs. GGUF support. They are not duplicates and should not be clustered as the same underlying request.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are two separate feature-request issues in the same broad area (community contribution / architecture support), but they target different integrations: Flash Attention 2 vs GGUF. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue is a duplicate of the other; if one must be retained as a representative, issue #26350 is slightly broader/older and has more discussion activity.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #26350 is the better anchor only because it is older and has somewhat higher discussion activity, but it does not subsume #33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features for different model/runtime support paths: Flash Attention 2 architecture support vs. GGUF architecture support. They are not the same underlying bug or change." + "reason": "Both are generic community-contribution feature requests, but they ask for different functionality in different subsystems (Flash Attention 2 support vs GGUF support). They are related in theme, not the same underlying change or bug." } ] }, @@ -15992,12 +15933,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "3df77fc1ea0e0cae95520b874f0d63b44ed9307c58a516a018caf90d63e11887", + "prepared_review_unit_hash": "adc4a8833c5442d08e97ea0fe7768421e3cca708def19f12f11a6b3f2d5363a4", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6442, + "serialized_chars": 6443, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -16005,7 +15946,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6442, + "serialized_chars": 6443, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -16014,78 +15955,78 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The only strong duplicate set is the trio of near-identical placeholder issues about translating docs to ; the Turkish and Spanish issues are separate language-specific requests and should not be merged with them.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43834 is the earliest of the near-identical placeholder-template issues and is the best representative of that duplicate set.", + "summary": "This cluster is a mix of distinct translation requests (Turkish, Spanish) and three near-identical generic i18n template issues. Only the generic template trio looks like true duplicates; the language-specific issues are separate requests.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43834 is the best canonical representative of the duplicate subset because it is the earliest of the three near-identical generic template issues. The Turkish and Spanish issues are different language-specific translation requests, not duplicates of that template trio.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the most suitable global issue within this cluster because it best matches the exact duplicate pattern; the Turkish/Spanish issues are distinct translation requests, not better canonicals for the same underlying task.", + "best_issue_reason": "43834 is the strongest single issue to keep as the representative duplicate because it is earliest and matches the other two generic placeholder issues almost exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43834", - "right": "issue:44365", - "accept": true, - "reason": "Near-identical title/body template and almost perfect textual similarity; same underlying placeholder translation issue." - }, - { - "left": "issue:43834", - "right": "issue:44370", - "accept": true, - "reason": "Near-identical title/body template and almost perfect textual similarity; same underlying placeholder translation issue." - }, - { - "left": "issue:44365", - "right": "issue:44370", - "accept": true, - "reason": "Near-identical title/body template and almost perfect textual similarity; same underlying placeholder translation issue." - }, { "left": "issue:27088", - "right": "issue:28936", + "right": "issue:44370", "accept": false, - "reason": "Different concrete language targets (Turkish vs Spanish); same broad theme but not the same issue." + "reason": "Turkish-specific translation request vs a generic placeholder template; not the same underlying issue." }, { "left": "issue:27088", - "right": "issue:43834", + "right": "issue:44365", "accept": false, - "reason": "Concrete Turkish translation request vs generic placeholder template issue; not the same underlying task." + "reason": "Turkish-specific request and generic template issue are not the same translation task." }, { "left": "issue:27088", - "right": "issue:44365", + "right": "issue:43834", "accept": false, - "reason": "Concrete Turkish translation request vs generic placeholder template issue; not the same underlying task." + "reason": "Specific Turkish translation request does not match the generic template issue." }, { "left": "issue:27088", - "right": "issue:44370", + "right": "issue:28936", "accept": false, - "reason": "Concrete Turkish translation request vs generic placeholder template issue; not the same underlying task." + "reason": "Different languages (Turkish vs Spanish), so these are separate translation issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Concrete Spanish translation request vs generic placeholder template issue; not the same underlying task." + "reason": "Spanish-specific translation request does not duplicate the generic template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Concrete Spanish translation request vs generic placeholder template issue; not the same underlying task." + "reason": "Spanish-specific request and generic template issue are distinct tasks." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Concrete Spanish translation request vs generic placeholder template issue; not the same underlying task." + "reason": "Spanish-specific request and generic template issue are distinct tasks." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical generic i18n template title/body; same underlying duplicate issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical generic i18n template issue; appears to be the same request duplicated." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic placeholder translation issue and look interchangeable." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: 43834/44365/44370 form the clearly near-identical placeholder-template trio, and treating 43834 as the canonical representative is reasonable. The Turkish and Spanish issues are plausibly separate language-specific requests, and the rejected soft-edge links are conservative given the weaker similarity scores." + "feedback": "Grounded and conservative overall. The summary correctly separates the Turkish and Spanish requests from the nearly identical generic template trio, and the accepted duplicate pairs are supported by the identical titles and very high similarity among 43834/44365/44370." }, "evaluator_used": true, "retried": false, @@ -16150,273 +16091,261 @@ "issue:43671|issue:45027", "issue:43671|issue:45177", "issue:43671|issue:44121", - "issue:43837|issue:45322", + "issue:43671|issue:43909", "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", "issue:43909|issue:44205", - "issue:43671|issue:43909", "issue:44121|issue:45322", - "issue:43837|issue:44121", "issue:43837|issue:45027", "issue:37015|issue:45027", "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "401d0dbf924c4e5b3ae228df0cacd532bebdc6ae368b543743293845c6389c15", + "prepared_review_unit_hash": "2f362bd06cdc7a5262285546eb781e88c2021abfe32d3ea45b3ca55158053a4c", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21656, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21656, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by templated model-request issues. Despite high textual similarity, the items target different model families, modalities, or architecture ideas, so none of the soft edges look like true duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: these are distinct model requests rather than one underlying bug or change.", + "summary": "These are all distinct model-request issues across different model families and modalities; there is no strong duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42738 is the broadest representative request in the set, but it still does not duplicate the others.", + "best_issue_reason": "issue:43671 is a clear, well-scoped representative model-request issue, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert and DEIMv2 are unrelated model requests; similarity is only in request wording." + "reason": "Different model families: EuroBert config vs DEIMv2." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert vs Qwen3-TTS: different model families and different modality." + "reason": "EuroBert config request is unrelated to Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are distinct model additions, not the same change." + "reason": "EuroBert config and RF-DETR are different model additions." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 target different models and implementation paths." + "reason": "RF-DETR and DEIMv2 are distinct detector/model requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is detection-oriented; LFM2.5 Audio is an audio model request." + "reason": "RF-DETR vs LFM2.5 Audio: different model and modality." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the sparse transformer request are unrelated changes." + "reason": "Detector request vs sparse transformer request; different change." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR (vision/detection) and Qwen3-ASR (speech recognition) are different requests." + "reason": "RF-DETR and Qwen3-ASR are unrelated model additions." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model/modality support requests." + "reason": "RF-DETR and Qwen3-TTS are different models and tasks." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT and Qwen3-ASR target different code paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request do not describe the same underlying change." + "reason": "NeoBERT vs weight-sparse transformer; not the same request." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model additions." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model requests with no shared code-path problem." + "reason": "RF-DETR and NeoBERT are different model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT models are related only by broad BERT-like naming, not by the same request." + "reason": "NeoBERT and ModernVBERT are separate model families." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 and Qwen3-ASR are different model support requests." + "reason": "MiniCPM3 architecture and Qwen3-ASR are different features." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse transformer request are unrelated." + "reason": "MiniCPM3 and sparse transformer requests are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT models are distinct model additions." + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral-4B-TTS are different model-family requests." + "reason": "MiniCPM3 vs Voxtral TTS support: different models/tasks." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are different model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different support requests." + "reason": "ModernVBERT and Qwen3-ASR are unrelated." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model families and modalities." + "reason": "ModernVBERT and Qwen3-TTS are separate requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and generic BERT-like models with RoPE are related only thematically, not as the same concrete change." + "reason": "ModernVBERT and BERT-like models with RoPE are not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated requests." - }, - { - "left": "issue:43671", - "right": "issue:43837", - "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modalities and separate support work." - }, - { - "left": "issue:43671", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio-model requests." + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated." + "reason": "Qwen3-TTS and Qwen3-ASR share a family but request different modality support." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral-4B-TTS are both TTS-related but still different models and implementations." + "reason": "Different speech models: Qwen3-TTS vs Voxtral-4B-TTS-2603." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 target different model capabilities." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated models." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the sparse transformer request do not share the same underlying fix." + "reason": "TTS support and sparse transformer support are different code changes." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:43671", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are distinct model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model support tasks." + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech/audio models." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated model additions." + "reason": "Qwen3-ASR and EUPE target different architectures and tasks." }, { - "left": "issue:43671", - "right": "issue:43909", + "left": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio-model requests, not one concrete fix." + "reason": "Qwen3-ASR support is unrelated to sparse transformer support." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "OpenAI Weight-Sparse Transformer and EUPE are unrelated model requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." }, { - "left": "issue:43837", - "right": "issue:44121", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and the sparse transformer request are different changes." + "reason": "Weight-sparse transformer request vs EUPE request; not same problem." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-related model requests." + "reason": "Qwen3-ASR and Voxtral TTS are separate speech model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model capabilities." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model domains." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different model proposals from different authors and domains." + "reason": "EUPE and TIPSv2 are distinct vision-language model requests." } ] }, @@ -16438,109 +16367,140 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-37934-7", + "cluster_id": "cluster-37934-10", "nodes": [ "issue:37934", "issue:42936", "issue:43240", "issue:43668", + "issue:43717", "issue:43813", "issue:44031", - "issue:46018" + "issue:46018", + "issue:46143", + "issue:46144" ], "soft_pairs": [ "issue:37934|issue:43668", "issue:42936|issue:43240", "issue:42936|issue:46018", + "issue:42936|issue:46144", "issue:42936|issue:44031", "issue:42936|issue:43813", - "issue:42936|issue:43668", + "issue:43240|issue:46144", "issue:43240|issue:43668", "issue:43668|issue:44031", - "issue:43668|issue:43813" + "issue:43668|issue:43813", + "issue:42936|issue:43668", + "issue:43717|issue:46144", + "issue:46143|issue:46144" ], - "prepared_review_unit_hash": "f6567e90502e8598dd44fcbedaa1eab19f51189ca8c7736752ee2c7cfd6f96ca", + "prepared_review_unit_hash": "0708d325170005a77b4aeceb10e777f6bac8516d794c81c9923a8067256e159e", "component_budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 9, - "serialized_chars": 7189, - "estimated_input_tokens": 1798, - "estimated_eval_tokens": 3852 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10293, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 9, - "serialized_chars": 7189, - "estimated_input_tokens": 1798, - "estimated_eval_tokens": 3852 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10293, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issue reports only share superficial wording patterns; they concern different models, configs, and bug types, so they should not be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous: the items span unrelated model, config, tokenizer, and utility issues. The RoFormer pair is the closest match in subsystem, but it still describes two different defects, so none of the soft edges should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue\u2014the titles cover different models and bug types, with only loose RoFormer overlap that still points to separate defects.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46144 is the most concrete and actionable code-path bug in the set; the others are not duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different components and bug classes: Llama4TextL2Norm normalization behavior vs ModernBERTConfig type hint metadata." + "reason": "Different problems: a norm-implementation question in Llama4TextL2Norm vs an incorrect type hint in ModernBERTConfig." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is a model-specific bug, while kwargs not passed to loss calculation is a generic API/plumbing issue." + "reason": "Both mention loss-related behavior, but one is Mask2Former ignore_value handling and the other is kwargs forwarding to loss calculation." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Unrelated models and failures: Mask2Former ignore_value usage vs DeepSeek-V4 shared expert gating." + "reason": "Unrelated models and defects: Mask2Former ignore_value vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and bugs: Mask2Former loss config vs RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss/ignore_value logic is unrelated to tokenizer regex warning behavior." + "reason": "Mask2Former loss handling is unrelated to tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Different code paths: Mask2Former model logic vs a typo in a quantization attribute name." + "reason": "Different code paths: Mask2Former loss setting vs a typo in orig_conversion.quantization_operation." }, { - "left": "issue:42936", - "right": "issue:43668", + "left": "issue:43240", + "right": "issue:46144", "accept": false, - "reason": "No shared underlying bug: Mask2Former ignore_value bug vs ModernBERTConfig type-hint issue." + "reason": "Both are kwargs-related, but one is loss-function forwarding and the other is RoFormer attention interface usage." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "One is missing kwargs forwarding into a loss function; the other is an incorrect type annotation." + "reason": "kwargs forwarding bug vs ModernBERTConfig type-hint error are not the same issue." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Type-hint correction and tokenizer regex warning are unrelated issues in different subsystems." + "reason": "ModernBERTConfig type annotation issue is unrelated to tokenizer regex warnings." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERTConfig annotation bug is not the same as a typo in a quantization operation attribute." + "reason": "An incorrect type hint and a typo in a quantization attribute are distinct defects." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling and ModernBERTConfig type hints are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba/Mamba-2 init_weights usage is unrelated to RoFormer attention interface behavior." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Same subsystem, but different bugs: kwargs not passed through methods vs attention implementation not using the attention interface." } ] }, @@ -16570,12 +16530,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "0496bcee6f5444018626c6337b8cc50eb9890ee814d23e1acea53cec72bedbe7", + "prepared_review_unit_hash": "db73774e45ba2bccb7b976805154db3971bfa95b1062601482919f72790287f2", "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 }, @@ -16583,7 +16543,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16592,18 +16552,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one asks for block decoding behavior, while the other requests DeepSeek v3.2 support.", + "summary": "The two issues do not look like duplicates: one is about block decoding behavior, while the other is a request for DeepSeek v3.2 model support. They target different underlying changes and should remain separate.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43037 is the more concrete, self-contained feature request, but it is not a duplicate of issue:41084.", + "best_issue_reason": "No single canonical issue fits this cluster well because the items describe different requests; if forced, neither is a clear duplicate representative of the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and likely different code paths: block decoding vs model support for DeepSeek v3.2." + "reason": "Different topics and likely different code paths: block decoding mechanics vs adding support for a specific model/version. The overlap is too superficial to treat as the same underlying issue." } ] }, @@ -16633,12 +16593,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "fc52fdf03553ab270d8563e64af81b599d9a2b21052e04748d4abef593c27f15", + "prepared_review_unit_hash": "490735881aa000c461859610073fe234611327fd6d229a0b0a66c3da5d63e8c2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1582, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -16646,7 +16606,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1582, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -16655,18 +16615,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues describe different Trainer concerns: one is about making `remove_unused_column` more customizable, and the other is about FLOPS estimation for custom trainers. They do not look like duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43598 is the more concrete, self-contained problem statement and a better representative of the cluster.", + "summary": "The two issues are related only at a high level (Trainer customization), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the clearest actionable issue, centered on a specific Trainer customization behavior.", + "best_issue_reason": "Issue 43598 is the broader Trainer customizability discussion, so it is the better representative issue for this small cluster, but it is still distinct from 43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying bugs/features: custom column removal behavior versus FLOPS counting for custom trainers. No shared code-path or same fix." + "reason": "Different underlying bugs: customizability of unused-column removal vs. FLOPS accounting for custom trainers. Shared Trainer context is too broad to treat as the same issue." } ] }, @@ -16696,7 +16656,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "8ae5513144282608250e2bd926a91a0a8946c60f217ff763921f316679d53e77", + "prepared_review_unit_hash": "16b971e76369779cd8e72b8063b02eda11eed670163d9ac6a80cc9cf0d7ae5db", "component_budget": { "node_count": 2, "item_count": 2, @@ -16718,18 +16678,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They concern different model families and different task heads.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical duplicate exists because the requests are for different underlying capabilities. If one must be selected as the broader representative, issue 43684 is the more general AutoModel registration request.", + "summary": "These are related only at a very broad Transformers-auto-model level, but they target different model families and different auto classes, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43684 is the cleaner canonical issue because it is the more direct registration request and names the exact auto classes involved.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the broader, more infrastructure-level request (model registration across AutoModel classes), so it is the better representative of the two, though it does not subsume issue 44405.", + "best_issue_reason": "issue:43684 is the best representative since it is a concrete API registration gap; issue:44405 is a separate Qwen3.5 sequence-classification support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different Qwen variants and different tasks (model registration vs sequence classification support); not the same underlying bug/change." + "reason": "Different underlying change requests: Qwen3-Omni auto-registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. They touch different model families and different code paths, so they should not be merged as duplicates." } ] }, @@ -16766,80 +16726,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "1a5d4a2034f54de62ab9ea1c068043919021c2331656859a108071250096399a", + "prepared_review_unit_hash": "3204fc7f6f266e3645e342519ff09205bc61722498f3bd6effe15ea6b39fd45b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Issues 43845, 43846, and 43859 appear to be duplicates based on their identical title ('huggingface ') and strong soft-similarity scores. Issue 43835 looks separate because its title is different. I\u2019d keep 43845 as the canonical representative because it is the earliest of the repeated huggingface issues.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43845 is the earliest among the three near-identical 'huggingface ' issues and is a reasonable canonical representative for that duplicate set.", + "summary": "The cluster is mostly low-signal spam-like issue reports. Three issues share the same generic title \u201chuggingface \u201d and are likely duplicates of each other, while \u201cFett\u201d looks unrelated. No PRs are present.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43845 is the best available anchor because it is the earliest of the identical \u201chuggingface \u201d reports, but the bodies are too sparse to identify a concrete underlying bug with confidence.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best cluster anchor because it is earliest and matches the other two issues\u2019 identical title pattern with the strongest available similarity evidence.", + "best_issue_reason": "Issue 43845 is the strongest cluster representative: it matches the repeated title pattern, is earliest among the duplicate-looking reports, and there is no stronger technical signal from the bodies.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and only weak soft similarity; no concrete evidence they describe the same issue." + "reason": "Different titles and no body detail; only weak lexical similarity, not enough to infer the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no shared substantive evidence beyond soft similarity." + "reason": "Different titles and no substantive description; superficial similarity only." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and insufficient evidence to treat as the same underlying issue." + "reason": "Different titles and no concrete evidence of a shared underlying bug." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Identical title ('huggingface ') and strong soft-similarity score support treating these as duplicates." + "accept": false, + "reason": "Same generic title, but the reports are too empty to confirm they describe the same concrete problem." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Identical title ('huggingface ') and substantial similarity make this a plausible duplicate pair." + "accept": false, + "reason": "Both are generic \u201chuggingface \u201d reports, but there is no actionable description tying them to the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Identical title ('huggingface ') and strong similarity suggest the same report was filed twice." + "accept": false, + "reason": "Identical superficial title, but insufficient detail to safely treat them as duplicates of the same bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The clustering is directionally plausible, but the writeup overstates the evidence. In the packet, the only directly supported commonality among 43845/43846/43859 is the identical title 'huggingface ' plus soft-similarity scores; there is no body text to justify a 'title/body pattern' claim. I\u2019d keep the canonical choice conservative, but reject the summary because it attributes more evidence than the packet provides." - }, - "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 }, @@ -16873,88 +16830,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "8fe8787669e27aa012356573f584c822d5f285aa12cd08c774dfcdc53fb5d424", + "prepared_review_unit_hash": "89aa2061b3170f8941b6029cfe407813b221f7e8f1b123ab9358e7b8b707a4c6", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All five issues are spammy or content-free and do not appear to describe the same underlying bug or change. No credible duplicate cluster is present; the soft similarities are superficial only.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 44418 is the least spam-like and most plausible placeholder, but it still lacks concrete bug details, so it is only a weak canonical choice.", + "summary": "The cluster is made up of low-information spam/generic issue titles with no substantive description, links, or code evidence. There is no defensible duplicate grouping or canonical issue here.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the best available issue for triage only because it looks like a real documentation request rather than obvious spam.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just '' with no bug or change details; identical filler titles are not evidence of the same underlying issue." + "reason": "Both are titled '', but there is no body, target, or issue-specific evidence to show they describe the same underlying problem." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders with no substantive body, so there is no concrete duplicate signal." + "reason": "Both look like spam placeholders only; no concrete bug/change overlap is visible." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; the titles are too vague to indicate the same issue." + "reason": "One is spam-like and the other is a generic documentation suggestion; insufficient evidence they are the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' and 'Check out \"Google LLC\"' are unrelated spam-style titles, not the same bug report." + "reason": "Titles are unrelated ('' vs 'Check out \"Google LLC\"'); no sign of the same underlying report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation suggestion and a spam placeholder do not describe the same underlying problem." + "reason": "A generic documentation suggestion does not match a spam placeholder issue in a way that supports duplication." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "The documentation-enhancement title is not enough to link this to a separate spam-only issue." + "reason": "No concrete shared bug or request is evident beyond being low-information issues." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are identical spam placeholders, but there is no actual issue content to confirm a shared underlying bug." + "reason": "Identical spam titles are not enough to confirm the same underlying issue without any descriptive evidence." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated spam content and do not point to the same defect or request." + "reason": "Spam placeholder and unrelated promotional-style title; no common issue is visible." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No concrete shared bug/change is visible; these are unrelated low-quality issue titles." + "reason": "No substantive overlap in the report content or title." } ] }, @@ -16984,7 +16941,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "398a6d1c507c11045da6dc4544da6c0431138c7446b3a681d989881385be4505", + "prepared_review_unit_hash": "1c153ba80fbaa93ada231663e59220cc66d4145b222f97b318b37bc1ac73e66e", "component_budget": { "node_count": 2, "item_count": 2, @@ -17006,24 +16963,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "#45145 and #45151 share the same title and have a soft-similarity signal, but the packet does not provide enough evidence to confidently treat them as duplicates. #45145 is the better canonical candidate because it is earlier and has one inbound reference.", - "confidence": 0.7, - "canonical_issue_reason": "#45145 is slightly better established because it was created earlier and has an inbound reference, but the evidence is still only suggestive.", + "summary": "The cluster appears to be a near-duplicate issue pair: same title, close similarity signal, and no contrary evidence. However, the evidence is not strong enough to claim identical bodies or a confirmed duplicate relationship with certainty.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #45145 is the best canonical issue because it is the earlier thread and has an inbound reference, while the pair only shows soft similarity rather than explicit duplicate linkage.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue candidate for canonicalization due to earlier creation time and the inbound reference; however, this is a low-to-moderate confidence choice.", + "best_issue_reason": "#45145 is the strongest representative for the issue cluster: same title as #45151, slightly earlier creation time, and it has the only inbound reference in the pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "Same title and soft similarity are not enough to merge these as duplicates with confidence, especially since deterministic_accept is false and there are no explicit links, shared targets, or other stronger signals." + "reason": "The titles match and the similarity score is fairly high, but the packet only provides soft-similarity evidence and marks deterministic_accept=false. Without body text or explicit links, this is not strong enough to confirm a duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary overstates the evidence and the soft-edge verdict is not conservative enough. The packet supports that #45145 and #45151 share the same title and have a soft-similarity signal, but it does not establish that they are duplicates with high confidence. Also, the soft pair is marked deterministic_accept=false, so accepting it is too strong for the available evidence. #45145 having an inbound reference does support it as a candidate canonical issue, but not with the level of certainty stated." + "feedback": "The packet supports a close similarity, but not the stronger claims made here. Both issues have the same title and similar body lengths, with only a soft-similarity signal; the bodies themselves are not shown, so saying they have the \"same title/body\" or are \"effectively the same issue content\" overstates the evidence. Also, the soft-edge verdict should stay conservative because the packet marks this pair as deterministic_accept=false. The inbound reference on 45145 is fine to mention, but it does not by itself justify treating the pair as confirmed duplicates." }, "evaluator_used": true, "retried": true, @@ -17104,40 +17061,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "0cb0fa5f56090a039902da21f50651351b877feb2d8dfc8d78361d475ba9dc2e", + "prepared_review_unit_hash": "56d439d7b9e3449ae8a252d2e76128c11d02c20a04bbf7bd11e58264b071f025", "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 separate 4-bit inference bugs: one Gemma4/audio uint8-weight `torch.finfo()` failure, and one BitsAndBytesConfig `llm_int8_skip_modules` behavior that drops the default `lm_head` exclusion and triggers an `AssertionError`.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #45674 is the better canonical issue because it describes a broader, configuration-level regression in BitsAndBytesConfig with a clear failure mode and likely wider impact.", + "summary": "The two issues are both about 4-bit inference, but they describe different bugs: 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, "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the best representative for the cluster: it is more general, more actionable, and not tied to a single model family or module.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "They involve different concrete failures and code paths: a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights versus an `llm_int8_skip_modules` config regression that clears the default `lm_head` exclusion and raises an `AssertionError`. Both are in 4-bit inference, but not the same bug." + "reason": "Reject: different root causes, different affected code paths, and different failure modes; they are not the same underlying bug." } ] }, @@ -17167,7 +17124,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "8cf2783795f5dd79bf9085b60bbe6b57682c2d026d6f6664176beef2a482c95d", + "prepared_review_unit_hash": "0c2e3cb79c508a9df230e546276fcb842eee53984e12c91caa815a680b38678b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17189,18 +17146,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated, empty issues that look like personal-name/date strings rather than duplicate bug reports. There is no real technical overlap.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue: the two closed issues are unrelated and contain no shared problem description, only different personal-name/date titles.", + "summary": "Two closed issues look like unrelated personal-name entries with different names and dates; there is no evidence they describe the same underlying bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a meaningful representative of a bug or feature request; if one must be chosen, issue 45762 is only marginally more generic, but both are effectively non-canonical.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates, no body text, no shared technical context, and no evidence they describe the same underlying issue." + "reason": "Same superficial pattern (name + date), but the names and dates differ and there is no shared bug report, target, or context indicating a duplicate." } ] }, @@ -17230,7 +17187,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "6b6c049ca1f86ba5e2c8e08cc83287626ec4d957234b3366dc491a0bbd58646c", + "prepared_review_unit_hash": "65495026d540e24b9a98a2d521580d863f19902394227820a17dff3192a27703", "component_budget": { "node_count": 2, "item_count": 2, @@ -17252,7 +17209,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not appear to describe the same bug or request; they are just two separate, title-only records with similar surname/date formatting.", + "summary": "The two issues appear unrelated: they reference different personal names and different dates, with no body or links suggesting a shared bug or task. The soft duplicate edge should be rejected.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -17263,7 +17220,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Title similarity is too weak: both are just personal-name/date strings, with no shared problem statement, body, or explicit linkage indicating duplication." + "reason": "Different names and different dates; no evidence they describe the same underlying issue." } ] }, @@ -17303,88 +17260,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "4a6dfdc44c647a8700f875c1456414efab92735b827f7da041163918c35144a1", + "prepared_review_unit_hash": "7e698274b5264df30ca0ae56a37bc5e9ad7c488e4d71fa45821843f61ba777c6", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5722, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5722, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not one duplicate set; it contains two exact-duplicate issue pairs plus one unrelated dataset promo. The duplicate pairs are 45870/45871 and 45872/45873. Issue 45869 is only loosely related by financial wording, not the same underlying request.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits all five items. If one representative must be chosen, 45872 is the strongest candidate because it is the most detailed and substantive of the financial/DataForge issues; 45870/45871 form a separate exact-duplicate pair, and 45869 is unrelated spam/promotional content.", + "summary": "Two exact duplicate pairs are present: 45870/45871 and 45872/45873. Issue 45869 is related by topic but is a different dataset-style post, and the two duplicate pairs are not the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue spans the whole set; the cluster splits into two separate duplicate pairs. If forced to pick one representative, 45870 is the clearest canonical for the 'Example: Financial time series prediction with DataForge' pair.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best issue to keep as the representative for the substantive DataForge financial-time-series topic: it is more detailed than 45870/45871 and clearly distinct from the dataset advertisement in 45869.", + "best_issue_reason": "45870 is a strong issue representative because it is a clean, duplicate-bearing copy of the 'Example: Financial time series prediction with DataForge' report and is simpler than the broader, less clearly comparable items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact types and topics: dataset promotion vs. a DataForge example request. Only broad financial wording overlaps." + "reason": "Same broad finance theme, but one is a dataset promo and the other is an example post; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as above; shared finance vocabulary is not enough to indicate the same underlying issue." + "reason": "Same broad finance theme, but different artifact types and wording; not a duplicate." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and matching body length/content signal they are duplicates of the same example issue." + "reason": "Identical title and matching body size strongly indicate the same issue duplicated." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial DataForge content, but one is an example and the other is a scraper/service request; these look like different requests." + "reason": "Related DataForge/financial wording, but example post vs scraping service are different underlying topics." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same reasoning as 45870 vs 45872: similar theme, but not the same concrete issue." + "reason": "Related wording only; the two issues describe different concepts and are not the same bug/change." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different underlying request despite similar financial/DataForge wording." + "reason": "Similar domain language, but no evidence they report the same underlying issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different underlying request despite similar financial/DataForge wording." + "reason": "Similar domain language, but these are different issue subjects." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and matching body length/content indicate a duplicate issue pair." + "reason": "Identical title and matching body size strongly indicate the same issue duplicated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The duplicate-pair calls for 45870/45871 and 45872/45873 are supported by identical titles, matching body lengths, and jaccard 1.0. The 45869 comparisons are appropriately rejected as only loosely related. Canonical-issue reasoning is also cautious and consistent with the cluster structure." + "feedback": "The summary is well grounded in the packet: the only strongly supported duplicate pairs are 45870/45871 and 45872/45873 (matching titles and identical body lengths), while 45869 is only loosely related by theme. The soft-edge verdicts are conservative and do not overclaim duplicates beyond the evidence provided." }, "evaluator_used": true, "retried": false, @@ -17444,136 +17401,136 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "ef19513431aee1673fa960f130a513284f2f4c17e71126e0245bd6f0d9e4f19d", + "prepared_review_unit_hash": "7f2d7233eccc40e13f1c01cea726051a6b4320cc1bc76145d7a97b244e234bb0", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38370, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "serialized_chars": 38361, + "estimated_input_tokens": 9591, + "estimated_eval_tokens": 19438 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38370, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "serialized_chars": 38361, + "estimated_input_tokens": 9591, + "estimated_eval_tokens": 19438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly noisy and spans unrelated PRs. Only the two loss-utils PRs look like true duplicates of the same concrete fix; the rest are broad-subsystem or model-addition false positives.", - "confidence": 0.92, + "summary": "This cluster is almost entirely made up of unrelated PRs spanning model additions, tokenizer/model refactors, tests, and infra fixes. The only clear duplicate-style pair is the two `fixed_cross_entropy` changes for issue 43240, which target the same loss-function bug and could be merged into one PR.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical PR: it directly fixes the reported cross-entropy kwargs issue and has the explicit tracking issue link (#43240), while #43254 is a near-duplicate variant of the same change.", + "canonical_pr_reason": "PR #43251 is the best representative because it is the more complete, issue-linked implementation of the `fixed_cross_entropy` fix and directly covers the underlying bug that overlaps with #43254.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest representative of the actual duplicate pair because it is the clearest implementation of the fixed_cross_entropy fix and is tied to the issue that motivated it.", + "best_pr_reason": "PR #43251 is the strongest canonical PR candidate in this cluster: it has an explicit target issue, touches the exact code path, and is the only PR pair here that looks like the same concrete change rather than just the same subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated changes: new VideoPrism model/docs vs an ExecuTorch dynamic-shape test. Same tracking logic is not present and the code paths do not overlap." + "reason": "Unrelated PRs: VideoPrism model/docs addition vs. ExecuTorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer missing-methods fix for Mistral Common is unrelated to adding a new MobileLLM model." + "reason": "Different changes: Mistral tokenizer missing methods vs. adding a new MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "A tokenizer API fix and an ExecuTorch export test are different features with no shared bug or code path." + "reason": "Tokenizer API additions are unrelated to ExecuTorch export tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-from-pretrained robustness changes are unrelated to the MobileLLM model implementation." + "reason": "Different PRs: processor/pretrained robustness vs. new MobileLLM model implementation." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Both touch loading/loss utilities only at a very broad level; one fixes cross-entropy kwargs, the other fixes conversion/base_model_prefix behavior. Different bugs." + "reason": "Both touch loading-related code, but one is a cross-entropy kwargs fix and the other is a conversion/base_model_prefix loading bug; not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy loss kwargs fix is unrelated to adding MobileLLM." + "reason": "Loss-function fix vs. adding a new model; no shared underlying bug." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs fix and Mistral4 test/model changes are separate code paths and separate problems." + "reason": "Different domains: cross-entropy helper fix vs. Mistral4 test/integration updates." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "ExecuTorch dynamic-shape export tests do not address conversion base_model_prefix handling." + "reason": "ExecuTorch dynamic-shape test is unrelated to conversion loading prefix handling." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to Mistral4 model/test fixes." + "reason": "Different code paths and goals: export test vs. Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export testing and MobileLLM model addition are unrelated." + "reason": "Dynamic-shape export testing is unrelated to adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model code is unrelated to the config-resolution order fix." + "reason": "New model addition vs. config-resolution fix; not the same change." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition and Falcon output-interface refactor are different model workstreams with no shared bug." + "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "MobileLLM model addition is unrelated to conversion mapping/base_model_prefix fixes." + "reason": "Different features: new model code vs. conversion/loading prefix fix." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test fixes are separate model changes." + "reason": "Falcon output-capture refactor is unrelated to Mistral4 test fixes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill PR." + "reason": "Falcon model refactor vs. model-creation skill PR; no shared concrete bug/change." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test/model changes and conversion/base_model_prefix fixes are not the same underlying change." + "reason": "Mistral4 test fix and base_model_prefix conversion fix are different problems." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes and the layrnorm->layernorm rename are different model families and different bugs." + "reason": "Different changes: Mistral4 tests vs. typo/renaming fix across CLIP-like models." }, { "left": "pull_request:44827", @@ -17585,31 +17542,31 @@ "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes and cls.config resolution ordering are unrelated." + "reason": "Mistral4 test updates are unrelated to the `cls.config` resolution order fix." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes are unrelated to the model-creation skill PR." + "reason": "Specific Mistral4 test fixes are unrelated to the broad model-creation skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and the model-creation skill are not the same artifact or bug." + "reason": "A concrete model addition is not the same as a repository skill for adding models." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same concrete loss-path issue in src/transformers/loss/loss_utils.py: adding weight/label_smoothing kwargs to fixed_cross_entropy and forwarding them into nn.functional.cross_entropy. They could plausibly be merged into one PR." + "reason": "Both change `fixed_cross_entropy` to forward the same missing cross-entropy kwargs for issue 43240; they target the same concrete loss bug and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly identifies 43251/43254 as the only clearly mergeable duplicate-like pair, and the other pairwise rejections stay conservative despite soft similarity. No verdict overstates evidence." + "feedback": "The evaluation is grounded in the packet. The only accepted soft-edge pair, PR #43251 and PR #43254, is clearly the same `fixed_cross_entropy` bugfix against the same issue target and looks mergeable into one PR. The other pairwise rejections are conservative and consistent with the diffs and titles." }, "evaluator_used": true, "retried": false, @@ -17636,12 +17593,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "fd961ec5b69ea6b2467511f39285f793bb0b8af5a7d056dda3625aed62ee0e67", + "prepared_review_unit_hash": "d264e4cecf5fc431a01b7a3b83ec0225efbec9ee774c0942a747f1c8319e56d2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17649,7 +17606,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17658,18 +17615,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related VibeVoice pull requests, but they appear to be separate feature efforts: a general VibeVoice implementation versus a VibeVoice Realtime extension. The overlap is mostly shared model scaffolding, not a single duplicate change.", - "confidence": 0.91, + "summary": "Two related VibeVoice PRs overlap heavily in model scaffolding, but they are not duplicates: one implements the base model, the other adds a realtime variant plus acoustic-tokenizer work.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the earlier, non-draft core VibeVoice implementation and is the broader baseline change; PR 42781 is a draft realtime follow-on with additional tokenizer/generation work.", + "canonical_pr_reason": "PR 40546 is the earlier, broader base VibeVoice implementation and is the best representative of the core feature set in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the more complete, non-draft implementation and has the broader review/activity signal.", + "best_pr_reason": "PR 40546 is the most suitable anchor because it covers the foundational VibeVoice integration; PR 42781 is a later, more specialized realtime extension rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Not the same concrete change: 40546 implements VibeVoice, while 42781 adds VibeVoice Realtime and extra tokenizer/generation pieces. Shared files reflect reuse of the same model family, not a single mergeable PR." + "reason": "They share the VibeVoice subsystem, but the diffs are not the same concrete change: 42781 adds realtime support and a separate acoustic tokenizer path on top of the base model implementation in 40546. These could not be safely merged as one duplicate PR." } ] }, @@ -17699,12 +17656,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "42dd5f3c4b47cee09b9232d5cd732bde7162513f466554c48e55f31cdd84805a", + "prepared_review_unit_hash": "95a3925779de79f799807f11261036ca3e106b8e18f35f393b3ca038ce8ca6fa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17712,7 +17669,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17721,18 +17678,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions in different model families: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is superficial at the framework level only, not a shared code change.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification. They do not represent the same underlying bug or change, so the soft duplicate edge should be rejected.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the cleaner representative of the cluster: it has a focused, concrete feature addition with clear model/auto-classification changes plus tests/docs, whereas #40755 is a broader TimesFM enhancement touching more files but still unrelated to the other PR.", + "canonical_pr_reason": "PR #41224 is the more focused, self-contained change: it adds DINOv3 image classification support with directly related model, auto-model, and test updates.", "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the best single PR here because it is narrowly scoped, implementation-driven, and well-scoped to one concrete capability (DINOv3 image classification).", + "best_pr_reason": "PR #41224 is the clearest representative of the cluster because it has a narrow, concrete code path and well-scoped model support changes.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying features for different models and modalities: TimesFM covariate forecasting vs DINOv3 image classification. They do not fix the same code-path problem and would not be merged into one PR." + "reason": "Different model families and goals: TimesFM forecasting with covariates versus DINOv3 image classification support. No shared code path or mergeable single PR." } ] }, @@ -17827,7 +17784,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "ae04a1abd6121acf94953d1df8225983f1bfe67fb8621f6dc2e541a77c8cf920", + "prepared_review_unit_hash": "63be4433f1c9c855ecf4d2e5824199129aba0063ee929616e85cb3d88ed8d728", "component_budget": { "node_count": 3, "item_count": 3, @@ -17849,24 +17806,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-onboarding pull requests for different models (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformers registration and docs scaffolding, but they do not appear to fix the same underlying bug or implement the same concrete change.", - "confidence": 0.96, + "summary": "These are three separate model-addition PRs for different models (DeepSeek OCR, Isaac, and Kimi2-6). The overlap is limited to shared Transformers integration boilerplate and documentation files, not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative PR is needed, 45630 is the strongest candidate because it has the most review activity and the most complete model-stack integration among the three.", + "canonical_pr_reason": "No true duplicate canonical PR exists here; the PRs target different models. If one must be chosen as a cluster anchor, #45630 is the most substantial and highest-activity integration.", "best_issue_reason": null, - "best_pr_reason": "45630 is the best overall representative of the cluster as a model-addition PR, but it is still distinct from the others and not a duplicate target.", + "best_pr_reason": "#45630 is the strongest representative only in the sense that it is the most complete/high-activity model integration, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared registry/docs files are generic onboarding plumbing, not evidence of the same underlying change." + "reason": "Different model additions: DeepSeek OCR vs Isaac. Shared auto-registration/docs files are generic boilerplate and do not indicate the same code-path fix or mergeable duplicate PR." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6). They touch similar Transformers auto-registration code, but they are separate model integrations with different code paths and tests." + "reason": "Different model additions: Isaac vs Kimi2-6. The shared filenames are broad integration scaffolding, not evidence of the same underlying bug or change." } ] }, @@ -17896,7 +17853,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "c36a52303d5aff3720397bb6263bf80de70500c895e02f34f9e28b90b082e707", + "prepared_review_unit_hash": "e423b95732429ceeb20010b338527b605c8c4f43a205078975717441e14fe856", "component_budget": { "node_count": 2, "item_count": 2, @@ -17918,18 +17875,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate workflow-dependency update PRs: one targets GitHub Actions Node 24 compatibility, the other bumps Docker build actions and related workflow actions. They overlap in GitHub Actions files but do not fix the same underlying issue.", - "confidence": 0.95, + "summary": "These are related CI maintenance PRs, but they are not the same change: PR 42975 upgrades several GitHub Actions primarily for Node 24 compatibility, while PR 42976 updates Docker build actions to newer versions. They touch some of the same workflow files, but the concrete actions and intent differ.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the cleaner canonical representative because it has a focused, concrete purpose (Node 24 compatibility) and updates a broad set of workflow actions consistently around that compatibility goal.", + "canonical_pr_reason": "PR 42975 is the better canonical candidate because it has a clearer, broader, and more specific goal (Node 24 compatibility) across many workflows, whereas PR 42976 is a narrower version-bump PR focused on Docker build actions.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster because its change is more clearly scoped and coherent, while PR 42976 is a separate version-bump effort centered on Docker build actions.", + "best_pr_reason": "PR 42975 is the strongest representative of the cluster since it targets a concrete platform compatibility problem and has the more substantial, unified workflow-upgrade scope.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow maintenance PRs, but they update different action families for different reasons: Node 24 compatibility versus latest-version bumps for docker/build-push-action and a few related actions. They could be separate PRs and are not the same concrete fix." + "reason": "Different underlying maintenance changes: one is a Node 24 compatibility upgrade for several GitHub Actions, the other is a Docker build-action version bump. Shared workflow filenames alone are not enough to treat them as duplicates." } ] }, @@ -17966,70 +17923,70 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "549dab0e253a1c05b17b7694508ed7fa272374ef2a3e0f7a42bb81b05e16da4e", + "prepared_review_unit_hash": "51bdc8394eba9af821b96c4fd05104cffcddc7a43a5405df5a1c9cee95e7c355", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14204, - "estimated_input_tokens": 3551, - "estimated_eval_tokens": 7358 + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14204, - "estimated_input_tokens": 3551, - "estimated_eval_tokens": 7358 + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is a set of unrelated new-model addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). They share generic integration scaffolding, but they are not the same underlying bug or change, so none should be deduplicated.", + "summary": "All four pull requests are separate model-addition PRs that only overlap on shared Transformers boilerplate (docs, auto-mapping, package exports). They are not the same underlying change, so no duplicate cluster should be formed.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: these are distinct model additions rather than competing fixes for the same code path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43451 is the most feature-complete and review-heavy PR, so it is the best representative only if one must be picked from this unrelated set.", + "best_pr_reason": "PR 43451 is the most substantial and complete of the set, with the broadest model integration surface and the highest review activity, so it is the best representative PR if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registration files are generic scaffolding, not the same fix or code path." + "reason": "ViT NEPA vs Molmo are unrelated model additions; shared files are only generic registration/docs hooks, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. Overlap is only in shared framework files, so this is not a duplicate PR." + "reason": "ViT NEPA and Molmo2 add different models with different configs, processors, and tests; overlap is only in common auto/docs plumbing." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions: ViT NEPA vs CTSM. They touch separate model implementations and are not mergeable as one change." + "reason": "ViT NEPA and CTSM target different model families and code paths; the similarity is just shared Transformers integration scaffolding." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families with different model, processor, and tests; similar naming and shared integration files are not enough for duplication." + "reason": "Molmo and Molmo2 are distinct model ports, not one concrete fix; they share some auto-mapping/doc files but implement different architectures and processors." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model integrations. The shared auto/docs plumbing is incidental and does not indicate the same underlying change." + "reason": "Molmo and CTSM are separate model additions with different filenames, modules, and tests; the overlap is too generic to merge as duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model additions with different implementation surfaces and no shared concrete bug or feature." + "reason": "Molmo2 and CTSM are unrelated model integrations; shared edits are limited to boilerplate registration files and do not indicate the same underlying change." } ] }, @@ -18064,58 +18021,58 @@ "pull_request:43665|pull_request:46102", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "4da10978028272ab0cd836f6f3c7ab860398ee7ed1faae806b7696434288bb56", + "prepared_review_unit_hash": "22a3ab74a712ba5191703acc117a801b7b80ab344fe5227aa4b5bf2254633678", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9388, - "estimated_input_tokens": 2347, - "estimated_eval_tokens": 4950 + "serialized_chars": 9389, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9388, - "estimated_input_tokens": 2347, - "estimated_eval_tokens": 4950 + "serialized_chars": 9389, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These four PRs are not duplicates; they target different subsystems and code paths. The only clear representative of a real fix is the FP8/dequant PR, but it does not match the Whisper, CLIP/ViT test, or FSDP changes.", - "confidence": 0.93, + "summary": "These PRs are not duplicates. One is a Whisper tokenizer/test fix, one is a test-only CLIP/ViT change, one is an FP8/dequant bug fix, and one is an FSDP tied-weights cleanup/fix. They touch different code paths and should be triaged separately.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 44815 is the strongest representative because it contains a concrete implementation fix in core loading and FP8 quantization code, with the most clearly defined underlying bug compared with the test-only or unrelated subsystem PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest standalone representative because it contains a concrete implementation fix across loading/FP8 code, while the others are either unrelated test edits or a separate distributed/FSDP change.", + "best_pr_reason": "PR 44815 is the best standalone PR in this cluster: it addresses a specific runtime behavior change in the actual code path, while 43291 and 43665 are primarily test-oriented and 46102 is a different FSDP area.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different targets: Whisper tokenizer/test cleanup versus CLIP/ViT test-only edits with placeholder assertions. Not the same underlying bug or change." + "reason": "Both are loosely titled as test fixes, but they target different models and different changes (Whisper tokenizer/tests vs CLIP/ViT test assertions). No shared underlying bug or mergeable single fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/test fix and FP8 dequant/loading changes are unrelated subsystems with different code paths and failure modes." + "reason": "Whisper decoding/tokenizer fixes are unrelated to FP8 dequantization and core loading changes; different subsystems and different failure modes." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "The CLIP/ViT test placeholders do not match the FSDP tied-weights/distributed-loading change; they are not plausibly one merged PR." + "reason": "A test-only CLIP/ViT change is not the same underlying issue as an FSDP tied-weights fix/cleanup. They do not look mergeable into one PR." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only edits in CLIP/ViT are not the same underlying fix as the dequant/FP8 model-loading change, despite superficial similarity." + "reason": "Despite superficial similarity in being fixes, these address different concrete problems: test assertions for vision model tests versus dequant/loading logic. Not the same bug or change." } ] }, @@ -18152,73 +18109,73 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "c875185ce4fe987fa45d12531ce21db8645c55bd9ae5c1c7e85121fe62ea9008", + "prepared_review_unit_hash": "6918c8786aeae518c9d9e9fe2c2f9116fe64f946407726afa588ceabdc85f607", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11338, - "estimated_input_tokens": 2835, - "estimated_eval_tokens": 5926 + "serialized_chars": 11341, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11338, - "estimated_input_tokens": 2835, - "estimated_eval_tokens": 5926 + "serialized_chars": 11341, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly duplicate-triage noise, with one true duplicate pair: PR #46100 and PR #46114 have the same ViT test diff. The other pairs do not look like the same concrete change, and the 45932/46100 pair has no shared filenames in the packet.", - "confidence": 0.97, + "summary": "This cluster is mostly a mix of unrelated test/bot-validation PRs. The only true duplicate pair is the two identical ViT test-migration PRs (46100 and 46114); the rest touch different subsystems and should stay separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46100 is the cleanest canonical representative of the duplicate ViT test-migration change: it has the same exact diff as #46114, stays focused on the test file, and avoids the extra OTEL/fork context in #46114.", + "canonical_pr_reason": "PR 46100 is the cleanest representative of the duplicate pair: it has the same exact ViT test diff as 46114, while the other PRs are unrelated changes in workflows, setup, or model code.", "best_issue_reason": null, - "best_pr_reason": "PR #46100 is the best global representative because it is the most direct, minimal version of the shared duplicated change and matches #46114 exactly.", + "best_pr_reason": "PR 46100 is the best cluster representative because it matches the only true duplicate exactly and has the least noisy title among the near-identical test PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "They both touch tests/models/vit/test_modeling_vit.py, but #43488 is a setup/version/dependency change while #46114 is a small ViT test-migration diff; the packet does not support the same underlying change." + "reason": "Different changes: 43488 is a setup/version/dependency tweak plus bot test artifacts, while 46114 is a ViT test migration PR. Same file overlap is not enough." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Both are '[don't merge]' PRs, but the modified files and diffs are different: #43488 changes setup.py and dependency table files, while #43532 changes workflow files and testing utilities." + "reason": "These target different code paths and purposes: 43488 changes packaging/versioning, whereas 43532 rewrites CI/workflow logic and related test harness code." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "They share a ViT test file, but #43532 is a broad workflow/testing-infra PR and #46114 is a tiny test-only change; they are not the same concrete code-path fix." + "reason": "Both touch test-related files, but the actual changes are unrelated: workflow/CI plumbing versus a small ViT test migration." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "The packet shows no shared filenames for this pair. #45932 touches workflows and multiple model files, while #46100 changes only tests/models/vit/test_modeling_vit.py, so they are not the same underlying change." + "reason": "Not the same underlying change. 45932 is a broad model/config/workflow instrumentation PR, while 46100 only adds failing ViT tests for migration checking." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "These appear to be the same PR content: both have the identical diff in tests/models/vit/test_modeling_vit.py, so they are duplicative and mergeable as one change." + "reason": "These are effectively identical PRs: same modified test file and same added failing assertions, so they look like the same underlying test-migration change." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level conclusion is mostly grounded, and the 46100/46114 duplicate call is supported by the identical diff previews. However, one soft-edge reason is not precise: for 45932 vs 46100, the packet shows no shared filenames at all, so saying they \"share only a ViT test file\" is not supported. Please correct that pair-level rationale and keep the verdict grounded strictly in the packet evidence." + "accept": true, + "feedback": "The assessment is grounded in the packet. The identical ViT test diffs in 46100 and 46114 support the only true duplicate pair, and the other proposed pairs are conservatively rejected because their diffs target different subsystems or purposes (setup/dependency changes, CI/workflow plumbing, or broad model/config edits)." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18242,40 +18199,40 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "9874855af5028e8c5a3da808546914e2d83631ebd9149fcbbed55c832eb9cd70", + "prepared_review_unit_hash": "3faffc071f212f4e785b69865c2aac672c4bab1bb07fe7609dc8f26886704808", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6080, - "estimated_input_tokens": 1520, - "estimated_eval_tokens": 3296 + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6080, - "estimated_input_tokens": 1520, - "estimated_eval_tokens": 3296 + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add separate segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share boilerplate/docs infrastructure, but they target different features and code paths, so they should not be treated as duplicates.", - "confidence": 0.95, + "summary": "These are two separate feature PRs for different pipelines: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share scaffolding and docs changes, but they target different underlying models/tasks and should not be deduplicated.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43613 is the broader, more fully integrated feature PR and is the better representative of the cluster if one must be chosen; PR #43612 is a distinct pipeline feature rather than a duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader, more central submission in this pair, since it covers multiple segmentation backends and tracker integrations. It is still not a duplicate of 43612 because the feature scope is different.", + "best_pr_reason": "PR #43613 is the strongest standalone candidate because it covers more model integrations and test surface, but it is still not the same change as #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "The PRs implement different pipelines and feature surfaces: concept segmentation vs visual segmentation. Overlapping docs, registry, and test scaffolding is not enough to merge them as the same change." + "reason": "Different pipelines and problem statements: concept segmentation vs visual segmentation. Shared docs/registry boilerplate is not enough to treat them as the same fix/change." } ] }, @@ -18305,40 +18262,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "d93d9ba69f1124df6807987cad632fc2a2b8c7b03cc388e9426a46ccf00d1fb6", + "prepared_review_unit_hash": "5be6ddd88f87b472870e08c3e49fdc9c5cde5f0ff57b7896496d794328f0c4e5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "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": "These are two separate trainer extensibility PRs in the same file, but they change different code paths: gradient-accumulation loss scaling vs. signature-column filtering. Not a duplicate pair.", - "confidence": 0.96, + "summary": "These are two distinct trainer.py changes: one adds a hook for gradient-accumulation loss scaling, the other refactors signature-column extraction for custom/PEFT trainers. They are not duplicates and should remain separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs solve different problems in different trainer code paths (loss scaling vs. signature-column filtering).", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43651 is the more self-contained concrete behavior change; PR #43663 is a separate refactor/API extension point.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes in Trainer: 43651 alters GA loss scaling behavior, while 43663 extracts signature-column logic for column filtering. They are not the same fix and wouldn\u2019t be merged as one PR." + "reason": "Same file, but different functionality and different underlying code paths: gradient accumulation loss scaling versus model signature/column filtering. They do not look mergeable into one PR." } ] }, @@ -18368,12 +18325,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "c8e5d75471fc9c4b5a1ecff6fdb90e92bdca026617eb27d04b6f42c10c4f4eb8", + "prepared_review_unit_hash": "def6fd8101b096f4eba60e98d2e86a580ebd48a9f00ac1400e4b70128f19fcfa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18381,7 +18338,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18390,18 +18347,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI serve file and both mention NameError, but they fix different typing/runtime-import problems with different code paths and scopes. They are related, not duplicates.", - "confidence": 0.85, + "summary": "Two related but distinct CLI typing fixes in the same file: one uses postponed annotations to avoid runtime annotation evaluation, the other handles TypeAdapter typing when pydantic is absent. They are not the same underlying change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more direct and narrowly scoped fix for the TypeAdapter NameError when pydantic is absent, with an explicit target issue and minimal runtime-impacting change.", + "canonical_pr_reason": "No canonical PR: both are small, adjacent fixes in `src/transformers/cli/serve.py`, but they address different runtime-typing failure modes rather than one duplicate change.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 best represents the cluster because it addresses the concrete TypeAdapter import/annotation failure directly, whereas #43656 appears to be a broader typing cleanup in the same file.", + "best_pr_reason": "PR 43842 is the more concrete representative because it names the exact failure mode (`TypeAdapter NameError when pydantic is not installed`) and contains the narrower, self-contained fix.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both edit src/transformers/cli/serve.py, but #43656 changes model/processor type annotations and __future__ import, while #43842 specifically fixes TypeAdapter resolution when pydantic is not installed. Different underlying bugs and not plausibly one merged PR." + "reason": "Both touch `serve.py` and involve `TypeAdapter`, but 43656 fixes annotation evaluation via `from __future__ import annotations` and typing cleanup, while 43842 fixes the optional-pydantic import/annotation path with a stringified `TypeAdapter`. Different bugs; not mergeable as one PR." } ] }, @@ -18594,14 +18551,14 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "a36bcab1617f8c3c81fb2cbf8a80c53bd8a3ab630ee64be1f1405bf44164f956", + "prepared_review_unit_hash": "96d04034feba4194cc1d07a1bd0c4a0e9d459bf7c28d27f886a02656d351b7e7", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84504, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, @@ -18616,426 +18573,408 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a wave of model-specific output-tracing refactors, not one single duplicate change. Only a few same-model follow-ups look mergeable; most other pairs share only the broad tracking theme.", - "confidence": 0.84, + "summary": "This cluster is mostly a theme cluster of standardized output-tracing refactors across many different models, not one duplicate bug. Only the GPT-Neo and GPT-J variants look like true same-change overlaps; the rest are broad-similarity false positives across different code paths.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the broadest and latest PR in the GPT-J/CodeGen output-tracing refactor chain, so it best represents the cluster\u2019s most concrete duplicate set.", + "canonical_pr_reason": "44722 is the best representative of the overlapping GPT-J/CodeGen output-tracing work: it is the later, broader iteration and subsumes the GPTJ-only variant(s).", "best_issue_reason": null, - "best_pr_reason": "44722 most clearly captures the shared standardized-decorator refactor while also spanning the widest concrete scope among the true same-model overlaps.", + "best_pr_reason": "44722 is the strongest standalone PR in the cluster because it captures the same concrete output-tracing refactor as the GPT-J duplicates, but in the most complete form.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths; the overlap is only the generic output-tracing theme." + "reason": "Different models and code paths; same output-tracing theme is too broad to treat as a duplicate." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet vs DeBERTa are unrelated implementations; shared tracking issue is too broad." + "reason": "Different model families; these are not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file path; 44085 looks like a narrower iteration of the same change." + "reason": "Both touch GPT-J output tracing in the same file; 44066 is a broader superset that can absorb 44085." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet work vs EfficientNet are different model refactors, not one concrete duplicate." + "reason": "Different models/code paths; only the refactor pattern matches." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + "reason": "Different models and implementations; shared issue target is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; same umbrella topic only." + "reason": "GPT-J/CodeGen vs EfficientNet; not the same concrete bug or change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model families." + "reason": "Different model code paths; only the generic output-tracing refactor theme overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different concrete implementations." + "reason": "GPT-J/CodeGen and MGP-STR are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; too broad to merge as one PR." + "reason": "Different models and subsystems; not mergeable as one duplicate fix." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/file; 44068 reads like a follow-up revision." + "reason": "Same GPT-Neo file and same standardized output-tracing refactor; 44068 looks like the later iteration." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." + "reason": "GPT-J vs GPT-Neo; similar refactor style but different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are separate refactors, even if both are standardized output tracing." + "reason": "GPT-Neo and GPT-J are different implementations; not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing are not the same concrete change." + "reason": "ResNet/EfficientNet-style vision refactor vs GPT-J/CodeGen language-model refactor." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen touch different model internals." + "reason": "Different model families and code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model implementations." + "reason": "ResNet vs GPT-J; same issue label does not make these duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different code paths." + "reason": "Different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; shared output-tracing theme is too broad." + "reason": "Different subsystems; only the refactor motif is shared." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + "reason": "GPT-Neo and GPT-J are distinct model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated implementations." + "reason": "GPT-Neo and Flaubert are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate refactors." + "reason": "MPT and GPT-J refactors are different model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; not the same underlying bug/change." + "reason": "GPT-Neo and Flaubert are different models/code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different models." + "reason": "GPT-Neo vs MGP-STR; not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different code paths." + "reason": "GPT-Neo and GPT-J are different model implementations." }, { "left": "pull_request:44068", - "right": "44086", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "GPT-Neo vs MGP-STR; shared theme is too broad." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are different model implementations." + "reason": "MPT and MGP-STR are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated refactors." + "reason": "GPT-2 vs MGP-STR; not the same bug or change." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different code paths." + "reason": "GPT-J and MGP-STR are unrelated." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are not the same underlying change." + "reason": "ViLT and Flaubert are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 output tracing vs GPT-J/CodeGen output tracing are separate model-specific changes." + "reason": "GPT-2 and GPT-J output-tracing refactors are model-specific and not duplicates." }, { - "left": "pull_request:44068", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; same subsystem theme only." + "reason": "GPT-Neo and MPT are different implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are different model families." + "reason": "SegFormer and GPT-J are unrelated model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated code paths." + "reason": "SegFormer and LongT5 are different models." }, { - "left": "pull_request:44017", + "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are different concrete implementations." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT and ImageGPT are unrelated model changes." + "reason": "RegNet and VisualBERT are different code paths." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different code paths." + "reason": "VisualBERT and Flaubert are unrelated model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and LongT5 are different models, despite similar refactor style." + "reason": "SegFormer and MPT are different models." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated implementations." + "reason": "GPT-2 and MPT are different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and LongT5 are different code paths." + "reason": "MPNet and Flaubert are different model families." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated model refactors." + "reason": "VisualBERT and LongT5 are not the same concrete change." }, { "left": "pull_request:44059", "right": "pull_request:44068", "accept": false, - "reason": "GPT2 and GPT-Neo are different models and fixes." + "reason": "GPT-2 and GPT-Neo are different implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "GPT2 and MPT are unrelated." + "reason": "GPT-2 and GPT-Neo are different code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model code paths." + "reason": "Flaubert and LongT5 are different models." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "VisualBert and LongT5 are unrelated." + "reason": "Different vision models; only the refactor pattern overlaps." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT2 and GPT-Neo are separate model-specific refactors." + "reason": "RegNet and MPNet are unrelated model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT2 and MPT are unrelated model implementations." + "reason": "MPT and ImageGPT are different code paths." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different code paths." + "reason": "TextNet and Flaubert are different models." }, { - "left": "pull_request:44073", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are not the same underlying change." + "reason": "MPNet and LongT5 are unrelated." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT2 and GPT-Neo are unrelated model refactors." + "reason": "RegNet/ResNet-class vision code vs GPT-Neo language-model code." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "GPT2 and MPT are different code paths." + "reason": "Different model families and code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and MPT are unrelated models." + "reason": "TextNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and VisualBert are different implementations." + "reason": "Vision model refactor vs MPT refactor; not duplicates." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + "reason": "SqueezeBERT and MPT are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and TextNet are different models." + "reason": "SqueezeBERT and VisualBERT are different models." }, { - "left": "pull_request:43997", + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated." + "reason": "GPT-Neo and SpeechT5 are unrelated implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and SpeechT5 are different code paths." + "reason": "TextNet and LongT5 are different models." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated model refactors." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", - "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated implementations." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "CVT/FNet and SegFormer are different model families." + "reason": "SqueezeBERT and GPT-Neo are unrelated code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated code paths." + "reason": "SqueezeBERT and DeBERTa v2 are different models." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different models." + "reason": "DeBERTa v2 and TextNet are different implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor, with 44722 as the broader later iteration." + "reason": "Same GPT-J/CodeGen standardized output-tracing refactor; 44722 is the later, broader iteration." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both target GPT-J output tracing; 44722 expands the same refactor to CodeGen and looks like the superseding version." + "reason": "Both rewrite GPT-J output tracing in the same file; 44722 supersedes the GPTJ-only variant." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated." + "reason": "GPT-J and SpeechT5 are unrelated code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model code paths." + "reason": "FNet/CVT vs RegNet/ResNet-class changes; not the same concrete bug or change." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated." + "reason": "FNet/CVT and SpeechT5 are different model families." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different implementations." + "reason": "DeBERTa v2 and SpeechT5 are different implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViTS are unrelated model refactors." + "reason": "DeBERTa v2 and VITS are unrelated model code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model code paths." + "reason": "FocalNet and ImageGPT are different models; the shared refactor style is too broad." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The accepted soft edges are conservative same-model follow-ups (GPT-J/CodeGen and GPT-Neo) that look mergeable into a single bugfix PR, while the rejected pairs mostly span unrelated model families or only share the broad output-tracing theme. No obvious overstatement." + "feedback": "The summary is grounded in the packet and stays conservative. The canonical PR choice is supported by the later GPT-J/CodeGen overlap in 44722, and the true soft-edge matches are limited to the same-model GPT-Neo and GPT-J family overlaps. The false edges are appropriately cautious given the cross-model differences." }, "evaluator_used": true, "retried": false, @@ -19070,20 +19009,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "e6439e31e61e84060a34e43fa4dac4bb5aa1741d684235dd61e3308e7e05ddb1", + "prepared_review_unit_hash": "43e076dc26d93b35435ae95e6df735262d784201529acf508653161e0616dd53", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84504, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13066, + "serialized_chars": 13068, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -19092,42 +19031,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to the new standardized output tracing/capture machinery, but they do not appear to be duplicates of one another because each targets a different model implementation and code path.", - "confidence": 0.9, + "summary": "These are model-specific PRs that all follow the same broad output-tracing refactor pattern, but they are not duplicates of one another. I reject every soft edge because each PR targets a different model/code path, so none could plausibly be merged into a single concrete fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a clean, representative example of the output-tracing migration pattern: the title is explicit, the diff introduces the standardized capture helpers, and it updates a single model implementation without extra cross-cutting scope.", + "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster theme: it is a straightforward single-model refactor with a generic title and minimal extra scope.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone change candidate because it has an explicit issue target and a focused SpeechT5-specific output-tracing refactor, making it the most clearly grounded in a concrete change request.", + "best_pr_reason": "44073 is the best cluster exemplar, but not a duplicate target; the others are separate per-model implementations of the same refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they apply to different models (VisualBert vs TextNet) and touch different code paths, so they are not the same change." + "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet); they change separate code paths and are not the same fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same general refactor theme, but MPNet and VisualBert are separate model implementations with distinct output-capture wiring." + "reason": "MPNet and VisualBert are distinct model implementations; this is the same refactor style, not the same underlying bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are parallel model migrations to the same utility pattern, not one concrete bug fix or mergeable duplicate PR." + "reason": "Different models and different forward/output plumbing; too broad a similarity to be considered one duplicate PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model-specific refactors; the shared output-tracing motif is too broad to treat as a duplicate." + "reason": "RegNet and SqueezeBert are unrelated model-specific refactors; shared migration pattern is not enough for duplication." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Although both migrate output handling, they target different models and code paths (SqueezeBert vs SpeechT5), so they are not duplicates." + "reason": "SqueezeBert and SpeechT5 touch separate model code paths and different output-tracing implementations, so they should stay separate." } ] }, @@ -19213,328 +19152,298 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "deea2914c487a95646f246be8ef9450fd211268f03e65c358b6195422d00812a", + "prepared_review_unit_hash": "14fb5512dd2374cc6d60e1d16e14926c256610ac004668e7c374599d4273aff2", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43778, - "estimated_input_tokens": 10945, - "estimated_eval_tokens": 22146 + "serialized_chars": 43784, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43778, - "estimated_input_tokens": 10945, - "estimated_eval_tokens": 22146 + "serialized_chars": 43784, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly separate, model-specific output-tracing refactors that share a theme but not the same concrete bug or change. One unrelated docs toctree fix is also present. No soft edge looks mergeable as a duplicate PR pair.", - "confidence": 0.93, + "summary": "These PRs are thematically related output-tracing refactors, but they are model-specific changes across different code paths, not duplicates. The docs toctree PR is unrelated. I would not merge any soft edge.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative: it has the broadest concrete output-tracing change, spans both Mamba and FalconMamba, and introduces the reusable capture/recording machinery rather than a one-off decorator tweak.", + "canonical_pr_reason": "If a representative PR is needed, 44003 is the strongest canonical pick: it contains the most complete output-tracing plumbing (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`) and spans two related model files. The rest are separate model-specific refactors, not duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest standalone candidate because it touches multiple closely related implementations and contains the clearest, most substantial output-tracing refactor in the set.", + "best_pr_reason": "44003 is the best representative of the cluster because it shows the core output-tracing refactor pattern with the broadest implementation surface; it is more central than the smaller single-model PRs, and the docs PR is unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths (timm_backbone vs upernet); same refactor theme, but not the same change." + "reason": "Both are output-tracing cleanups, but `timm_backbone` and `upernet` are different model implementations and code paths, so this is not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models (timm_backbone vs vision_text_dual_encoder); similar output-tracing cleanup, not one duplicate fix." + "reason": "Different models and APIs (`timm_backbone` vs `vision_text_dual_encoder`); similar refactor theme, but not one duplicate bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models (timm_backbone vs univnet); separate refactors, not mergeable as one PR." + "reason": "`timm_backbone` and `univnet` are separate model-specific refactors with different forward paths, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks and implementation patterns; one is a small backbone refactor, the other is a broader Mamba/FalconMamba change." + "reason": "`timm_backbone` output tracing and the Mamba/FalconMamba capture plumbing are distinct code paths; related theme, not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models (timm_backbone vs rwkv); same general tracing theme, but unrelated code paths." - }, - { - "left": "pull_request:43998", - "right": "pull_request:46106", - "accept": false, - "reason": "The docs toctree edit is unrelated to model output tracing." + "reason": "`timm_backbone` and `rwkv` are unrelated model implementations; same broad subsystem, but not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families (mobilenet_v1 vs univnet); parallel refactors, not the same underlying bug." + "reason": "`mobilenet_v1` and `univnet` are separate model refactors, not one shared bug or mergeable duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models (mobilenet_v1 vs upernet); not the same concrete change." + "reason": "Both touch output tracing, but `mobilenet_v1` and `upernet` are different model code paths and not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model groups (mobilenet_v1 vs depth_anything/prompt_depth_anything); similar cleanup pattern only." + "reason": "`mobilenet_v1` vs `depth_anything`: different architectures and different model files, so not a duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different architectures (mobilenet_v1 vs vision_encoder_decoder); not a duplicate PR." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are separate model-specific refactors; same theme, different change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different architectures (mobilenet_v1 vs speech_encoder_decoder); same theme, different code paths." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated code paths and should not be merged as duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families (vision_text_dual_encoder vs univnet); not the same bug or change." + "reason": "`vision_text_dual_encoder` and `univnet` both mention output tracing, but they are different models with different forward logic." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models (vision_text_dual_encoder vs upernet); separate refactors." + "reason": "`vision_text_dual_encoder` and `upernet` are separate model wrappers; not the same concrete bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different stacks and refactor styles; not one concrete code-path fix." + "reason": "`vision_text_dual_encoder` and Mamba/FalconMamba output-capturing are different implementation paths, so this is not a duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (vision_text_dual_encoder vs depth_anything); same tooling theme only." + "reason": "`vision_text_dual_encoder` and `depth_anything` are different multimodal vs depth models; similar refactor style, not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models (univnet vs upernet); not a duplicate change." + "reason": "`univnet` and `upernet` are separate model-specific output-tracing changes, not one shared fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and model families (univnet vs Mamba/FalconMamba); not mergeable as one PR." + "reason": "`univnet` and Mamba/FalconMamba affect different recurrent/generative code paths, so they are not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model groups (univnet vs depth_anything/prompt_depth_anything); only the refactor pattern matches." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44026", - "accept": false, - "reason": "Different architectures (univnet vs vision_encoder_decoder); unrelated implementation changes." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44003", - "accept": false, - "reason": "Different model families and fixes (upernet vs Mamba/FalconMamba); not the same underlying issue." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "Different models (upernet vs codegen); same output-tracing idea, but separate PRs." + "reason": "`univnet` and `depth_anything` are different model families and different forward methods; not the same change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different models (upernet vs rwkv); not one concrete bug/change." + "reason": "`upernet` and `rwkv` are different model implementations; this is only a broad thematic match." }, { "left": "pull_request:44002", - "right": "pull_request:46106", + "right": "pull_request:44003", "accept": false, - "reason": "The docs toctree update is unrelated to model tracing code." + "reason": "`upernet` segmentation tracing and Mamba/FalconMamba tracing plumbing are not the same code-path fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different models (mamba/falcon_mamba vs superpoint); parallel output-tracing refactors, not duplicates." + "reason": "Mamba/FalconMamba tracing plumbing and `superpoint` output tracing are distinct model-specific changes, not duplicates." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different models and APIs (Mamba/FalconMamba vs codegen); not the same code-path fix." + "reason": "`mamba` output-capturing plumbing and `codegen` cache/output-signature refactoring are different concrete changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different models (timm_backbone vs codegen); similar refactor theme only." + "reason": "`timm_backbone` and `codegen` touch unrelated model code paths; similar refactor pattern only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different models (univnet vs codegen); not mergeable as one PR." + "reason": "`univnet` and `codegen` are separate model implementations with different output semantics, so not a duplicate." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models (upernet vs codegen); same tooling pattern, different implementation." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different models (vision_text_dual_encoder vs codegen); not the same underlying change." + "reason": "`upernet` and `codegen` are different model families; this is not the same underlying bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (depth_anything/prompt_depth_anything vs vision_encoder_decoder); not a duplicate fix." + "reason": "`depth_anything` and `vision_encoder_decoder` both refactor tracing, but they are separate model wrappers and different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (depth_anything/prompt_depth_anything vs speech_encoder_decoder); separate refactors." + "reason": "`depth_anything` and `speech_encoder_decoder` are different model families; not one duplicate refactor." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models (depth_anything/prompt_depth_anything vs superpoint); same refactor pattern only." + "reason": "`depth_anything` and `superpoint` are unrelated model implementations, despite the shared output-tracing theme." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models (depth_anything/prompt_depth_anything vs rwkv); not the same concrete code-path problem." + "reason": "`depth_anything` and `rwkv` are distinct code paths and not the same concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models (depth_anything/prompt_depth_anything vs DPR); parallel changes, not one fix." + "reason": "`depth_anything` and `dpr` are separate model-specific refactors, so they should not be merged as duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures (vision_encoder_decoder vs rwkv); not the same underlying bug." + "reason": "`vision_encoder_decoder` and `rwkv` are different architectures and different output paths; not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision vs speech encoder-decoder wrappers are distinct code paths; similar change style only." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are related wrapper types, but they still change different code paths and are not the same PR." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models (vision_encoder_decoder vs superpoint); not duplicate PRs." + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated model implementations; only the refactor style is similar." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models (vision_encoder_decoder vs DPR); same refactor theme, different implementation." + "reason": "`vision_encoder_decoder` and `dpr` are separate model-specific output tracing changes, not one underlying fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models (speech_encoder_decoder vs superpoint); not the same concrete change." + "reason": "`speech_encoder_decoder` and `superpoint` are different model families and code paths, so this is not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models (speech_encoder_decoder vs rwkv); unrelated code paths." + "reason": "`speech_encoder_decoder` and `rwkv` are separate model refactors; same broad subsystem, different change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different models (speech_encoder_decoder vs DPR); not mergeable as one PR." + "reason": "`speech_encoder_decoder` and `dpr` are unrelated model implementations, so they should stay separate." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different models (superpoint vs rwkv); same theme only." + "reason": "`superpoint` and `rwkv` are distinct model code paths; this is only a topical similarity." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models (superpoint vs DPR); not a duplicate change." + "reason": "`superpoint` and `dpr` are different model-specific refactors and not the same underlying change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models (rwkv vs DPR); not the same underlying fix." + "reason": "`rwkv` and `dpr` both touch output-related behavior, but they are different model implementations and not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "Speech encoder-decoder refactor is unrelated to the docs toctree change." + "reason": "`speech_encoder_decoder` is a model refactor; `46106` is a docs toctree reorganization, which is unrelated." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Vision encoder-decoder refactor is unrelated to the docs toctree change." + "reason": "`vision_encoder_decoder` output tracing and the docs toctree change are unrelated artifacts." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "UnivNet output tracing and a docs toctree edit are unrelated." + "reason": "`univnet` is a model refactor, while `46106` only changes documentation navigation; not the same change." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "UperNet output tracing and a docs toctree edit are unrelated." + "reason": "`upernet` output tracing and the docs toctree tweak are unrelated." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "Timm backbone output tracing and a docs toctree edit are unrelated." + "reason": "`timm_backbone` output tracing and the docs toctree change are unrelated code areas and not duplicates." } ] }, @@ -19567,12 +19476,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "1f573fb2b7178cefc857b82770a81aa7fe97fe264d64e20de81653b9644798d9", + "prepared_review_unit_hash": "a5b9080b4080784a949d2114099847b4b3af0b0c0e73522e81cff29363d1bbed", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10915, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -19580,7 +19489,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10915, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -19589,30 +19498,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model additions for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share some boilerplate integration files, but they do not describe the same bug or the same concrete code-path fix, so none should be merged as duplicates.", - "confidence": 0.98, + "summary": "All three pull requests add different model integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share some framework-level registration files, but they do not fix the same underlying bug or implement the same change, so none should be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: each PR targets a different model and ships a separate implementation path.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45075 is the strongest standalone representative of the set: it includes a full new model package, conversion support, auto-map wiring, docs, and tests for DeepSeek-OCR-2.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations with distinct architectures and objectives; shared auto-registration/docs boilerplate is not enough to indicate the same underlying change." + "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared auto-registration/docs files are incidental and do not indicate the same code change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Separate new models (PenguinVL vs DeepSeek-OCR-2) with different configs, processors, and model code; they are not the same fix or feature." + "reason": "Different model implementations for unrelated architectures (PenguinVL vs DeepSeek-OCR-2). Overlap is only in generic Transformers integration files." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Distinct model families and code paths; overlap is limited to standard Transformers plumbing, so these are not duplicates." + "reason": "Different model families and distinct functionality (DeepSeek-OCR-2 vs Voxtral TTS); they are not the same fix or mergeable duplicate PRs." } ] }, @@ -19642,7 +19551,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "bd0d95fc36e1d4504dbdc7b060007773a82abfa434fcb3386d6a6ee69bfa013e", + "prepared_review_unit_hash": "c1480c111025926ecd47d264af3c8b9b604ca55cb1cf319f8011e21013854225", "component_budget": { "node_count": 2, "item_count": 2, @@ -19664,18 +19573,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related by the general theme of fusion, but they target different layers: #44979 adds a new module-fusion API and abstractions, while #45363 implements a specific n-to-1 kernel-fusion workflow via KernelConfig and model loading changes. They are not the same underlying change and would not plausibly be merged into one PR.", - "confidence": 0.94, + "summary": "These are related but not duplicates: one PR introduces a generic module-fusion API, while the other adds a specific n-to-1 kernel-fusion path via KernelConfig and integration plumbing. They target the same broader area, but not the same concrete change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the core Module Fusion API and test coverage, which the other PR can build on but does not duplicate.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the broader foundational PR and the better representative of the fusion API work, but it is still distinct from the concrete KernelConfig-based kernel fusion implementation in #45363.", + "best_pr_reason": "PR #45363 is the more feature-complete user-facing implementation, adding actual KernelConfig-driven fusion integration and an example; it best represents the applied functionality in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both mention fusion, but #44979 introduces a new module fusion API and test coverage, whereas #45363 wires up kernel fusion through KernelConfig and integration/model-loading changes. Different code paths, different scope, not the same fix/change." + "reason": "Different levels of abstraction and different codepaths: #44979 adds a generic fusion API scaffold, while #45363 implements a specific kernel-fusion mechanism via KernelConfig and integration changes. They are related infrastructure, not the same underlying PR." } ] }, @@ -19705,7 +19614,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "9acadbd1ed11a88f4bb318161336cab27b0bdb600f83fbc825d0fa6a6f31e749", + "prepared_review_unit_hash": "1379246250f72a5766a6deac660b429a526c1282d6d326c72d42524932c6eddc", "component_budget": { "node_count": 2, "item_count": 2, @@ -19727,18 +19636,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex patching AttributeError in the same file and target the same issue, with 45317 appearing to be the fuller follow-up due to added tests.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 45081 is the shared explicit bug target for both PRs and represents the underlying problem being fixed.", - "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it covers the same fix as 45086 and also includes test coverage, making it the more complete change.", - "best_issue_reason": "45081 is the best issue anchor since both PRs explicitly link to it and their titles/diffs match that bug.", - "best_pr_reason": "45317 is the best PR candidate because it implements the same fix as 45086 with additional validation/tests and clearer final form.", + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` on the same code path, with the same source-file change; the later PR adds test coverage and is the stronger representative.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it makes the same fix as 45086 but also adds tests and has the fuller implementation context.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of this cluster because it includes the same code fix plus validation coverage, making it the most complete version of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in src/transformers/tokenization_utils_tokenizers.py with the same explicit issue target; the second PR is a superset with tests, so they are duplicate changes." + "reason": "Same underlying bug fix in the same function and file; the diffs match on the core change, and 45317 is a superset with added tests." } ] }, @@ -19768,7 +19677,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "17bfa9c768a3bf57c3732ddd3dfc55a5a5ea2b8425389512eaa1009b5e5446e4", + "prepared_review_unit_hash": "1c19d48a396be258879d93bae2e9954038a4c9321a8dd5b9ebc996fddb07ee70", "component_budget": { "node_count": 2, "item_count": 2, @@ -19790,18 +19699,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH PRs share some files and subsystem scope, but they are not duplicates: one is a focused refactor/conversion-mapping/inheritance change, the other is a broader model split into NemotronH Dense/Sparse plus docs/tests and auto-mapping updates.", - "confidence": 0.91, + "summary": "The two PRs are related to NemotronH, but they are not duplicates: #45115 is a narrow refactor for conversion/mapping and inheritance compatibility, while #45569 is a broader model split introducing dedicated dense/sparse variants plus docs, auto-mapping, and tests.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader, more complete implementation of the NemotronH split and is the better umbrella change; #45115 is a narrower refactor around inheritance and checkpoint conversion mapping.", + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; if one must be chosen, #45569 is the more complete and representative NemotronH implementation change.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative because it covers the main functional evolution (NemotronH, Dense, Sparse, docs, auto/model registrations), while #45115 is a supporting refactor with a different scope.", + "best_pr_reason": "#45569 is the better representative PR because it covers the broader end-state of the NemotronH family (dense/sparse models, docs, auto mappings, tests), whereas #45115 is a narrower refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap in NemotronH internals, but #45115 is about refactoring NemotronH to inherit GraniteMoeHybrid and adding conversion mappings, while #45569 creates/updates NemotronH Dense and Sparse model variants, docs, and tests. They do not look like the same underlying bug/change and would not plausibly merge into one PR." + "reason": "Related but not the same change: #45115 focuses on conversion mapping and inheritance refactoring for NemotronH, while #45569 introduces separate dense/sparse model packages and supporting docs/tests. They do not look mergeable as one PR for a single underlying fix." } ] }, @@ -19831,12 +19740,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "e30db57fa0622cb281b4fa7bbfe3b34ea88bffc6a8e00395942b2662806df628", + "prepared_review_unit_hash": "05c9c62f1d3ef5b03ac7025d994781a1fd93844cf647cc67c2fa4f19d22989cb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -19844,7 +19753,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -19853,18 +19762,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct feature PRs: one adds the heterogeneous per-layer configuration API, and the other adds model/cache support that consumes that API. They do not look like duplicates of the same concrete change.", - "confidence": 0.93, + "summary": "Both PRs are related pieces of a new heterogeneous-model feature, but they are not duplicates: one adds per-layer config infrastructure, the other adds model/runtime support that builds on it.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45333 is the more foundational change: it introduces the per-layer heterogeneous config machinery that PR 45332 builds on.", + "canonical_pr_reason": "PR #45332 is the broader end-to-end feature PR: it covers heterogeneous model behavior in cache/masking/modeling paths and appears to depend on the config work, making it the best representative of the overall feature cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45333 is the best representative of the cluster because it establishes the core API and helper infrastructure for heterogeneous configs.", + "best_pr_reason": "PR #45333 is the cleaner foundational PR for per-layer configuration, but it is narrower and does not cover the runtime/model changes; #45332 better represents the user-visible heterogeneous-model support effort.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying change. 45333 adds heterogeneous config support; 45332 adds model/cache/modeling integration that would consume that support." + "reason": "Related feature work, but different concrete scopes: #45333 introduces heterogeneous config plumbing, while #45332 adds model/cache/masking support that uses that plumbing. They could land separately and are not the same underlying change." } ] }, @@ -19894,12 +19803,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "081cf5498bdc6cdaffa2679aedee0ac46f44fb8609b056994192e5981556fd6f", + "prepared_review_unit_hash": "2c403cb2e78b3a802ff93886c4b115770dffd2113715bb80ecf46ff1092cd3ef", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19907,7 +19816,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19916,18 +19825,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-focused PRs in the transformers repo, but they are not the same change: #45415 is a broad type-checking sweep across many files plus a pyproject ignore tweak, while #45425 introduces shared typing protocols and updates a few typing-sensitive code paths. They overlap in files touched, but not in the underlying fix or mergeable scope.", - "confidence": 0.93, + "summary": "Two open PRs both touch typing-related code, but they are not the same change: one is a broad type-checking sweep across many transformer modules, while the other is a narrower typing/helper update centered on modeling_utils and shared typing protocols. They are related, but not duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more focused and self-contained PR: it adds typing infrastructure in `_typing.py` and applies it to a specific set of call sites, making it a cleaner representative of the cluster than the broad repo-wide type-checking sweep in #45415.", + "canonical_pr_reason": "PR 45425 is the more specific, self-contained typing change; PR 45415 is a broad repo-wide type-checking sweep with many unrelated file edits, so it is not the better canonical representative for a duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the best standalone PR candidate because it targets a concrete typing problem with a bounded change set. #45415 is too broad and looks like an assortment of type-checking adjustments rather than one specific fix.", + "best_pr_reason": "PR 45425 is the best representative of a concrete underlying change because it introduces shared typing helpers and targeted typing annotations, whereas PR 45415 is an umbrella type-checking pass across many files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-related, but #45415 is a broad type-checking cleanup across many modules while #45425 adds specific typing protocols and related call-site updates. Shared files alone do not indicate the same underlying bug or change, and they would not plausibly merge as one PR." + "reason": "Both are about typing, but they address different scopes and likely different code changes: 45415 is a broad multi-file typing sweep with pyproject/type-check adjustments, while 45425 adds specific typing protocols and modeling_utils-related annotations. They do not look like the same underlying fix and would not plausibly be merged as one PR." } ] }, @@ -19957,40 +19866,40 @@ "soft_pairs": [ "pull_request:45487|pull_request:46101" ], - "prepared_review_unit_hash": "a79cdfcb39aaececee2e9559e46418bd7c79a3edb857b87765883dd1472bb901", + "prepared_review_unit_hash": "0cf347ee5e41b2a417a14d3f80e87f649c989a682a4f5516968e7a835babaf42", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5133, - "estimated_input_tokens": 1284, - "estimated_eval_tokens": 2824 + "serialized_chars": 5132, + "estimated_input_tokens": 1283, + "estimated_eval_tokens": 2822 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5133, - "estimated_input_tokens": 1284, - "estimated_eval_tokens": 2824 + "serialized_chars": 5132, + "estimated_input_tokens": 1283, + "estimated_eval_tokens": 2822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both model-parallel/device-placement fixes, but they target different code paths and different models, so they are not duplicates.", - "confidence": 0.93, + "summary": "These are both device-placement/model-parallel fixes, but they target different model families and different code paths, so they should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: PR 45487 fixes token_type_ids device placement in AltCLIP/ChineseCLIP-related paths, while PR 46101 fixes audio feature masking in Qwen2-Audio; they address different bugs.", + "canonical_pr_reason": "pull_request:45487 is the better canonical PR because it has the clearest, most explicit bug description and a concrete cross-model parallel fix with tests.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the better representative PR because it covers the broader, more clearly reproducible parallelism fix and includes test updates across multiple affected models.", + "best_pr_reason": "pull_request:45487 is the best representative of the cluster since its title and diff clearly describe the underlying model-parallel device bug; the Qwen2 Audio PR is a separate model-specific fix.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Both are device-mismatch/parallelism fixes, but for different models and different tensor flows (text token_type_ids vs audio feature masks), so they should not be merged as the same change." + "reason": "Different affected models and implementations: AltCLIP/ChineseCLIP token-type device handling versus Qwen2 Audio audio-feature masking. Similar theme, but not the same concrete bug or mergeable change." } ] }, @@ -20022,7 +19931,7 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "78f73e64980ff57cb967682ebb668681bbb02f0cbe8f63365119bf9964574f04", + "prepared_review_unit_hash": "7907e6404c2f367ed7dea0ae70132fa1396ace36dd858a84a4dfc5f2a2948325", "component_budget": { "node_count": 3, "item_count": 3, @@ -20044,30 +19953,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The Mamba2 cache/seq_len>1 bug reports (46084 and 46098) are the same underlying fix; the Qwen3.5 GDN linear-attention PR (45513) is unrelated and should stay separate.", - "confidence": 0.95, + "summary": "Two of the PRs are near-duplicates for the same Mamba2 cached-forward bug (`use_cache` with `seq_len > 1`), while the Qwen3.5/Olmo hybrid PR is a different model-path fix and should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46098 is the best representative for the Mamba2 bug fix because it directly targets the same cache/seq_len>1 failure, references the tracking issue, and includes the broader code/test/doc treatment of the fix.", + "canonical_pr_reason": "PR #46098 is the most complete representative of the Mamba2 fix: it addresses the same code-path bug as #46084, includes tests, and adds user-facing docs tied to issue #46032.", "best_issue_reason": null, - "best_pr_reason": "PR #46098 is the strongest global representative: it is explicit about the bug, ties to issue #46032, and covers the full Mamba2 cache-correctness change rather than just a narrower code patch.", + "best_pr_reason": "PR #46098 is the best cluster representative because it is the broader, more polished version of the same Mamba2 bug fix, whereas #46084 is a narrower implementation-only variant.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different models and different bugs: 45513 is about Qwen3.5 GDN linear attention cached multi-token forward, while 46084 fixes Mamba2 use_cache behavior for seq_len > 1." + "reason": "Different model families and code paths: Qwen3.5/Olmo hybrid linear-attention cached forward vs Mamba2 mixer cache handling. Similar symptom, but not the same underlying change." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Same concrete Mamba2 cache bug: both fix incorrect use_cache behavior when seq_len > 1, and 46098 is a broader version of the same fix with the same issue target." + "reason": "Both fix the same Mamba2 bug where cached forward misbehaves for `seq_len > 1`, touch the same file/test path, and target the same issue (#46032)." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet: 45513 is clearly unrelated to Mamba2, while 46084 and 46098 both target issue #46032 and touch the same Mamba2 files, so treating them as the same bugfix is conservative. The representative PR choice is also supported by the titles/diff previews." + "feedback": "The grouping is grounded in the packet: #45513 is a different model family/code path from the Mamba2 fixes, and #46084/#46098 share the same issue target, files, and bug shape. The conservative soft-edge verdicts look appropriate, and treating #46098 as the broader representative of the same Mamba2 fix is supported by the included docs/tests." }, "evaluator_used": true, "retried": false, @@ -20094,7 +20003,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "b8dfb657737baa09626670c394f4553bea7a218b951957eeaadbbfdcf1c1f7bf", + "prepared_review_unit_hash": "7a279d8d4ef4a6ca0827ea975e96d08c1d4924858a722d3fbbddee06a27023bc", "component_budget": { "node_count": 2, "item_count": 2, @@ -20116,18 +20025,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs concern expert-parallel model loading, but they fix different bugs: one handles EP config/state serialization and `has_ep`, while the other fixes expert parameters being overwritten during FSDP2 loading. They are related, not duplicates.", - "confidence": 0.9, + "summary": "Both PRs are EP-related, but they fix different distributed-loading failures: one for accelerate/DeepSpeed ZeRO-3 loading and config serialization, the other for FSDP2/rank-0 broadcast overwriting expert weights. They should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative because it targets a concrete runtime corruption bug in the EP/FSDP2 loading path and includes the more specific fix path.", + "canonical_pr_reason": "No canonical PR: the two pull requests target different bug paths and do not describe the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR for this cluster since it addresses a precise failure mode with a clear code-path fix, whereas #45548 is a narrower supporting change around config serialization and EP detection.", + "best_pr_reason": "PR #45662 is the more complete standalone fix for a specific correctness bug in expert parameter loading, but it still does not subsume PR #45548.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share the broad EP loading theme, but #45548 fixes config serialization / EP detection, while #45662 fixes expert weights being overwritten during FSDP2 loading. Different bugs and not plausibly one merged change." + "reason": "Different failures and code paths: #45548 addresses EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while #45662 fixes experts being overwritten by rank-0 broadcast in the FSDP2 path." } ] }, @@ -20157,7 +20066,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "4d063204385a7a0b91458fa50392b3e4175e122c1bdebf4f5654a5112562844b", + "prepared_review_unit_hash": "723ac4ed0f75f4bd86b859de426469b2e1fd6a855ab05546698c3abfd4694742", "component_budget": { "node_count": 2, "item_count": 2, @@ -20179,18 +20088,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision in captured_info debug artifacts; #45645 is the broader, more complete fix, while #45639 is the focused core change.", - "confidence": 0.86, + "summary": "Both PRs address the same xdist-related captured_info collision problem; PR 45645 is the more complete version because it includes the testing_utils fix plus CI log aggregation changes, while 45639 is a narrower subset.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the core xdist-safe testing_utils fix plus the CI/workflow updates needed to consume multiple captured_info files and preserve debug logs.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe output-file change in `testing_utils.py` and also updates CI/workflow handling so multiple worker outputs are preserved and displayed.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest representative of the change set: it fixes the collision at the source and updates downstream CI handling, making it the most complete implementation of the same bug fix.", + "best_pr_reason": "PR 45645 is the strongest representative: it fixes the underlying collision in the code path and includes the necessary downstream CI adjustment, making it the most complete implementation of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs fix the same underlying captured_info xdist collision in testing_utils, and #45645 is essentially a superset that adds the workflow/log-handling pieces around the same code-path change." + "reason": "Same underlying bug: xdist workers colliding on `captured_info.txt`. 45645 contains the same `testing_utils.py` fix as 45639 and extends it with workflow logic to collect multiple worker files, so they are merge-compatible versions of the same change." } ] }, @@ -20286,7 +20195,7 @@ "soft_pairs": [ "pull_request:46069|pull_request:46073" ], - "prepared_review_unit_hash": "bac073b1594ab5c4c108de0f9a5648bce324da331153b5ba1b5e36cefadcb605", + "prepared_review_unit_hash": "c61535c87e6f13586a5b06652741aae579cbe9d4d3365c416a3ba5d4690f749d", "component_budget": { "node_count": 2, "item_count": 2, @@ -20308,18 +20217,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated model-specific PRs that both add SDPA/attention dispatch support, but for different architectures (ShieldGemma2 vs CTRL). They share the same general theme, not the same underlying fix.", - "confidence": 0.97, + "summary": "These are two separate model-specific PRs adding attention dispatch support in different code paths (ShieldGemma2 vs CTRL), not duplicate fixes.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46069 is the better canonical PR only as the larger, more substantial change set; however, it is not a duplicate of #46073.", + "canonical_pr_reason": "No canonical PR: the changes target different models and different implementation paths, so they are not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #46069 is the best representative of the cluster because it has broader implementation and test coverage, but the two PRs should remain separate.", + "best_pr_reason": "PR 46069 is the broader representative of the theme because it adds generic attn_implementation dispatch support for ShieldGemma2, but it is still unrelated to the CTRL PR.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Both PRs add attention-dispatch support, but they target different model code paths and different model families. They are not the same concrete bug or change and could not plausibly be merged into one PR without conflating separate implementations." + "reason": "Both are about attention dispatch support, but they modify different model implementations and are not mergeable into one PR as the same concrete fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index e1d24520595823823c3d321dd9c3e198e3c46e39..d6233b15533994fc3e04950258eff4a537f0f44d 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260521t120126z", + "analysis_id": "hybrid-model-20260521t180115z", "archived_artifacts": { - "hybrid": "snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-21T12:11:05Z", + "published_at": "2026-05-21T18:19:24Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260521T120126Z", + "snapshot_id": "20260521T180115Z", "variant": "hybrid" } diff --git a/snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/analysis-report-hybrid.json b/snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..1f45566d0112c04df633cfd208520365120fc007 --- /dev/null +++ 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not the same underlying bug." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 input-embedding unpacking are distinct issues." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and Phi autocast dtype mismatch are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0 out-of-bounds failure; Gemma3-specific and Bert-specific reports look like the same core bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they reference different removed features and likely need separate updates." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Image dtype mismatch and Qwen3-vl StopIteration are different multimodal failures." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and mps histogram op not implemented are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRl trainer embedding unpacking is unrelated to the mps histogram op bug." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model paths and different failure mechanisms." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer loss-signature breakage are not the same issue." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Runtime failure on AMD GPUs is unrelated to outdated examples in docs." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and mask/index shape mismatch are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 index-0 out-of-bounds failure; only the model context differs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and run-command docs are separate documentation discrepancies." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and different errors; no shared underlying defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge judgments are appropriately conservative. The ZeRO-3 IndexError cluster is well supported by the issue titles, and the docs/model-specific rejections do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43572|issue:45070", + "issue:43296|issue:43366", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:44530|issue:45005" + ], + "prepared_review_unit_hash": "18750e6fbcac204e9957863c0cda20e9cbd8ef3f56634188682e3037990b3d19", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38797, + "estimated_input_tokens": 9700, + "estimated_eval_tokens": 19656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a real duplicate cluster: the items span many unrelated model-loading, dtype, quantization, zero3, and API regressions. The soft links are mostly driven by generic wording rather than the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out; the issues are too heterogeneous to represent one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative because there is no coherent underlying duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different failure modes: unit-test load failure vs corrupted checkpoint." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure and table-QA crash are unrelated bugs." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Deepspeed zero3 index error and a torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper can't run and PretrainedConfig pydantic breakage are different failure paths." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but chat crash vs streaming API failure are different code paths and symptoms." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "init_empty_weights TypeError is unrelated to a table-QA crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different problems: missing sliding_window_pattern vs device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights bug and a corrupted checkpoint are not the same underlying issue." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure and MPS histogram int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing error and MPS histogram int error are different runtime issues." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related at a high level, but they affect different models and code paths." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor load failure and template compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window attr missing are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both mention shape/indexing errors, but they involve different tensors, models, and failure points." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to a pydantic field regression." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF support request are not duplicates." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both are MoE/parallelism complaints, but they are different concrete failures." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights translation bug are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming API failure are different issues." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument breakage is not the same as the PretrainedConfig pydantic issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF model support and Qwen3.5 streaming failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code regression and torch/transformers incompatibility are different problems." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and pydantic model regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage type are unrelated runtime errors." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are zero3-ish indexing failures, but the symptoms and affected paths differ too much to merge." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 behavior, but one is a quality regression and the other is a general output failure; not clearly the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend error and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized inv_freq memory are distinct model-initialization bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking failure are different issues." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and trl SFT embedding unpacking failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are not duplicates." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module 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:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied weights in Mistral3 and tied weights on translation models are different model-specific regressions." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "b8c5b6ead19c2dd09d8a0d94fcb83396b9c4afa9d49d4986c19373e60db8b03d", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36383, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed bag of unrelated Transformers bug reports. The only clearly duplicate family is the non-persistent-buffer regression in `from_pretrained`/`to_empty`, with a smaller SigLIP2 implementation-discrepancy family. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43950 is the clearest root-cause report for the non-persistent-buffer regression; 44534 and 45902 look like later/specific manifestations of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best dedupe anchor because it states the underlying regression directly and broadly, making it the most useful canonical issue for that subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: FP8 config loading vs flash-attn2 fallback gating." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights handling are unrelated bugs." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Completely different areas: DSA indexer implementation vs docs text." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading for NemotronH is unrelated to translation-model tied-weights regression." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model paths and symptoms: TRL unpacking vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A docs typo and a removed command mention are not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different runtime failures; no shared concrete code-path." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Distinct model-specific errors with no indication of the same root cause." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer corruption regression, reported with slightly different wording." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code missing-fields bug is a different failure mode from non-persistent buffer corruption." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example/processor mismatch and the other is an embedding-quality regression." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model families and different dtype/packing failures." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API mismatch and ZeRO-3 loading error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import/export issues and torch-version incompatibility are too broad to merge." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying non-persistent-buffer initialization bug; 45902 is a concrete manifestation of the same regression." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Bitsandbytes parameter incompatibility and missing storage-object error are different breakages." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and loading noise are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality vs tokenizer-version drift are not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message and missing all_tied_weights_keys are separate code paths." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": true, + "reason": "Both describe the same SigLIP2 text/score degeneration family." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention 3D position_ids crash and CPU-offload incompatibility are distinct." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 key error is unrelated to non-persistent-buffer materialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading problems for different models." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA and int4 CUDA memory regression are different issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy; one is a symptom, the other compares HF and JAX implementations." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Different model load failures with no evidence of one shared root cause." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code field loss is more specific than a broad compatibility regression; not enough to merge." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Different models and unrelated failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Separate loading reports for different models; too weak to treat as duplicates." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory use are different performance issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel error and Gemma4 device mismatch are different model/runtime problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the non-persistent-buffer issues form a coherent duplicate family, the SigLIP2 items plausibly form a smaller related family, and the rest are conservatively treated as unrelated. The soft-edge decisions are mostly cautious and supported by the titles/body metadata. No PR pair concerns apply because there are no PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:42491|issue:44368", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43827|issue:44509", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "8f216b4fdd77fadfe3c5de32d3fa9b98f201c074ad79e3a37834c9444f6cbff5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37613, + "estimated_input_tokens": 9404, + "estimated_eval_tokens": 19064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated Transformers bug reports, with a few small duplicate pockets around docs cleanup, `_is_hf_initialized`/`init_empty_weights`, mask-shape IndexErrors, and a Qwen video regression. No single issue/PR cleanly represents the whole cluster.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella for the recurring recent-version model-loading regressions, especially remote_code-related breakage, so it is the best representative issue even though the cluster is not one duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures: Qwen3VL weight_only load error vs GLM5 loading issue." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Related theme, but different concrete bugs on different model classes." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export name issue vs bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer-loading regression vs flash-attn fallback gating; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code regression and device_map auto forward mismatch are different code-path failures." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility/load failure vs a tie_word_embeddings warning; not the same issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping edge case vs general remote_code regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as device placement mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback logic." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General loading regression vs Kimi tokenizer codec-handling regression." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs cleanup: removing deprecated v5 pipeline tasks from summarization/translation docs." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load failure and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight-tying bug in Mistral3 vs non-persistent buffer corruption during from_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE ZeRO-3 weight conversion problem is different from the remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Zero-3 Bert index error and Gemma4 device mismatch do not share the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Ovis2 checkpoint corruption are different failures." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Too little evidence that the Whisper runtime failure and `_torch_extract_fbank_features()` report are the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized`/`init_empty_weights` incompatibility; the titles describe the same TypeError from the same kwarg path." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "DeepSpeed weight-loading issue vs bitsandbytes kwarg incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad error message for Voxtral loading is unrelated to est-roberta tokenizer loading failure." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading issues, but they affect different Qwen variants and appear to be distinct bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer API mismatch vs mask/tensor shape IndexError." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failures; no sign of the same underlying defect." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing effectiveness bug vs missing capability flag on a remote-code variant." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN from 3D position_ids/BF16 collapse is a different issue from the flash_attention s_aux=None crash." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight conversion under accelerate+deepspeed vs gradient averaging with GAS are separate training bugs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init kwarg issue is unrelated to CLIPTokenizer's model_max_length constant." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-vs-indexed-tensor shape mismatch IndexError; the later issue is the same underlying error class with placeholders." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same v5.3.0 Qwen video-input regression; 44560 looks like a specific instance of the broader 44479 bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral tokenizer error-message issue is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading failure are different bugs." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed 'weight must be 2-D' training error and void segmentation map processing failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The accepted soft-edge pairs are reasonably supported by the issue titles/bodies: docs cleanup, `_is_hf_initialized`/`init_empty_weights`, the mask-shape IndexError, and the Qwen video regression. The rejected pairs are phrased cautiously and do not overstate equivalence. The choice of issue:45020 as a broad representative is defensible, and the note that the cluster is not a single duplicate set is accurate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43550|issue:44910", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42915|issue:44756" + ], + "prepared_review_unit_hash": "48a5eab2114ee5d42f5cd9a0ce5be21532eff54c6f6ac58871037d42dd93bc2d", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, with only a few clear duplicate pairs. The strongest matches are the non-persistent buffer regression, the custom-model initialization regression, and a SigLIP2 inference-output regression.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the cleanest representative: it has a precise, self-contained regression description and an exact duplicate in 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different models and failure modes: GGUF/gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen-family, but one is a VL rope-scaling bug and the other is a Qwen3 MoE meta-materialization bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but distinct code paths: FSDP2 shared_kv_states KeyError vs device_map='auto' PLE device mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Not the same underlying bug; one is GGUF architecture support, the other is sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems and symptoms: AudioFlamingo3 batch leakage vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "One is a from_pretrained buffer-corruption regression, the other is a long-input OCR index error in Kosmos2.5." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: Qwen3-vl video StopIteration vs MPS histogram not implemented for int in moe code." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading-related, but one is an import error for a missing class and the other is meta-device loading breakage." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different concrete bugs: torch.compile+SDPA in Bamba vs FlashAttention illegal access from Qwen3.5 position_ids handling." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: FineGrainedFP8Config on Qwen3-MoE vs meta-device loading regressions." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared code-path evidence; GGUF support vs Float8 storage lookup failure." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression in custom model initialization; the notebook detail is just a repro environment." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Distinct Qwen3.5 issues: video inference StopIteration vs unpacking embeddings for TRL SFT." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: 3d_parallel.py runtime failure vs GGUF model-architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 loading." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different bug classes: tokenizer mapping/new-model registration logic vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete failures and model paths; no evidence of one shared root cause." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 flag/init regressions are unrelated to Kosmos2.5 long-input indexing." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both describe SigLIP2-base producing broken inference outputs; these look like the same underlying model/processor regression." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different issues: deepspeed zero3/BertModel indexing vs add-new-model-like tokenizer-mapping failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "One is a zero-size tensor index error during ZeRO-3 init; the other is model-registration logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No shared bug: add-new-model-like/tokenizer mapping vs a mask shape mismatch index error." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but the affected model families and failures differ and the shared root cause is not proven." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different symptoms and paths: dequantized model offload loading vs mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate regression: both report non-persistent buffers being filled with junk in Transformers v5." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related SigLIP2 area, but one is bad model outputs while the other is a documentation/example mismatch and quantization failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model stacks and failures: Qwen3_MoE LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen, but one is an auto device-map cuda assert and the other is an FP8 configuration failure." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and subsystems; no concrete shared code-path." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Load-time ZeRO-3 language_model weight issue vs save_pretrained visual-encoder key regression." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar symptom class, but different model checkpoints and insufficient evidence that they are the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate regression: both report non-persistent buffers being filled with junk in Transformers v5." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft matches are limited to clearly related issue pairs by title/symptom, and the rejected pairs generally avoid overclaiming shared root cause. No mergeability concerns here since this is an issue-cluster review, not a PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:42491|issue:45276", + "issue:43854|issue:43931", + "issue:45488|issue:45812", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:43335|issue:45663", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "13b9cc90d1d0348d8a2ae1ab960e13a7adde0a15a3532a90da0b27908c1c8f84", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38648, + "estimated_input_tokens": 9662, + "estimated_eval_tokens": 19580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues, with two likely duplicate subclusters: resize_token_embeddings regressions and lm_head weight-tying bugs in multimodal models.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45276 is the clearest representative of the resize_token_embeddings regression cluster and has the strongest duplicate links to closely related embedding/output-head reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 best captures the shared underlying embedding-resize bug and is the most central issue among the likely duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resume step calculation vs optimizer argument handling." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA checkpoint compatibility on Qwen3 MoE is unrelated to token embedding resize behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures on different models with no shared concrete code path." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is pre-tokenizer override and the other is wrong token IDs; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion/offload issue vs GLM-4.7 loading failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but the affected models and failure modes differ too much to treat as duplicates." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same family, but one is a docs example with multiple errors and quantization failure; the other is a runtime nonsense-output report." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both touch Transformers 5 init/loading, but they describe different symptoms and code paths." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory use and quantized offloading behavior are not the same underlying issue." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated issues: Qwen3 MoE LoRA reuse vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different model/processor stacks." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both memory-related, but one is MoE training efficiency and the other is int4 reserved-memory/OOM behavior." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model families and different save/load regression types." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is unrelated to resize_token_embeddings behavior." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the concrete crash causes are different." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to init_empty_weights argument plumbing." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression affecting model-specific embeddings/output heads." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report missing lm_head weight tying in multimodal generation models, a shared concrete fix path." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility vs meta-device loading regression are different problems." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map assert and AudioFlamingo3 track leakage are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch vs tokenizer loading failure are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/runtime issue is unrelated to GLM5 loading." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing bug and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model architectures and different failure modes." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading/quantization behavior vs int4 reserved-memory OOM are related only broadly, not the same concrete issue." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Init-empty-weights loading bug vs mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 keyerror and Qwen3 MoE CPU-offload incompatibility are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 attention state handling." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo token leak and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/loading regressions on different models and formats." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory issues, but one is quantization-driven OOM and the other is mmap-related." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading regression vs mmap disablement for OOM are not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model load failure vs save_pretrained checkpoint regression are distinct." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings/output_embeddings regression described from two angles." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state serialization bug and Strix Halo mmap OOM are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and the summary stays conservative. The two accepted duplicate subclusters are well supported by the issue titles and high soft-similarity pairs, and the rejected pairs are generally phrased cautiously without overclaiming evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:42947|issue:43381", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:43611|issue:43645", + "issue:43906|issue:44530", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:43299|issue:43931", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:39404|issue:44671", + "issue:36032|issue:43452" + ], + "prepared_review_unit_hash": "0f1b0e6e4837478b67b9e26a3bcd988d68d52304a7fdc5b48ae8d00c09ec2813", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37067, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are only loosely related and describe different bugs. The only strong duplicate-looking pair is the `resize_token_embeddings` regression, where the generic report is the best canonical issue.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of the same resize_token_embeddings propagation bug; issue:45335 is a specific t5gemma manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the underlying defect because it states the generic failure mode and is not limited to one architecture.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: eval-mode gradient checkpointing vs RLHF NaN from 3D position_ids / SDPA fallback." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is a file-permissions problem and the other is wrong custom-module resolution." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Related to gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems: video-input regression in Qwen VL models vs strict-config loading failure for granite_speech." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Both are attention/training bugs, but the concrete failures and code paths are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks is unrelated to Trainer checkpoint-resume max_steps calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Different underlying bugs: notebook-defined custom models vs save/from_pretrained extra_state handling." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime mismatches, but autocast dtype mismatch and meta-device loading are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression; 45335 is the t5gemma-specific instance of the generic output-embedding issue." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is not the same as an inability to load ScandiBERT in the latest version." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility is too broad and does not match the autocast dtype mismatch bug." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading issues, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on newer torch versions is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is not the same as a tokenizer-version behavioral change." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "General torch incompatibility does not describe the Gemma4 device mismatch bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "The issues are about different problems: torch compatibility vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both touch custom-model loading in v5, but one is base_model_prefix handling and the other is notebook-defined class initialization." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failure modes: cache group-type handling vs compilation of non-template nodes." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different documentation mismatches and different removed/changed behaviors." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different model/export failures: torch.export with torch_compilable_check vs Perceiver image resizing." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to the mask/tensor shape IndexError." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 results are not clearly the same bug as ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the TRL SFT embedding unpacking failure." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a version regression for MoE models and the other is a shape mismatch on a specific checkpoint." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage resolution and non-template-node compilation are separate bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing error is unrelated to compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "These describe different problems; the former is a reproduction report, the latter is a Qwen3.5 cache crash." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to gguf_file breaking tokenizer/model loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is conservative and grounded in the packet. The selected canonical pair, issue:45292 vs issue:45335, is the clearly strongest duplicate-looking match from the titles, and the remaining soft-edge rejections are appropriately cautious given the available evidence. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:44164|issue:45759", + "issue:44671|issue:44991", + "issue:32090|issue:39404", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43644|issue:43646", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43883|issue:44991" + ], + "prepared_review_unit_hash": "3f5056595bb8750275b0e9274a03f069bb6d2f4aab689b4654f3315d5df100ea", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly conservative rejections; the only pair that needed adjustment is the GGUF report, which is too weakly evidenced to treat as a confirmed duplicate/root-cause match.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43452 is the broader GGUF-loading report, but the evidence here does not establish that it fully subsumes the Qwen2.5-specific failure in issue:43482.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is still the best umbrella candidate among the two GGUF issues, but only as a tentative representative because the shared root cause is not confirmed from the available text.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Different API paths and failure modes: extra_state save/load handling vs text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading regressions, but they hit different models and different failure modes (masked-LM outputs vs tokenizer loading)." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated runtime errors in Trainer broadcast vs Whisper pipeline return_language behavior." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/OOM, but one is Qwen3 MoE training efficiency and the other is mmap behavior on Strix Halo; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading regressions with different affected models and causes; too broad to merge." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload issues, but XLNet CPU arange placement and Qwen3.5 MoE rotary embedding offload are distinct code paths." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Different functionality entirely: extra_state serialization vs video-input regression in multimodal Qwen models." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator TypeError and _is_hf_initialized flag regression are separate initialization/runtime problems." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-registration mapping bug vs compiled flex_attention torch-version failure; no shared fix path." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading failures, but for different models and different mechanisms (model download/loading vs Mistral regex patching)." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different affected models and symptoms; one is a generic load failure, the other is a transformers>=5.1.0 regression for a specific repo." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5-related regressions, but base_model_prefix loading and non-persistent buffer initialization are different underlying bugs." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/training behavior on gpt-oss-20b is unrelated to runtime special-token post-processing updates." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different domains: multimodal dtype mismatch vs template-node compilation error." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the titles point to different failing entry points; not enough evidence for one bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer naming conflict and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config field loss is not the same as PagedAttentionCache failing on linear_attention group type." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking and Qwen2.5-VL iterable-dataset finetuning are different issues." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo and tokenizer-loading failure for sleng-bert are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens handling and empty transcription after align_special_tokens are not clearly the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading regressions with no evidence of a shared root cause." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and template-node compilation error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache invalid group type are distinct problems." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length contract mismatch." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "The GGUF pair is not strong enough here: 43482 is only a Qwen2.5-GGUF loading failure, and the body evidence does not confirm the same root cause as the generic gguf_file breakage in 43452." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is about junk-filled non-persistent buffers and the other about custom model initialization broadly; not clearly the same fix." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantized-model loading is unrelated to GGUF loading failure." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Hidden-state output bug in Qwen3.5 vs Qwen2.5-VL rope index scaling are different model-specific issues." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict and notebook custom-model initialization regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both mention loading failures on transformers v5+, but for different repositories and different failure modes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for est-roberta do not share a concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The GGUF pair is overstated. In the packet, issue:43452 is the generic gguf_file breakage report, but issue:43482 only says Qwen2.5-GGUF loading failed with transformers v5; the body text needed to confirm the same root cause is not present here. That makes the 'root duplicate target' and 'broadest, most general report' claims too strong for this evidence. The other soft-edge rejections are conservative enough, but this accepted pair should be marked uncertain/rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45987" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43089|issue:45987", + "issue:43404|issue:44466", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:44987|issue:45081", + "issue:44265|issue:44610", + "issue:45216|issue:45357", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:43404|issue:45127", + "issue:44479|issue:45325", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:43632|issue:44534", + "issue:42175|issue:45542", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44683|issue:45020" + ], + "prepared_review_unit_hash": "16358e5c9e8bb084d9fdb06821e2e4836684c7f05e1c8f80a6d7f427e4712ec6", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37573, + "estimated_input_tokens": 9394, + "estimated_eval_tokens": 19044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and heterogeneous: a handful of v5/regression reports, multimodal/audio/model-loading bugs, and unrelated performance/runtime issues. I only see one clear duplicate-like pair: the two Qwen3.5 save_pretrained regressions.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45216 is the broader Qwen3.5 save_pretrained regression report, while issue:45357 looks like a narrower follow-up about the same incorrect visual-encoder key serialization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative of the only clear duplicate subtopic in the cluster: a Qwen3.5 save_pretrained regression affecting checkpoint correctness.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling rate and the other is batched encoder padding-mask behavior; different bugs and code paths." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync overhead and StaticCache.get_seq_length contract mismatch are unrelated runtime issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model-loading tie issue and the other is device-dependent save_pretrained serialization; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization problems and non-persistent buffer junk are different Transformer v5 regressions." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook/custom-model initialization is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures in different models; too broad to be the same underlying bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise while loading a transformer is not the same as a tokenizer regex patch crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model issues, but one is bad outputs from AutoModel/pipeline and the other is a processor size mismatch; not the same code path." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and template compilation error are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model bugs, but batched-vs-single padding mask behavior is different from DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model-loading failure for ScandiBERT and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "fbank feature extraction and compiled flex_attention failures are different subsystems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific remote-code model and a Mistral tokenizer patch crash are different regressions." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure and OmDet processor size mismatch are not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report Qwen3.5 save_pretrained producing incorrect checkpoints; 45357 is a narrower description of the same regression." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and init_empty_weights/_is_hf_initialized TypeError are distinct issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and mmap/OOM handling on Strix Halo are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and a remote-code loading regression are different tokenizer/model-loading bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and MobileLLM loading key error are unrelated model-loading failures." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage type are different torch/backend compatibility issues." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "lm_head tying/serialization and LoRA merge collapse with extended vocab are different weight-handling bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen vision/video regressions, but one is a general video-input regression and the other is a rope-index temporal scaling bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning and Qwen2.5-VL rope-index scaling are different video/image pipeline bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer loading and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and strict config preventing granite_speech loading are different problems." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and loading-noise cleanup are not the same underlying issue." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and junk-filled non-persistent buffers are separate v5 regressions." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag issues are unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow in torch extra and tensorboard installed without TensorFlow are related packaging topics but not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper inference failure and missing Float8 storage object are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are different model/runtime issues." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch >=2.9 and remote_code loading regressions are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only clearly duplicate-looking pair is indeed the Qwen3.5 save_pretrained regression (45216/45357), and the rest of the false verdicts are phrased cautiously enough given the titles. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:44079|issue:45663", + "issue:44403|issue:44991", + "issue:41553|issue:43582", + "issue:43421|issue:44568", + "issue:33666|issue:40444", + "issue:43818|issue:45357", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:44291|issue:44589", + "issue:43381|issue:45923", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:42175|issue:43296", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834" + ], + "prepared_review_unit_hash": "94293b722ee8bf4af78456f2865dc2bb7b42f5929793d8b8f7c349105e040480", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36605, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated one-off issues, with only two soft edges looking like true duplicates: tokenizer special-token/post-processor handling, and a Qwen2.5-VL position-id regression. Everything else is too model- or symptom-specific to merge.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical issue for the whole set; the clearest duplicate cluster is issue 43421, which captures the underlying tokenizer special-token/post-processor regression more generally than its paired symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43421 is the best issue anchor because it states the root tokenizer backend problem in a broad, actionable way and cleanly subsumes the paired symptom in 44568.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is generic noise on load and the other is tokenizer loading for a specific model; different root causes." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error message vs Apple Silicon allocator TypeError; unrelated subsystems." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": true, + "reason": "Both point to tokenizer special-token/post-processor handling regressing in v5; same underlying tokenizer backend bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training issues, but one is multi-GPU training and the other is iterable dataset/multi-image finetuning; not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA missing temporal attention/weight tying vs Qwen3.5 save_pretrained key regression; different code paths." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both touch AutoTokenizer, but one ignores tokenizer.json while the other yields wrong Granite token IDs; not enough evidence of one root cause." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload failure vs Qwen3 MoE memory efficiency; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training failures: flash_attention_3 degeneracy vs num_labels=1 zero-loss classification behavior." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer max-length constant bug; unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL multi-image iterable dataset finetuning; different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5 loading errors, but one is unexpected _is_hf_initialized argument and the other is missing Float8 storage; different failures." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a usage/runtime issue, while the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are unrelated model-specific regressions." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key ordering and non-persistent buffer initialization are different v5 regressions." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs Gemma3 sliding-window all-padding NaNs; different architectures and failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE vs init_empty_weights/_is_hf_initialized error; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map cuda assert vs Mistral tokenizer regex patch crash; unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs ModelOutput key assignment; unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image iterable finetuning failure vs Qwen2.5-VL video vision_position_ids regression; different symptoms and likely different causes." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk on v5 vs ModelOutput key assignment; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage vs bfloat16 dtype mismatch; not the same code-path problem." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure in vLLM; unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen2.5-VL position-id regressions in v5.3.0 and appear to stem from the same rope/indexing logic." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are transformers v5 breakages, but one is base_model_prefix loading and the other is custom model initialization; too broad to merge." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device loading regressions on specific models; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: nonsensical SigLIP2 outputs vs Perceiver non-default resolution failure." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Position-id regression in Qwen2.5-VL vs Kosmos2.5 OCR index error; different model families and likely different fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted soft pairs are plausible duplicate/merge candidates from the titles alone, and the remaining pairs are reasonably rejected as too distinct. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:42915|issue:43482", + "issue:43454|issue:44466", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:44479|issue:45823", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:43873|issue:45701", + "issue:44568|issue:45920", + "issue:34634|issue:35707", + "issue:40990|issue:45584", + "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:43322|issue:46050", + "issue:40990|issue:42947", + "issue:43526|issue:43883" + ], + "prepared_review_unit_hash": "262303bc5773319632530055cf3a3d64ec822385e61e2adcb3698a53f9658998", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36522, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: the issues span many unrelated subsystems (tokenization, offloading, quantization, multimodal processors, config loading, export, and training). No single canonical issue or PR emerges from the titles alone.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster; the items describe unrelated bugs and regressions rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No globally best issue candidate exists because none of the issues subsumes the others or represents the same concrete problem set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different problems: FP8/DeepSpeed weight conversion vs a v5 GGUF loading failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is missing weight tying and the other is inconsistent serialization behavior." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "vLLM model-load failure vs a broad torch/transformers version incompatibility; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but one is int4 reserved-memory growth and the other is a Sam3Video memory issue." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: video-input regression vs device mismatch in forward with device_map=auto." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument from init_empty_weights is unrelated to strict granite_speech config loading." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different load failures for different models; no shared concrete code path is evident." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT adapter local-checkpoint loading." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to a tokenizer-version regression." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Specific BOS/EOS insertion failure for one tokenizer is not the same as broad wrong-token-ID regressions across models." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset failure is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug is unrelated to Qwen3 auto-device-map CUDA asserts." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but the affected models and underlying failures differ." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to DAC.from_latents not matching forward without STE." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying bug in AyaVisionConfig is unrelated to Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask mismatch is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized-model load failure on gpu+cpu offload is a different bug from generic quantization offloading behavior." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc/example mistakes are unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning failures." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization issues are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to not unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched-vs-single encoder output mismatch is unrelated to Perceiver non-default-resolution failures." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion with accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load segfault is unrelated to quantized model save/load breakage after sinq." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a language-model benchmark is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels is unrelated to the missing all_tied_weights_keys attribute on MolmoForCausalLM." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "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:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43454|issue:43720", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:44008|issue:45823", + "issue:40990|issue:45701", + "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:44877|issue:44991", + "issue:43873|issue:44756", + "issue:36331|issue:42915", + "issue:45632|issue:45684", + "issue:44423|issue:45406", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:41720|issue:42617", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:45081|issue:45812" + ], + "prepared_review_unit_hash": "e2179cecee1fcdd6785bf83def2259ff14efc2eda03a62cb746132b749984f61", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37820, + "estimated_input_tokens": 9455, + "estimated_eval_tokens": 19166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose collection of unrelated transformer/model bugs. None of the soft pairs look like the same underlying issue, so there is no convincing duplicate canonical across the set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest standalone report: clear reproduction, active discussion/inbound references, and a broad offloading/quantization regression. It is still not a duplicate of the other issues, just the most representative single bug report in the batch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: one is tied lm_head weights in Mistral/AyaVision-style generation, the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention weights/serialization, but one is lm_head serialization by device and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: FSDP CPU RAM efficient loading vs non-persistent buffers being filled with junk in v5." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different failure modes and code paths: auto device mapping on Qwen3 vs Llava Next loading segfault." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated models and root causes: vLLM/PaddleOCR-VL load failure vs strict config blocking granite_speech." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different subsystems: GLM-4V-9B model loading failure vs tokenizer loading regression for est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same family name but not the same bug: auto device mapping assert vs flash-attention generation regression." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different problems: 3d_parallel.py execution failure vs Qwen3Moe failure with FineGrainedFP8Config." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both Gemma-related, but one is a variable name collision in forward() and the other is a device mismatch in PLE forwarding." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a model is not the same as a tokenization version regression, even if tokenization could influence metrics." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different models and defects: lm_head tying in Mistral3ForConditionalGeneration vs Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different layers of the stack: BLIP2 dtype propagation vs Trainer resume/max_steps calculation." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both memory-related, but one is int4 CUDA reserved memory/OOM in Transformers 5.x and the other is an apex RMSNorm leak in T5." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Completely different errors: custom compute_loss signature mismatch vs a script execution failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different loading paths: strict config validation for granite_speech vs tokenizer loading regression for est-roberta." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/offload behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: Trainer compute_loss API mismatch vs Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different save/load issues: trust_remote_code cache path collision vs read-only permission propagation during save_pretrained." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-time multimodal crashes, but the attribute errors and processor paths differ; not the same concrete bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to tokenizer-version-dependent tokenization changes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different causes: torch.compile/SDPA failure in Bamba vs packed-weight loading failure in BitNet." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different models and failures: Qwen3 auto device mapping assert vs 3d_parallel.py not running." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Both Qwen3.5-adjacent, but one is a video-input regression and the other is an SFT trainer embedding unpacking issue." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision bugs: OmDet-Turbo processor output size mismatch vs Perceiver interpolation failure on non-default resolution." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer/NER padding crash is unrelated to image processor resolution mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different runtime paths: SDPA under torch.compile vs CPU offload device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve model loading/offload, but the underlying failures are different: FineGrainedFP8Config vs dequantized model loading on gpu+cpu offload." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Regression in custom model image/text processor handling vs a tokenizer behavior change across versions." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different Qwen/GPT-OSS problems: auto device mapping crash vs tensor-parallel-only failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model families and bugs: CamemBERT masked LM predictions vs Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to GLM-4V-9B loading failure." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer-related, but one is a Mistral regex patch crash and the other is wrong token IDs for Granite models; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:36010|issue:42617", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43388|issue:45059", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:41720|issue:43746", + "issue:43421|issue:45701", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:44492|issue:44509", + "issue:43873|issue:45704", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:44514|issue:44545", + "issue:34567|issue:35707", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:44451|issue:44991", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "fb6313a4a473db6046ca2ad5697b92da4c20354e088abdc2fa0a8a1e1e7179d3", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are thematically related only at a broad subsystem level (tokenizers, multimodal processors, loading/offloading), but only one pair looks like a true duplicate of the same concrete bug: the two Qwen2_5_VLProcessor.apply_chat_template crash reports.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44514 is the earlier report of the exact same crash (`Qwen2_5_VLProcessor.apply_chat_template` on batched input with `padding=False`), so it is the best canonical issue for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the strongest representative because it is the first and most complete report of the shared batched-input `apply_chat_template` failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Both are model/config bugs, but one is a Qwen3-MoE sliding-window issue and the other is a StableLmConfig padding-token regression; different failures and code paths." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different config problems: Gemma3TextConfig API inconsistency vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segfault are unrelated model-loading/runtime crashes." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor refresh for special tokens is a different bug from Granite token IDs being wrong on AutoTokenizer load." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/task crashes, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "A gather_for_metrics tuple-label batching bug is not the same as SAM3 text/bbox behavior." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Generic slow/fast tokenizer inconsistency is not the same as the T5 add_special_tokens name conflict on load." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both touch serving, but one is a missing _tokenizer attribute in Gemma4Processor and the other is a Qwen3.5 streaming API failure." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation-map handling and BarkProcessor voice_preset are different features." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and PEFT local-checkpoint loading are different problems." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "One is about runtime special-token post-processing, the other is a broad version-related tokenization change." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU-offload device mismatch and packed-weight unpacking during accelerate loading are distinct offloading bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "A torch.compile SDPA failure is unrelated to a tokenizer special-token registration bug." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to outdated pipeline-task docs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch under CPU offload is not the same as BigBirdTokenizer empty decode output." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen-family models, but sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are different code paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping have no underlying overlap." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to the multimodal-token counting bug in video processing." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "They have the same title and describe the same batched `Qwen2_5_VLProcessor.apply_chat_template` crash with `padding=False`." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and the generic single-label-classification zero-loss bug are not the same defect." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token refresh and DiaConfig losing custom token IDs after save/load affect different components and failure modes." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-specific tokenizer load failures, but the titles do not indicate the same underlying regression." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default-resolution failure and dtype mismatches in bfloat16 inference are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical duplicate choice is well grounded: 44514 and 44545 have effectively the same title and describe the same batched `Qwen2_5_VLProcessor.apply_chat_template` crash. The non-matching pairs are mostly rejected conservatively based on distinct titles, models, or failure modes, without overclaiming equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:43531|issue:44589", + "issue:44987|issue:45042", + "issue:43782|issue:45381", + "issue:44077|issue:44625", + "issue:45759|issue:45859", + "issue:44918|issue:44936", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:45588|issue:45759", + "issue:45704|issue:45923", + "issue:43746|issue:46050", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43531|issue:43645", + "issue:43994|issue:44671", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:44220|issue:44661", + "issue:30064|issue:36010", + "issue:43720|issue:43819" + ], + "prepared_review_unit_hash": "02decd14b55f765f091d4f8aee083dfd40a24eddeb9551832a604dc79a4466f9", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and mostly title-similar rather than truly duplicate: the soft edges span unrelated tokenizer, multimodal, training, loading, and quantization bugs, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items do not share one underlying defect, so a single representative would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because the cluster mixes distinct bug classes; none is clearly representative of the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs Float8 storage/import lookup." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: loading a model from transformers>=5.1.0 vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only load error and the other is a video position-id regression; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different code paths: patchtsmixer post_init validation vs Qwen3.5 num_labels propagation into text config." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Config unwrapping for composite Qwen multimodal models is unrelated to CPU-offload compatibility in rotary embeddings." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "One is TRL SFT input embedding unpacking, the other is trainer.evaluate() after trainer.train(); distinct trainer lifecycle bugs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a LoRA tie_word_embeddings warning and the other is incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to the ScandiBERT load failure." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: SigLIP2 doc example/quantization issues vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less model crash is a different bug from Qwen multimodal config unwrapping." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 apex RMSNorm memory leak is unrelated to the missing supports_gradient_checkpointing flag in a trust_remote_code model." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading failure and sinq save/load corruption are distinct issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizers and special tokens, but one is runtime post-processor updates and the other is BigBirdTokenizer mask-token registration/empty decode output; not the same concrete defect." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is unrelated to the gradient-checkpointing flag missing on a trust_remote_code variant." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both hit offline mode, but 44843 is specifically model_info() called in _patch_mistral_regex; 42886 is a broader tokenizer cache-load failure." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient-checkpointing guard and ZeRO-3 gradient blow-up are different training issues." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor refresh is unrelated to LayoutLMv2Tokenizer crashes on NER padding/truncation." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to custom model initialization breakage in Jupyter notebooks." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: SigLIP2 nonsensical outputs vs CamemBERT masked-LM predictions in v5." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention crash and Qwen config unwrapping are unrelated bugs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "cudaErrorAssert with Qwen3 auto device mapping is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same general tokenizer-regex area, but the symptoms differ: hard _patch_mistral_regex crash vs codec-handling regression with a misleading warning; not enough evidence of one underlying bug." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "ZeRO-3/BertModel index error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization/offloading behavior are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc-example failures are unrelated to offloading not working with quantization." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL multi-image IterableDataset fine-tuning and GraniteSpeech PEFT checkpoint loading are separate bugs." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug and add-new-model-like/tokenizer mapping issue are distinct." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and GenerationMixin import failure have no shared code path." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC.from_latents/STE mismatch are unrelated implementation bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44488", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43653|issue:43720", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:43322|issue:45685", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:30064|issue:36331", + "issue:44821|issue:45084", + "issue:41720|issue:44991", + "issue:39692|issue:45834" + ], + "prepared_review_unit_hash": "b4a31c34395c88d1c1bdf39ccd260562fb669abb8a76dbc8fae474449dd3c552", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "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 heterogeneous: the issues cover unrelated bugs in tokenizers, multimodal processors, config loading, caching, training, and model-specific inference paths. None of the suggested soft pairs look like the same underlying defect, so they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span unrelated regressions across different models/subsystems, and the soft pairs are only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global anchor for this cluster, because there is no coherent duplicate set here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and failures: Qwen3OmniMoe video-input ValueError vs Gemma 3n forward variable collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are output-related regressions, but on different models and code paths (CLIP attentions vs RTDetr v5 outputs)." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; unrelated mechanisms." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation/XOR error-message bug is not the same as the degenerate zero-loss classification bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering label truncation and Mamba2 use_cache correctness are distinct runtime paths." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 preprocessing is unrelated to Gemma 3n audio_mel_mask name collision." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different models and symptoms: torch.compile/SDPA failure vs bfloat16 dtype mismatches." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Custom-model processor/tokenizer regression is not the same as Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs Smollm3 RoPE-layer dropping are different configuration issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Both are model bugs, but Bamba SDPA/compile and DAC from_latents mismatch are separate code paths." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava-Next loading segfault and moe MPS histogram error are unrelated failures." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption is not the same as StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching crash and Perceiver image-classification resolution bug are distinct." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info() call in tokenizer patching is different from backend_tokenizer AttributeError in the same patch helper." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC STE mismatch have no shared underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both mention Qwen video inputs, but they affect different models and defects (processing error vs wrong vision_position_ids)." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model outputs across versions, but Pegasus generation drift and CamemBERT masked-LM regression are separate bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load error is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update feature gap is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors have different causes and subsystems." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-map cuda assert and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation example errors do not match Kosmos2.5 long-OCR index errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45584", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:44561|issue:45020", + "issue:45584|issue:45834", + "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:43577|issue:43582", + "issue:44186|issue:44442", + "issue:44805|issue:44936", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43606|issue:45072", + "issue:43825|issue:43827", + "issue:34634|issue:36010", + "issue:44671|issue:45701", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43650|issue:43906", + "issue:43262|issue:43819", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:34634|issue:36331", + "issue:45084|issue:45538" + ], + "prepared_review_unit_hash": "a4289899a347eaad56dd11117a9a6738bdf5e70f17fa51e82b69c7c827c99eb9", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35695, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct Transformers bugs/regressions across tokenizers, model loading, vision/audio processors, and training. I did not find any pair that clearly represents the same underlying defect, so no soft-edge merge is justified.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must serve as a representative anchor, issue 45020 is the broadest umbrella item: it describes recent Transformers versions breaking remote_code models and is the closest to a general regression theme. That said, the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single issue candidate because it is the most broadly scoped and most likely to subsume related version-regression reports, even though the surrounding issues are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention v5/remote_code breakage, but one is about removal of is_torch_fx_available and the other is a broader regression report; different concrete failure modes." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Empty transcription after align_special_tokens is a Whisper generation bug; Kosmos2.5 long OCR input is a separate indexing issue." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0 is a state-init bug; FSDP_CPU_RAM_EFFICIENT_LOADING is a separate loading-path regression." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype staying float32 and an Apple Silicon TypeError are different initialization/device issues." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer bugs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "An index/mask shape mismatch during model execution is not the same as trainer.evaluate() failing after training." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR long-input indexing are separate multimodal bugs." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A pipeline error message about removed translation support is not the same as siglip2 producing nonsensical outputs via AutoModel/pipeline." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/device-related CI failures, but they affect different models and different mismatch mechanisms." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error-message regression; the other is documentation lag after pipeline removals." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import failure are unrelated API breakages." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM predictions and generic tokenization changes across versions are not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Extra space after added token and inconsistent slow/fast tokenizer behavior overlap in area but not in concrete root cause." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and dtype mismatches in inference are different model/config problems." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope index scaling are separate loading vs position-indexing defects." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking failure and bfloat16 dtype mismatches are different accelerate-loading issues." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing tensorflow in a torch extra install and a Mistral tokenizer regex patch crash are unrelated packaging/tokenizer problems." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument handling are separate loading mechanisms." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch backend-tokenizer crash and Gemma4Processor missing _tokenizer in serve are different processor/tokenizer failures." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon TypeError in caching_allocator_warmup and CUDA AMP float16 crash in LwDetrImageLoss are unrelated runtime issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The contentless 'ADD THE DATA' issue is not a reproduction of another bug report." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template sampling-rate defaulting and DAC.from_latents missing STE mismatch are different audio-stack bugs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "A false tied-weights warning for Qwen3-Next is unrelated to a user seeing tie_word_embeddings warnings during LoRA fine-tuning." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and RTDetrV2 output changes are different vision preprocessing/model-behavior bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and the MPS attention correctness issue are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss unexpected num_items_in_batch are unrelated failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Cannot compile non-template nodes and CLIPTokenizer model_max_length=10**30 are unrelated tokenizer/config issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:43638|issue:44936", + "issue:45459|issue:45803", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43854|issue:44977", + "issue:43454|issue:43577", + "issue:43720|issue:44610", + "issue:43531|issue:45042", + "issue:43257|issue:43696", + "issue:36010|issue:36331", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43749|issue:44756", + "issue:43643|issue:45759", + "issue:44568|issue:45356", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:43257|issue:43931" + ], + "prepared_review_unit_hash": "27699b4f4e8d426a8d2371748b0cf4f978dd16dc2090d99cc9ca49f1a28b3315", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36978, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports. The only strong near-duplicate is the video multimodal token-count regression pair; everything else looks like separate bugs in different code paths.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43329 is the best anchor because it is a concrete code-path bug in multimodal/video token accounting and is the closest root-cause-style report among the near matches.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best user-facing representative because it captures the broader regression impact across multiple VLM families, while still pointing at the same video-input path as the root-cause bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different subsystems: tokenizer special-token registration vs quantization fallback/loading behavior." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific model-load key error is not the same as the broader remote_code regression." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token-count bug vs an auto-mapping reference to removed configs; unrelated code paths." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: ZeRO-3/non-pretrained Bert index error vs evaluate-after-train behavior." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different tokenizer code paths and bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: float8 storage lookup vs PIL backend unexpectedly requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file handling and the other is a tokenizer regression for a specific model." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different areas: local checkpoint loading with PEFT adapters vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Jupyter custom-model initialization regression." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different concrete bugs: torch.compile/SDPA failure vs MXFP4 quantization fallback." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor output size mismatch in OmDet-Turbo." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example issues for SigLIP2 are not the same as GPT-oss quantization loading behavior." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC latent reconstruction mismatch vs config save/load losing token IDs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "MoE weight conversion during accelerate/deepspeed loading is unrelated to video token counting." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7-Flash load issue vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight-tying garbage generation and dtype propagation are separate loading/model-init bugs." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during loading is unrelated to image input resolution mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL backend/torchvision requirements." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion vs GPU OOM are different issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path breakage is unrelated to compute_loss signature incompatibility." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling rate defaulting is unrelated to Whisper decode special-token handling." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same video-input multimodal path: a video branch/token-count regression affecting multiple VLM processors." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to MoE weight conversion/loading." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern loading/memory, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different fixes." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Config loading with trust_remote_code missing fields is not the same as unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions for different models and different mechanisms." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token accounting bug is not the same as batched video processor shape output." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to GPT-oss perplexity behavior." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Weight conversion/loading with accelerate+deepspeed is unrelated to Qwen3-VL shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical/best-issue choices are supported by the titles, and the only accepted soft pair (issue:43329 vs issue:44479) looks like the same video-token accounting bug at different specificity levels. The remaining soft-edge rejections are conservative 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": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43756", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:44568|issue:45488", + "issue:44849|issue:45701", + "issue:29159|issue:34567", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:43697|issue:45357", + "issue:44987|issue:45538", + "issue:42915|issue:45538", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:42175|issue:43824", + "issue:44987|issue:45907", + "issue:43317|issue:45538", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:42175|issue:44488", + "issue:45137|issue:45405", + "issue:43742|issue:44291", + "issue:24643|issue:29159", + "issue:28282|issue:34689", + "issue:44737|issue:45588", + "issue:43404|issue:45987", + "issue:38175|issue:44898" + ], + "prepared_review_unit_hash": "244b99c4985ce030233cd648965b5ad6d22206b719acac80fd491856d0c7f60e", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37044, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, heterogeneous cluster of Transformers issues. The soft pairs mostly share broad themes like tokenization, model loading, or video/model regressions, but they do not describe the same concrete bug or fix path.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45488 is the strongest representative of the only somewhat coherent subtheme here: a concrete tokenizer regression with clear user impact and inbound references. It is more actionable than the broader or more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best standalone issue in this mixed set because it is specific, reproducible, and has the clearest cross-model regression signal among the tokenization-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is about add_special_tokens/BOS-EOS handling while the other is a LlamaTokenizer pre-tokenizer override regression. Different underlying bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/version changes, but 44849 is a model-specific hidden-state bug and 45701 is a broad tokenization complaint. Not the same code path." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency versus TrainerState token-count tracking. Completely different subsystems and failure modes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Loading with init_empty_weights and PIL backend requiring torchvision are unrelated problems in different parts of the stack." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL loading are different model/loading paths." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file handling for tokenizer/model loading does not match the Apple Silicon warmup TypeError in caching_allocator_warmup." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both are load-time failures, but one is Qwen3Moe FP8-related and the other is a MobileLLM key error. Different bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and symptoms: RTDetrV2 output drift versus Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model loading regression for physical-intelligence/fast is not the same as CLIPTokenizer's model_max_length issue." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 and a Qwen3OmniMoe video-processing ValueError are different failures." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading versus TrainerState token accounting. No shared bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions, but they target different model families and likely different code paths." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load custom token IDs and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and missing Qwen2_5_VL import are different dependency/import issues." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a specific model and forwarding revision in list_repo_files are unrelated CI/API issues." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure and CLIPTokenizer max length are different areas of the codebase." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but 43540 is Qwen3OmniMoe-specific while 44479 is a broader v5.3.0 regression across multiple model families." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen3-vl-embedding StopIteration are different bugs in different model implementations." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both concern dtype, but on different models and different mechanisms; not the same fixable bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer loading for EMBEDDIA/est-roberta are distinct tokenizer issues." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 load failure are unrelated environment issues." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing TensorFlow in a torch install and failure to load cjvt/sleng-bert are different packaging/loading problems." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque pop error is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and unexpected _is_hf_initialized argument during init_empty_weights are different load failures." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error versus slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import dependency and Llama 3.2 Vision loading regression are not the same underlying issue." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash_attention s_aux=None crash are unrelated implementation bugs." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and StaticCache.get_seq_length returning the wrong shape are unrelated code paths." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failure are both vision-model bugs, but not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:46121" + ], + "soft_pairs": [ + "issue:43906|issue:45381", + "issue:42915|issue:43749", + "issue:43582|issue:43782", + "issue:28282|issue:29127", + "issue:43526|issue:45479", + "issue:43540|issue:45823", + "issue:44291|issue:44821", + "issue:43756|issue:45325", + "issue:34567|issue:36331", + "issue:43493|issue:43994", + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45357|issue:45920", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43643|issue:45375", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:41762|issue:44936", + "issue:43688|issue:43749", + "issue:43720|issue:44898", + "issue:44514|issue:45381", + "issue:44625|issue:44877" + ], + "prepared_review_unit_hash": "99d450c99fec47332837f08265190bfc18f87c05c0e7be61105d32d82e75f319", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35816, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a batch of unrelated issue reports with a few superficial topic overlaps. I only found one plausible duplicate pair around SigLIP2; the rest are different models, different subsystems, or different failure modes.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report in the only plausible duplicate pair: it describes the SigLIP2 implementation mismatch directly, while issue:43994 reads more like a symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best canonical issue candidate because it most directly names the underlying bug and is more specific than the paired user-facing symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs and different models: a reproduction of issue 38071 vs a Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/runtime problems, but one is Qwen3Moe FP8 and the other is FSDP CPU RAM-efficient loading; no shared concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Unrelated failures: Apple Silicon allocator TypeError vs Qwen3VL weight_only loading error." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different error classes and code paths: missing PyTorch backend vs LayoutLMv3 box-content validation messaging." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a BEiT image-processor label reduction bug; the other is a sequence-classification loss degeneracy across models." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and symptoms: Qwen3OmniMoe video processing vs Gemma4 PLE device placement." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different layers of the stack: init_empty_weights/_is_hf_initialized vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE-related behavior, but one is Smollm3 layer dropping and the other is Qwen2.5-VL temporal position scaling; not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking vs CustomTrainer compute_loss signature mismatch are separate trainer issues." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 problem is plausible: both report incorrect/nonsensical outputs for the same model family, and the JAX-vs-HF discrepancy aligns with the user-facing bad-results report." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve rope-related config handling, but one is a config reload defaulting bug and the other is a TypeError on JSON-loaded list validation." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Completely different tokenizer failures: AddedToken kwargs collision vs Mistral regex patch crash." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal/model-loading related, but they target different models and failure modes; no concrete shared bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression is unrelated to the broad AutoTokenizer token-ID regression across many models." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading models/tokenizers, but one is a gguf_file regression and the other is a specific model load failure; insufficient evidence of the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to a Mistral tokenizer regex crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError while loading MobileLLM and missing Float8 storage are different loading/runtime issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config fields being dropped, but one is a generic trust_remote_code AutoConfig issue and the other is a specific Qwen3.5 vision config field; not clearly the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump problem and a stale auto_mappings.py CI failure are unrelated maintenance issues." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load-time IndexError and trainer.evaluate() after train() are different execution paths." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation behavior." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; not the same concrete defect." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech are separate config issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft-edge pair is stated cautiously enough to fit the evidence available. The remaining negative verdicts are conservative and do not overclaim duplicate status from superficial topic overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:24643|issue:29127", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44514|issue:45290", + "issue:44493|issue:46050", + "issue:43295|issue:45356", + "issue:44484|issue:44704", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:44464|issue:44743", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43653|issue:44568", + "issue:43688|issue:45440", + "issue:45491|issue:46002", + "issue:43577|issue:43697", + "issue:43688|issue:45704", + "issue:28282|issue:35141", + "issue:44843|issue:44991", + "issue:43688|issue:45701", + "issue:43643|issue:44561", + "issue:43646|issue:43749", + "issue:29159|issue:33357" + ], + "prepared_review_unit_hash": "6fc34fb0f1437537b2ef563a88156acff208379ec5629abdb4f89af84a50a9ce", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35956, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like an accidental bundle of unrelated Transformers issues rather than a true duplicate cluster. The soft pairs mostly share broad keywords (tokenizer, v5 regressions, MoE, NaNs) but not the same concrete bug or code path.", + "confidence": 0.83, + "canonical_issue_reason": "No single canonical issue stands out because the cluster spans many unrelated regressions. If one must be chosen as an anchor, issue 43646 is the broadest v5/custom-model breakage report, but it does not actually subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the closest thing to a cluster anchor because it is the most general regression report, but it is still too broad to represent the diverse failures here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different bugs: a DeepSpeed training weight-shape runtime error versus a LayoutLMv3 box-validation error." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both involve loading, but one is a gguf/from_pretrained breakage and the other is a dtype propagation issue in BLIP2." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch model loading, but one is about gguf_file handling and the other is an offline model_info call in a tokenizer regex patch." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but they hit different inputs and different edge cases." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "One is an unexpected position-id key serialization issue; the other is quantized save/load breakage." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different models and different code paths." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor failing to forward kwargs to cached_file." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: DAC latent reconstruction versus Whisper batch decoding behavior." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model tied-weights report." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluation failure after training is unrelated to Gemma4 device-map forward mismatches." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but they are different mechanisms and different model families." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer failures, but they are different tokenizers with different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode behavior is unrelated to MLukeTokenizer task-time AttributeError failures." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "The second is only an isolated reproduction of another issue; there is no evidence it is the same A800 cudaErrorAssert bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SIGLIP2 is not the same as processor/tokenizer regression in v4.57.5." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "A missing-PyTorch import error is unrelated to a Trainer distributed broadcast TypeError." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Environment import failure and MacOS bus error on CLIP are different failure classes." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but they affect different tokenizers and different regressions." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in MoE models is not the same as DeepSeekV3 implementation divergence." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a sliding-window attention GPU issue and the other is a classification-head init/checkpoint issue." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "A dtype-loading bug in BLIP2 is unrelated to RTDetrV2 output divergence in v5." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and a T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "A PyTorch import error is not the same as output embeddings being reinitialized during post_init." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info regression and a tokenizer-loading failure for a specific model are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to a general tokenization-change report." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code breakage, but one is missing fields in AutoConfig output and the other is removal of a torch-fx utility." + }, + { + "left": "issue:43646", + "right": "issue:44561", + "accept": false, + "reason": "A broad custom-model initialization regression is not the same concrete bug as trust_remote_code breakage from removed APIs." + }, + { + "left": "issue:43653", + "right": "issue:44704", + "accept": false, + "reason": "A BigBird special-token decode bug is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and a MacOS bus 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": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45357", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43577|issue:45588", + "issue:43550|issue:43927", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43577|issue:44554", + "issue:43122|issue:43906", + "issue:41720|issue:44464", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:33666|issue:36010", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:43278|issue:43688", + "issue:44849|issue:45357", + "issue:43525|issue:43572", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:44625|issue:46002", + "issue:43493|issue:43825", + "issue:44568|issue:45812", + "issue:43756|issue:44913", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:28218|issue:33357" + ], + "prepared_review_unit_hash": "dac03b1dc195efc491827ce99ff7e5b006bfd4fcb935003368e045e6a82ecb6a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37648, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a heterogeneous mix of unrelated Transformers issues spanning tokenization, config reloads, model loading, training, device/dtype mismatches, and generation regressions. None of the soft pairs look like true duplicates; the closest overall representative is the broad Granite tokenizer regression.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated bugs and model families, so this is not a clean duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest representative: it describes a broad silent v4\u2192v5 regression affecting all Granite models and has the highest inbound-references signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs MobileLLM loading key errors." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config token-ID loss on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation bugs, but one is compiled forward chunking and the other is flash-attention/Qwen3.5-specific." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype persistence bug vs flash_attention crash on sink-less models; different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "dtype loading mismatch in BLIP2 vs an MPS attention correctness issue." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only an isolated reproduction reference; no evidence it is the same tokenizer regression as 43122." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different failures: auto device mapping cuda assert vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError vs TrainerState token-count property not updating." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading failure in BeitForSemanticSegmentation vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy preset loading bug is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model-loader issue vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights vs sinq quantized save/load breakage are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM model loading failure vs AutoImageProcessor URL loading failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast TypeError vs Qwen2-VL multi-GPU training are different training issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training bug vs ImportError for GenerationMixin; unrelated failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file from_pretrained breakage is not the same as ScandiBERT load failure." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch vs quantized model save/load corruption are different paths." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift on eval vs auxiliary-loss normalization bug are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "output_hidden_states regression in Qwen3.5 vs incorrect visual-encoder key saving are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-config-attribute reports, but they affect different models and different fields." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small vs DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading issue vs config token-ID persistence are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor chat-template sample-rate default vs processor.tokenizer/images regression are unrelated processor bugs." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug vs NaNs in classification heads upon init are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task error message are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mDeBERTa special-token addition regression vs Granite token-ID regression are both tokenizer bugs but not the same underlying change." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs GPTNeoXConfig rotary_pct reload bug are different config/model issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading vs MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior vs MacOS bus error on CLIP model are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45406", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:45803|issue:45987", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43257|issue:43299", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43824|issue:44589", + "issue:45229|issue:45823", + "issue:43646|issue:44466", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:43994|issue:44493", + "issue:44792|issue:45405", + "issue:43278|issue:43701", + "issue:44423|issue:44734", + "issue:45406|issue:46121" + ], + "prepared_review_unit_hash": "6768b82f893b5ebff69e53c1c4b173d8b6a6c9972c7b40fe56ef00a62b2615ad", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36947, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested soft edges are false positives: the paired issues share broad vocabulary or a subsystem, but they describe different concrete bugs, models, or code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items are heterogeneous and the soft pairs are only topical overlaps, not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for duplicate-canonicalization: the set spans unrelated failures across different models, configs, and runtime paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a model-loading failure for Phi-4 multimodal; the other is a dependency-version bump for PEFT. Unrelated root causes." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example mistakes for SigLIP2 are not the same as a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Qwen3.5 flash-attention generation issues are different code paths and failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient growth during training." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift at eval time is not the same bug as abnormal gradient increase under DeepSpeed." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing config fields, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare `except:` in Fuyu tensor conversion and a cache-length return-type contract bug are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting `mm_token_type_ids` to zeros and a Gemma4 multi-GPU OOM are distinct problems." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific pretrained model load failure is not the same as offline-mode breakage from an unconditional hub call." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is accelerate/deepspeed weight conversion and the other is a multimodal loading regression." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer retention and a qwen3_omni_moe helper output-length issue are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "A missing `pad_token_id` on Qwen3-VL is separate from `from_config` failing to unwrap `text_config` in composite Qwen configs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 example/documentation errors do not match the processor/tokenizer regression in custom model code." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "A missing Qwen2.5-VL import and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma4 and devices, but one is CUDA OOM under multi-GPU inference and the other is a device mismatch in forward." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are different lifecycle bugs." + }, + { + "left": "issue:43572", + "right": "issue:45405", + "accept": false, + "reason": "StableLmConfig missing `pad_token_idx` has nothing to do with an unreleased PEFT version bump." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and unexpected position-id keys in many models are not the same issue." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus image-generation test failure is unrelated to the PEFT version pin problem." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Eval-time dtype drift and resume-from-checkpoint key mismatch are different bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are in `serve`, but continuous-batching multimodal crashes and KV-cache continuation indexing failures are separate code paths." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` in serve is unrelated to rope-validation list handling." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "A legacy-field load failure for Beit semantic segmentation is unrelated to a CPU-offload device mismatch in bark-small." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token IDs being lost on save/load is not the same as MLukeTokenizer throwing an AttributeError on tasks." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different features and bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device-mismatch bug in bark-small is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP loading OOM for Qwen2-57B is unrelated to the PEFT release-version issue." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different symptoms with different likely fixes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and PEFT version pinning are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45584", + "accept": false, + "reason": "Serving multimodal continuous batching and Whisper empty-output after token alignment are separate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:29159|issue:32090", + "issue:43540|issue:45200", + "issue:43582|issue:44977", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:37428|issue:43957", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:43493|issue:43701", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43295|issue:43450", + "issue:44466|issue:45127", + "issue:43844|issue:44936", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "9ff21b011390503f3a829a16f4f03b5f69b1e9c141de5596c129145e86ff2ec8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36784, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster; it contains many unrelated issues, and all listed soft pairs look like false-positive similarity matches rather than the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue emerges; the items span unrelated tokenizer, generation, vision, quantization, trainer, and import-path bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for deduplication here, because none of the soft-edge pairs appears to describe the same concrete failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior vs quantized save/load breakage; related theme, different failure mode and code path." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are unrelated subsystems." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash_attention.py None handling crash is not the same bug as quantized model save/load corruption." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM are completely different issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is zero assistant masks for multimodal inputs and the other crashes on tool-call assistant messages." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing and TrainerState token counting are separate tokenizer/training issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation error and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest are different code paths." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the NoneType broadcast error in Trainer." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is not the same as Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are distinct problems." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwarg update after sync_gpus is unrelated to output_hidden_states behavior in Qwen3.5." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model loading breakage are different regressions." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and a device_map forward mismatch in Gemma4 are not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in CI and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in model_init and Qwen3.5 hidden-states output are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not share a concrete failure path." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression and OmDet-Turbo image-size mismatch are different processor bugs." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are distinct loading/configuration issues." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both are v5 loading regressions, but the config default bug is not the same as meta-device loading failures." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash_attention_utils symbol and missing Qwen2_5_VL export are separate import errors." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resize failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token_type_ids defaults and Qwen2.5-VL rope-index scaling are different multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape bug are not the same underlying issue." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is LoRA merge collapse with extended vocab; not the same code-path bug." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient anomaly and trainer.evaluate failing after train are different training bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor.tokenizer regression and quantization/offloading behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:43975|issue:45520", + "issue:42490|issue:43493", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:38175|issue:43493", + "issue:38175|issue:45412", + "issue:43653|issue:44112", + "issue:43450|issue:43575", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:45127|issue:45245", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "da7cbb22dddc3e94dbf3b9c31e4c782cf95c9c158eeb8c22375565aa0be9dcb8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone issues. The only soft edge I\u2019d treat as a likely duplicate is the SigLIP2 pair; the rest are too model- or code-path-specific to merge safely.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43493 is the broadest and most representative bug report in the one likely duplicate pair, covering the SigLIP2 implementation discrepancy that can explain the zero-probability symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the clearest standalone representative of the cluster\u2019s closest match and has the most general wording among the likely duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (missing pad_token_id), but different config/model families and likely separate fixes." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different generate-related failures; one is a model test, the other is a stale warning." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class versus a detokenization regression; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but in different components and with different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different subsystems and symptoms: FP8 config failure versus VL class import error." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated issues: detokenization in v5 versus flash-attn import handling on Python 3.13." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning is unrelated to SigLIP2 output correctness." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Evaluate dtype drift and MoE memory usage are different bugs." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug and embedding reinit bug are distinct code paths." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 output-correctness reports; 38175 looks like a concrete symptom of the broader implementation discrepancy in 43493." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output discrepancy versus RT-DETR memory cleanup; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and GraniteSpeech CI failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video input shape bug and tensor-parallel OOM are different problems." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same processor family, but batched-padding crash and zero assistant masks are distinct failures." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/load paths and different model families." + }, + { + "left": "issue:43819", + "right": "issue:44857", + "accept": false, + "reason": "DAC latent reconstruction mismatch and LwDetr AMP crash are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor argument mismatch versus Whisper empty-transcription handling." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they refer to different pipeline behaviors and different deprecations." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio sampling-rate default bug and batched video-shape bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated issues in different models and code paths." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different model processor/loss failures with no shared underlying bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC forward/latent mismatch versus qwen3_omni feature-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing internal import and general torch version incompatibility are not the same issue." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count limit are unrelated runtime problems." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config bug and torch.compile/SDPA failure are different issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch and qwen3_omni helper behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different training bugs affecting different models and code paths." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL vision-position-id bug are separate failures." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and pipeline v5 translation messaging are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative, and the only accepted soft edge (38175 \u2194 43493) is plausibly the same SigLIP2 bug class from the packet. The other pairwise rejections are appropriately cautious given only title-level evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:45200|issue:45588", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:29942|issue:32090", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44360|issue:44561", + "issue:44855|issue:45083", + "issue:39692|issue:43526", + "issue:43335|issue:43504", + "issue:45310|issue:45478", + "issue:45588|issue:45859", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45072", + "issue:43335|issue:44112", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:40444|issue:43526", + "issue:44857|issue:45072", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:44448|issue:44977", + "issue:43723|issue:44554", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43550|issue:45083" + ], + "prepared_review_unit_hash": "cdbf0afc9934e80c812915a6beacd1ce2321e1e8498c3b0f174966f28f93f2b2", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "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": "This cluster is mostly heterogeneous. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression in issues 45310 and 45478; the rest describe unrelated bugs across different models/code paths.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier report of the same Qwen3.5 MoE `from_pretrained` failure that 45478 repeats.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best overall issue representative here; it is the only clear duplicate target in the set and appears to be the primary report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different models and different bugs: token-type defaults vs flash-attention `s_aux=None` crash." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and code paths." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated failures in different models/components; not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer broadcast `NoneType` error are different problems." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Model loading failures, but with different root causes and different model families." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers config bug vs BigBirdTokenizer special-token registration issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA vs a stale CI device-override test." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different code paths: DAC latent reconstruction vs position-id key warnings." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 `is_torch_fx_available` removal breakage." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/parsing issue vs a helper-function behavior bug in qwen3_omni_moe." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors and a BeitImageProcessorFast label-processing bug are not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different BEiT/SwitchTransformers loading/configuration bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact Qwen3.5 MoE `from_pretrained` regression; identical bug and plausibly one fix." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different flash-attention-related failures: sinkless-model `s_aux=None` crash vs CPU-offload incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different models and failure modes; not the same underlying defect." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs Trainer broadcast type error." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example problems do not match the position-id key warning bug." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different model/runtime problems: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 `flash_attn` import key error." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weights loading bug and GraniteSpeech CI stale-device test are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch and Deepseek tokenizer regression are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems and no shared code-path problem." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability issue is not the same as the unexpected position-id key warning." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issue vs Gemma4 multi-GPU OOM; different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash model-loading test failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP crash are different failures." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different models and code paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Float16 AMP crash and bfloat16 dtype mismatch are different bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "v5 trust_remote_code breakage is unrelated to Deepseek tokenizer behavior." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer JSON precedence bug and `is_torch_fx_available` removal breakage are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model regressions with different symptoms and fixes." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading issue vs MPS attention correctness issue; not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer `_gpu_broadcast_one` type error are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe helper behavior are different problems." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different compile/inference bugs in different models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45310 and 45478 have the same title and 45310 is earlier, so treating 45310 as the canonical issue is reasonable. The soft-edge verdicts are conservative and the rejected pairs are well supported by distinct titles/code paths. No PR-mergeability issue applies here since this is an issue cluster, not a PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44448", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:37428|issue:44987", + "issue:43927|issue:45698", + "issue:32090|issue:33357", + "issue:43873|issue:45229", + "issue:29942|issue:35141", + "issue:44568|issue:45491", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:43976|issue:45440", + "issue:42490|issue:43575", + "issue:45459|issue:45712", + "issue:45372|issue:45406", + "issue:44857|issue:45588", + "issue:45245|issue:45563", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:43278|issue:43381", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:44451|issue:45520" + ], + "prepared_review_unit_hash": "c057beb6c7acb903f1225152ae2019f93a6aa246d2993566d2ac897ca5b970ec", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct bug reports across unrelated subsystems, so there is no strong true canonical. I picked the broadest/open issue as the closest representative, but I would not treat this as a meaningful duplicate cluster.", + "confidence": 0.17, + "canonical_issue_reason": "Issue 43873 is the broadest, open report in the set and has multiple inbound references, so it is the best available representative for an otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most suitable single issue to anchor the cluster because its scope is broad and it appears to be the only clearly active/open umbrella-style report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading/import failures, but they involve different components and failure modes: a flash-attention utility import error vs a model load regression." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior, but one is about DiaConfig losing custom token IDs and the other about loading the wrong custom module after save_pretrained; different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different problems: Trainer distributed broadcast NoneType error vs MacOS bus error with a community CLIP model." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "One is a general offloading/quantization report; the other is a multi-GPU CUDA OOM for a specific Gemma model. Not the same underlying bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and token embedding reinit after resize are unrelated code-paths." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings on mixed-length GPU batches are different defects." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as a multi-GPU OOM during Gemma4 inference." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import failure and a flash_attention integration crash on sink-less models are different failure paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export issues for Gemma3n and a flash_attention runtime AttributeError are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except in Fuyu tensor conversion are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift on evaluate and a multimodal-token counting bug in video branch are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp/JIT script export issue have no shared code-path." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 and DeepseekV3MoE divergence are distinct problems." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local path import warning and Qwen2-57B tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking and leftover dummy classes leaking into dir(transformers) are separate maintenance issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor import problem and Gemma4Processor missing _tokenizer in serve are related by model family but not the same concrete bug." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and flash_attention AttributeError on sink-less models are different subsystems and failure modes." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and paged generate warning are not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different-output regression for Pegasus vs inconsistent lm_head serialization tied to device are separate issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash attention sink-less crash and Gemma4 PLE device mismatch during forward are different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype regression and gradient checkpointing being disallowed in eval mode are distinct issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsense outputs are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import breakage and protobuf decode error masking in tokenizers are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder issue and RT-DETR memory release problem are separate code paths." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import KeyError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121" + ], + "soft_pairs": [ + "issue:43066|issue:44462", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:43994|issue:45412", + "issue:43756|issue:45440", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:29942|issue:30064", + "issue:43257|issue:43278", + "issue:43421|issue:45491", + "issue:44265|issue:45198", + "issue:44610|issue:45412", + "issue:45440|issue:45593", + "issue:43653|issue:44442", + "issue:43824|issue:44279", + "issue:43381|issue:43701", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:43761|issue:45859", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:45103|issue:45372", + "issue:43334|issue:43531" + ], + "prepared_review_unit_hash": "560fce233a4f8614d90b8d896e76d37fc090f793688790308a2fa427f3ac16c0", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35192, + "estimated_input_tokens": 8798, + "estimated_eval_tokens": 17852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft links look like false positives: they share broad language (tokenizer, quantization, trainer, model loading) but point to different concrete bugs, model families, or code paths.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and none of the soft pairs describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for duplicate consolidation here; the closest matches are still materially different bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Different failure modes: tokenizer decoder-type regression vs AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms; one is eos_token_id config inconsistency, the other is flash-attention generation breakage." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is an FP8 config failure and the other is a model-saving failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and code paths; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "One is a base_model_prefix loading regression; the other is a rope-validation type error." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated bugs: bad SigLIP2 outputs vs RT-DETR memory not being released." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model parity with another implementation, but they affect different architectures and underlying code paths." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different issues: MacOS bus error on CLIP vs documentation/example errors for SigLIP2." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated trainer/error-message issue vs TrainerState token-count update bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different training failures: NoneType broadcast vs OOM with Adafactor/DeepSpeed." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are separate bugs." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Different symptoms and subsystems: MOE weight conversion vs dtype drift during evaluation." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing bug is unrelated to Gemma3 NaN embeddings from sliding-window padding behavior." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 save/tokenization breakage." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch and a memory leak are distinct problems." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Both are model-specific correctness issues, but they affect different models and implementation details." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as AutoTokenizer failing to load a tokenizer class." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing-import regression vs a generic dependency issue; not the same root cause." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and checkpoint resume key mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different vision/OCR issues: label reduction bug vs long-input index error." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenization/processor bugs with no shared code-path evidence." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3 MoE CPU-offload incompatibility." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the GenerationMixin import error." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen3 family models, but one is a missing pad_token_id load error and the other is a sliding_window behavior issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:44625|issue:45584", + "issue:29127|issue:35141", + "issue:44977|issue:45245", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43526|issue:44857", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:42490|issue:43381", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:44062|issue:45907", + "issue:44743|issue:44811", + "issue:43441|issue:45588", + "issue:43646|issue:44077", + "issue:43761|issue:44079", + "issue:45003|issue:45440", + "issue:43232|issue:43388", + "issue:43723|issue:45479", + "issue:44479|issue:45290", + "issue:43316|issue:43525", + "issue:44442|issue:45803", + "issue:43761|issue:44188", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:33290|issue:34567", + "issue:33290|issue:34689", + "issue:43381|issue:43873" + ], + "prepared_review_unit_hash": "87e61702da4ba12acc1196f1854c47abf19a93d1a005ddbff32da5f196399f59", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36176, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports; the soft-similarity links are lexical false positives, so none should be merged. No clear duplicate cluster emerged.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical issue stands out because the items span unrelated bugs and regressions. If forced to pick a representative, #43873 has the broadest discussion/inbound references, but it does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the most central by activity and inbound references, but only as a loose representative; it is not a genuine umbrella duplicate for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different features and failures: Qwen3.5 config propagation vs Whisper generation on empty transcription." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: LayoutLMv3 error messaging vs token-embedding resizing and post-init reinitialization." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Both mention model/runtime failures, but one is a flash-attention generation bug and the other is a category-cardinality error." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but different underlying problems: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: tokenizer loading vs dtype mismatch in inference wrappers." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different image-processing and training-time bugs; no shared code-path evidence." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default vs LASR feature-extractor argument crash are distinct issues." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation under compiled forward is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning is unrelated to gradient checkpointing eval-mode restrictions." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on tensor-parallel Qwen loading is unrelated to resume-from-checkpoint key mismatches." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is tensor-parallel load OOM and the other is int4 quantization reserved-memory growth; different mechanisms." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision is unrelated to list_repo_files forwarding revision." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache reset bug is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but they concern different models and different crashes." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General v5 custom-model init breakage is not the same as patchtsmixer's optional post_init policy issue." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states regression and ModelOutput key assignment are separate code paths." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and sequence-classification zero-loss bug are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to chat-template crashes with tool-call assistant messages." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API issues, but they affect different models and different missing fields." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to the bare-except tensor conversion bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states output regression is unrelated to torch.compile attention-kernel branching." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver resolution handling are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import-path warning is unrelated to recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed Adafactor OOM and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Both involve model training/loading, but the first is optimizer OOM and the second is a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction and quantization offloading problems are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45372", + "issue:45698", + "issue:45759" + ], + "soft_pairs": [ + "issue:34689|issue:43611", + "issue:33290|issue:35141", + "issue:42907|issue:45698", + "issue:44077|issue:44479", + "issue:43931|issue:45216", + "issue:43720|issue:44442", + "issue:43493|issue:43827", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:34689|issue:36010", + "issue:43749|issue:43931", + "issue:33290|issue:36331", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:43065|issue:44617", + "issue:43404|issue:43441", + "issue:42175|issue:43316", + "issue:44162|issue:44792", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43673|issue:44743", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "ea8b31595b11ea66b563236b43d7d7ff6c29fc9ffaa44a6642fb1bae19f522a3", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34950, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a heterogeneous mix of unrelated bug reports and regressions. The soft pairs share only broad subsystem keywords (loading, config, processors, etc.) but not the same underlying failure mode or fix, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are not one duplicate cluster and do not share a single root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative; the collection spans unrelated problems across loading, config, generation, quantization, and packaging.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both involve model loading regressions, but one is a specific Llama 3.2 Vision break in 4.46.2 and the other is a v5 base_model_prefix loading issue; different code paths." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to output embeddings being reinitialized after resize_token_embeddings." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized save failures and loading the wrong custom module after save_pretrained are different serialization bugs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A patchtsmixer post_init restriction is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect checkpoint saving are opposite sides of model I/O and affect different models." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight handling during accelerate loading has nothing to do with AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF/JAX parity is a model implementation bug; the pipeline() issue is a docs/removal mismatch." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency is not the same as failing to unwrap text_config in composite Qwen configs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and mistral_common ReasoningEffort import failure are separate dependency/import problems." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A model-loading regression for a vision model is unrelated to the missing GenerationMixin import path." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are both loading-related but not the same bug or fix." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "An optimizer memory issue is unrelated to a trainer compute_loss signature change." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and eos_token_id config mismatch are different features and failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code dropping config fields is a loading/parsing issue, while rotary_pct resetting is a config round-trip bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model config lacking model_type." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated runtime errors." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and batched apply_chat_template crashes in Qwen2_5_VLProcessor are different processor bugs." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and strict granite_speech config loading are different config validation problems." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and FlashAttention failure in Ministral-3 are distinct model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging for the torch extra missing TensorFlow is unrelated to a Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are different model/test issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "top_k changing pipeline output shape is unrelated to AutoModel requiring PyTorch." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a runtime regression in processor.tokenizer/image handling; the other is an incorrect pipeline() error message about translation support." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state, but one is missing GenerationMixin cache in chunked_prefill and the other is Qwen3.5 recurrent state reset; different mechanisms." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + 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"right": "issue:43701", + "accept": false, + "reason": "Unrelated failures: torch.compile/SDPA behavior vs checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve token handling, but the bugs and model families are different." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different problems: metric gathering drops labels, while the other is auxiliary-loss normalization." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and different regressions; no shared concrete code path." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A generic execution failure is not the same as an OOM during 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"left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A generic v5 custom-model init break is not the same as rotary_pct not persisting on reload." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are load/save related, but one is a legacy preset field and the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Distinct serve-time failures in different components: KV-cache indexing vs missing processor tokenizer state." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Distributed broadcast of None is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is unrelated to Whisper generation on empty transcription." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states being None and auxiliary loss omission are different model behaviors." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id and sliding_window behavior are separate config/model bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "A Qwen3-VL weight-shape mismatch is not the same as a tied-weights warning bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms; one is a test failure, the other is a flash-attention generation regression." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and KV-cache 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"issue:36246|issue:41628", + "issue:45276|issue:45584", + "issue:43479|issue:45375", + "issue:45245|issue:45584", + "issue:43650|issue:44220", + "issue:43295|issue:45276", + "issue:41950|issue:44016", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "ca6be969b549ad61ae5ad02a3b0cb4436a1932a64f223d2a643c1353576b49a7", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36921, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy and heterogeneous: the soft-similar issue pairs share broad keywords but not the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; these items describe unrelated bugs, regressions, docs problems, and import/config errors rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear global best issue for this cluster, since the items do not converge on one shared problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is a different bug from GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and category-cardinality limits are unrelated failures." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure is not the same bug as stale auto_mappings references to removed configs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 indentation parsing and flash_attention s_aux=None crashes are different code paths." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import is unrelated to Qwen3.5 chat crashing." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize is not the same as trailing-slash local-model loading warnings." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA+extended-vocab collapse on tied embeddings is different from wrong visual encoder keys in save_pretrained." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement bug and a bare except swallowing errors are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to the Python 3.13 import/parsing failure." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Ignoring tokenizer.json and not forwarding revision in list_repo_files are different repository-access bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to loading a local dataset in the training script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python 3.9+ compatibility failure and Python 3.13 IndentationError are distinct issues." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init handling in patchtsmixer is not the same as ModelOutput key assignment with prior None values." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the TensorFlow backend warning from tensorboard-only installs." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reloading are separate configuration/runtime bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache tensor indexing are different failures." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale GraniteSpeech CI test is not the same as removed Sam3LiteText config references breaking CI." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and local dataset loading are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-validation list handling are different parameter-validation bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to the image-classification local dataset loading issue." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model/config loading and a bare except swallowing errors are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "These are different import/export failures for different symbols and modules, not one shared defect." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize_token_embeddings not updating 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"issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45357", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44186|issue:44734", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:44246|issue:45003", + "issue:43404|issue:45216", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:43976|issue:44987", + "issue:42490|issue:45632", + "issue:43531|issue:45600", + "issue:43673|issue:44336", + "issue:43295|issue:45335", + "issue:44016|issue:44062", + "issue:43526|issue:43901", + "issue:43824|issue:44933", + "issue:44496|issue:45042", + "issue:43335|issue:45593", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:43299|issue:45357" + ], + "prepared_review_unit_hash": "ea10d663e6d0236261daa2d215be7bfc612e0f97ed83ee77bbc54e090bed25f4", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a heterogeneous mix of unrelated Transformers issues; none of the soft-edge pairs look like true duplicates or mergeable PR-equivalents. I\u2019d use the broadly discussed import-time/performance report as the best representative issue.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44246 is the strongest representative overall: it has the most discussion activity, an inbound reference, and a broad user-facing import-performance symptom that is easy to map to the cluster\u2019s general maintenance/debugging theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 stands out as the most canonical issue because it is widely discussed, externally referenced, and describes a concrete, broadly relevant regression rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: LayoutLMv2 tokenizer batching/NER crash vs server-side KV-cache continuation indexing bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a backend/install packaging omission; the other is an unspecific dependency complaint with no clear shared code path." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but they describe different version-gating problems and different failure points." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction issue; unrelated artifacts." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP zero-probabilities bug and Sam3PixelDecoder dummy Conv2d are unrelated model implementations." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access may be related in theme, but they do not clearly describe the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different symptoms: weight tying bug vs incorrect save_pretrained checkpoint serialization." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation crash is unrelated to trust_remote_code cache-path collision." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking remote-code models is a different compatibility break than local-model cache collisions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig return object is a different config-loading bug than unrecognized model_type handling." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure and stale auto_mappings references are distinct breakages." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test failure in GraniteSpeech is not the same underlying issue as Phi-4 multimodal loading." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash load failure and Phi-4 multimodal load failure are separate model-specific issues." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to FlashAttention loading failures." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support regression and model-loading failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash local model warning is a different path-handling bug than leaf-directory cache collisions." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache/chunked_prefill failure has nothing to do with ANSI codes in loading_report." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to t5gemma decoder embedding resize behavior." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument collision are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and pipeline docs mismatch are different layers and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing exports and different modules." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model-type recognition failure and unintended torchvision dependency are separate issues." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL model-loading regression and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args being ignored is unrelated to tie_word_embeddings warnings." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility issue is not the same as a generic dependency issue." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss omission." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to unrecognized model configs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription failure are different problems." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model_type handling and text_config unwrapping for composite configs are separate loading paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a load-time regression and the other is incorrect save_pretrained visual-encoder keys." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33290", + "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:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44898", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:44521|issue:45325", + "issue:43479|issue:43525", + "issue:44683|issue:45542", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:43976|issue:45405", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:45081|issue:45907", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:41950|issue:43650", + "issue:43450|issue:44279", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:43065|issue:44898" + ], + "prepared_review_unit_hash": "a9ad59a5ffd7aa85815da97d2129dc2f731657e10ea297400041760d8c7c561f", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36035, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very broad and mostly contains unrelated issue reports across tokenizers, multimodal configs, docs, deepspeed, quantization, and version regressions. None of the soft edges look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set ('Recent transformers versions break models using remote_code') and is the most plausible anchor for a regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue for the shared high-level theme of recent-version regressions, even though the rest of the items are not true duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different problems: video-classification processor lookup vs remote_code model-loading regressions." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different model behavior bugs: MoE router loss handling vs Gemma4 text-only token type defaults." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific HybridCache import failure; the other is a broad import-error report after upgrade." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: assistant mask generation vs Qwen2.5-VL rope position scaling." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config issues: missing default vision/audio config initialization vs absent pad_token_id on Llama4Config." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated: compiled flex_attention on torch 2.9 vs TensorBoard/TensorFlow backend installation problem." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma/vision-related only at a very broad level; the concrete failures are different." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but they affect different models and different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue vs dependency version pinning mismatch; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: dtype propagation in Blip2 vs incorrect checkpoint serialization in Qwen3.5." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Completely different symptoms: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency problem vs a specific unreleased PEFT minimum-version bump." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both touch docs/examples, but one is a SigLIP2 example bug and the other is outdated pipeline docs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models; no shared code-path is evident." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "The titles do not describe the same bug or change; one is vague, the other is an AttentionInterface behavior change." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor.tokenizer custom-code breakage vs Deepseek tokenizer output changes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repo tokenizer.json is not the same as Mistral regex patch crashing on Tokenizer internals." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer patch crash vs repo file listing not forwarding revision; unrelated code paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs AutoTokenizer loading the wrong tokenizer source." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights constructor argument regression; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No concrete overlap: video-classification processor bug vs unrelated placeholder issue." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug vs generic dependency issue; not the same underlying defect." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific inference bugs: FlashAttention failure vs OCR long-input index error." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance/CI issues, but they involve different files and different broken references." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed OOM with Adafactor is a different symptom from optimizer.step being called twice." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving a quantized model and loading a dequantized model with device_map=auto are different workflows and failures." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of lm_head.weight is distinct from resize_token_embeddings not updating Gemma4 embeddings/output heads." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d issue does not match Perceiver non-default resolution failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43650|issue:45290", + "issue:43653|issue:45593", + "issue:43441|issue:44683", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:43723|issue:44162", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:43824|issue:43976", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:45561|issue:45563", + "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "37a4260bb630e6fba00f9c8aa45ada2815caa7bd2944bbb1c9dbcce295b9a91e", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36071, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated single-bug issues, not true duplicates. None of the soft pairs look like the same underlying bug or change, so all are rejected. The best standalone issue to use as a canonical tracking target is the open multimodal `apply_chat_template` regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the clearest, most actionable bug report in the set: it is specific, reproducible, actively discussed, and describes a concrete regression in `apply_chat_template` for multimodal inputs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 has the strongest combination of clear scope, user impact, and reproducibility, making it the best canonical issue candidate among this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated topics: a vague data request vs a crash in chat template handling with tool calls." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs missing auxiliary losses in D-FINE; different code paths." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but one is a model-specific FlashAttention failure and the other is a torch-version flex_attention regression." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files is unrelated to a performance slowdown in data filtering." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs in different models: layernorm epsilon handling vs `torch.split()` return values." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save/pretrained file emission is not the same as Gemma4 zero3 loading failure." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Generic tokenizer loading issue vs ESM2 model breakage; not the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend dependency packaging vs Python version support; distinct failures." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to a Gemma4 device-map runtime bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer attribute failure vs missing auxiliary losses; different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression and CLIPVision hidden-states regression are separate model/runtime bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer output are unrelated model-specific regressions." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for a specific package is not the same as missing TensorFlow backend installation." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "A docs mismatch about `return_all_scores` is unrelated to incorrect SigLIP2 inference results." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers fails due to a missing symbol, which is unrelated to backend dependency selection." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL import and Python version incompatibility are different issues." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video shape bug is not the same as CUDA OOM in Sam3Video." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing `pad_token_id` on Llama4Config and a GLM-4V loading failure are not the same code-path problem." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch is unrelated to Gemma4 zero3 loading." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and ANSI-code output in loading_report are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A specific config attribute bug is not the same as missing fields from `trust_remote_code=True` config loading." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing `AutoImageProcessor` import and Python 3.9/3.10 support are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage-class lookup failure and Qwen3.5 chat crash are separate runtime issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs wording and import-time performance are not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and a stale generation warning are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output and a wrong docstring concern different parts of the codebase." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is a LoRA compatibility regression and the other is a model-loading regression; too different to merge." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss behavior are different model-training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:43531|issue:45362", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:43526|issue:45003", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:43352|issue:45250", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:36246|issue:43596", + "issue:44162|issue:45200", + "issue:45412|issue:46123", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:45292|issue:45584", + "issue:45987|issue:46082", + "issue:44496|issue:45003", + "issue:45292|issue:45701", + "issue:44987|issue:45459", + "issue:44877|issue:45375", + "issue:43232|issue:44336", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "283b248fb8a4e6a009bce671037a9bacc0da7611a391c47642be95c89c836d69", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that were grouped by superficial keyword similarity, not by a shared underlying defect. No soft-edge pair is close enough to merge, and there are no PRs in the input.", + "confidence": 0.92, + "canonical_issue_reason": "No exact duplicate anchor stands out. If one representative issue must be chosen, issue 44246 is the broadest and most discussion-heavy, but it is still not a duplicate of the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the best cluster representative because it is generic, high-discussion, and closest to the accidental 'import/loading' theme of the group, though it should not be treated as the same bug as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different failures: one is a position_ids buffer access issue, the other is a Gemma-4 zero3 from_pretrained/config loading problem." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "One is intermittent import slowness; the other is an unrecognized model/config parsing error. Same broad loading area, different bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different pipelines and code paths: video classification mistakenly uses image processors, while the other is a feature extraction issue." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen models, but the symptoms differ: sliding_window handling vs a chat-generation crash on Qwen3.5-35B." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated issues." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but for different symbols and packages: Qwen2_5_VLImageProcessor vs is_offline_mode from huggingface_hub." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports in different subsystems; these are not the same underlying failure." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape code leakage in loading_report is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist race on captured_info.txt are different concurrency/IO problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific model support error for NemotronHForCausalLM is not the same as the generic Flash Attention 2.0 issue." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are separate v5 regression reports." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma eos_token_id configuration mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission in MoE routing is not the same bug as an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5 VLImageProcessor import failure and DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific regressions." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released after RT-DETR deletion is unrelated to MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and post-upgrade filtering slowdown are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenization correctness and resize_token_embeddings/output_embeddings mismatch are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty transcription after align_special_tokens are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache.get_seq_length return type and LlamaConfig head_dim validation are separate API issues." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings behavior is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Physical-intelligence/fast loading failure and hidden protobuf decode errors are different tokenizer/loading bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech is not the same as a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and ANSI output in loading_report are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3_5MoeVisionConfig and unwrapping text_config in composite Qwen multimodal configs are distinct issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and import-time slowness do not share a code path." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash in GlmMoeDsa and Gemma 4 token-type defaults are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "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:44871", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45137", + "issue:45229", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:44368|issue:45563", + "issue:45137|issue:45600", + "issue:43673|issue:44734", + "issue:43065|issue:46123", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44871|issue:46132", + "issue:43646|issue:44162", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:46077|issue:46123", + "issue:44038|issue:44623", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "e2562c88e5ef264350a9b2f47963ff243ef651ea9a015dfac1a77b6e270d4caa", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37189, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, tokenizer/serialization regressions, generation bugs, and model-specific failures, mostly around Transformers v5. None of the soft pairs look like the same underlying bug/change, so they should all stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate emerges; the issues are thematically related but describe different failures in different code paths and models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella report in the set and best represents the cluster\u2019s overall v5 import/regression theme, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer vs SAM3 video/tracker model-type mismatch; different symptoms and code paths." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 vision output vs video-input ValueError in Qwen3OmniMoe; unrelated models and bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading bug vs multi-GPU Gemma4 CUDA OOM; not the same failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue vs ESM2 broken model behavior; different tokenizer/model problems." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs patchtsmixer post_init compatibility policy; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash on second forward pass vs flash_attention sink-less AttributeError; different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent tied-weight serialization bug vs resize_token_embeddings not updating decoder.embed_tokens; different mechanisms." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie_word_embeddings warning in Qwen3.5 LoRA vs flash-attention generation failure; not the same issue." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma4 zero3 from_pretrained failure vs DeepSpeed double optimizer step; separate distributed-training bugs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie-word-embeddings warning vs stale num_return_sequences warning in paged generate(); both are warnings but not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow vs Sam3LiteText removed-config CI breakage; unrelated failures." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs serve /v1/responses KV-cache indexing crash; different generation layers." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 decoder dummy Conv2d vs mask pipeline final-batch bookkeeping bug; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B shape mismatch vs Qwen3.5 tied-embeddings warning; different model initialization issues." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Removed image_utils import vs protobuf decode-error handling; both are import-related but not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character decode crash vs Kimi tokenizer regression; different tokenizer logic." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs update bug vs chunked_prefill cache missing; separate generation regressions." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer_class mismatch on save_pretrained vs processor.save_pretrained missing files; adjacent serialization area but different defects." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs a 10x slowdown in data filtering after upgrade; not the same symptom or path." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency vs AttentionInterface.register behavior change; unrelated configuration vs API behavior." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom model initialization breakage vs ESM2 broken; one is framework-level, the other model-specific." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache regression vs broad import errors after upgrade; too different to be duplicates." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files vs duplicate optimizer.step under DeepSpeed; different subsystems." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression in filtering vs optimizer-step duplication; not the same underlying bug." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Filtering slowdown after upgrade vs Qwen3.5 MoE from_pretrained error; different behaviors." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure in v5; save vs load and different model formats." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch dependency import error vs Sentence Transformers loading hang; different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs Qwen2.5-VL video position-id bug; unrelated multimodal models." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 encoder output attribute missing vs AutoConfig trust_remote_code missing fields; different object-construction bugs." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction issue vs pipeline final partial-batch dropping results; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility issue vs processor.save_pretrained missing files; different code paths." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor vs nonexistent image_utils import; both imports, but not the same missing symbol or breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42175|issue:45712", + "issue:43673|issue:44188", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:44964|issue:45137", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:42222|issue:45200", + "issue:43377|issue:44242", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "a7e037ee7badb2c01c6401960f7c59757ecf72f326217dd37ca18716810cae48", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated Transformers bug reports, but two duplicate groups stand out: the exact-title Qwen3.5 MoE from_pretrained pair (45310/45478) and the exact-title Qwen3ForCausalLM VRAM leak pair (42673/43704). The remaining soft edges mostly look like nearby-but-distinct regressions rather than true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45310 is the best canonical issue anchor because it is the earliest report in the exact-title Qwen3.5 MoE from_pretrained duplicate pair with 45478, and it cleanly represents that specific regression. It also sits at the center of the small Qwen3.5 MoE-related neighborhood better than the later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest global issue candidate because it is a concrete, high-signal bug report with an exact duplicate at 45478. The other items are mostly isolated import, config, or runtime regressions, with 42673/43704 forming the other clear duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic placeholder report vs a specific Gemma 4 zero3 bug; not the same underlying issue." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance issue and an InternVL2 meta-init compatibility bug are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs tokenizer-mapping model registration failure; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex crash and auto_docstring annotation crash are unrelated subsystems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained failure; not enough evidence of the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but one is a generic from_pretrained error and the other is a specific config-field-dropping issue." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different problems." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import failure and HybridCache import failure are distinct missing-export issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs bug after sync_gpus and torch.compile attention-kernel divergence do not describe the same failure." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title, same model, same VRAM leak symptom; clear duplicate report." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are different FP8 issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel LLM output corruption and Qwen3_5 image infinite loop are unrelated symptoms." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import error and AutoImageProcessor import error are separate import regressions." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 MoE save_pretrained failure is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving bug and Qwen2.5-VL import error are different breakages." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency packaging issue and leftover dummy-class cleanup issue are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Cache-missing generation bug and attention-kernel divergence under torch.compile are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and Janus image-generation test failure are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility issue and Qwen3.5 MoE from_pretrained error are different model-specific regressions." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading error and pytest-xdist file race are separate concerns." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "BEiT pretrained preset legacy-field issue and xdist race condition are not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaulting are different model families and failures." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI batching/padding-mask inconsistency and MoE load-balancing loss omission are unrelated behaviors." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging backend omission and missing image_utils import are different issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization-spaces behavior change and BOS/EOS insertion regression are separate tokenizer behavior bugs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue and missing image_utils import are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding reinitialization after resize are different model-loading/training bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is not fully grounded in the packet. It says the only clear duplicate soft edge is the Qwen3ForCausalLM VRAM leak pair, but the packet also contains an exact-title duplicate pair for issue 45310 and 45478 (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`). The conservative verdicts are mostly fine, but the summary should acknowledge both clear duplicate pairs rather than singling out only one." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43278", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:43278|issue:45137", + "issue:44188|issue:44373", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:30333|issue:33290", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:43874|issue:45092", + "issue:42898|issue:44448", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:44295|issue:45656", + "issue:44222|issue:44297", + "issue:43116|issue:44190", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44190|issue:46082", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:44206|issue:45103", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:45071|issue:46082", + "issue:30333|issue:34689", + "issue:28282|issue:30333", + "issue:44297|issue:45310" + ], + "prepared_review_unit_hash": "ade93e1a6ce02b6814aa6a2eadd41ff9303a9bffe8c0da02f007989cc43c1ce0", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38210, + "estimated_input_tokens": 9553, + "estimated_eval_tokens": 19362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly unrelated issues that only share broad subsystem keywords (tokenization, configs, deepspeed, imports, etc.). I would reject every soft edge and treat this cluster as heterogeneous rather than a duplicate set.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate emerges from these items; if forced to anchor the cluster, issue 45812 is the strongest standalone regression report because it is concrete, user-visible, and broadly scoped.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best standalone issue in the set: it describes a clear silent v4\u2192v5 regression with broad impact across Granite models and a concrete failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different code paths: multimodal config defaults vs Whisper timestamp decoding." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files on save_pretrained is unrelated to Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence is unrelated to a docstring typo." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenization cleanup behavior and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import failure is unrelated to missing Qwen2_5_VL class export." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to Adafactor OOMs in DeepSpeed." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and failure modes." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior vs Kimi-K2.5 codec handling." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different models and symptoms; these are separate tokenizer regressions." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning bug is unrelated to missing tensor-parallel plan support." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump issue is unrelated to dummy PT object leakage." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Image processor API break is unrelated to remote-code meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "General v5 tokenization behavior change is unrelated to Pegasus output regression." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output difference is unrelated to AttentionInterface.register behavior change." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import is unrelated to dummy class cleanup." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access bug is unrelated to optimizer stepping twice in DeepSpeed." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained bug is unrelated to tokenizer config class mismatch." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Text classification example bug is unrelated to image-classification local dataset loading." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug is unrelated to DeepSpeed optimizer stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading failure is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit error is unrelated to AttentionInterface.register behavior." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash is unrelated to auto-docstring future-annotations crash." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting is unrelated to CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Transformers AutoImageProcessor import failure is unrelated to huggingface_hub offline-mode import failure." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "onnx import error is unrelated to missing PyTorch for AutoModel." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking break is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to Llama 3.2 model loading regression." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to MLflow reporting on failed training jobs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata bug is unrelated to Qwen3.5 MoE from_pretrained loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:35141", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:44222|issue:44484", + "issue:30333|issue:35141", + "issue:43723|issue:44977", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:44373|issue:44485", + "issue:44263|issue:44360", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:43723|issue:44991", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:42831|issue:45753" + ], + "prepared_review_unit_hash": "3d9015c64d21af1a45c546428cb9148c97775d3d18a1e0a556a359b997f6166f", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "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/HF bugs. There are a few loose themes around v5 tokenizer/import/load regressions and save/load edge cases, but none of the soft pairs are the same concrete defect, so all soft edges are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "No true cluster-wide duplicate exists; issue 43723 is the broadest representative because it describes a generic v5 tokenizer-loading regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the most generally scoped and actionable report among the loading/import regressions, so it is the best single representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE saving and the other is a generic shard-size question; different problems." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow job reporting and embedding reinitialization are unrelated bugs in different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer-loading regression vs flash-attention generation failure; different failure modes and subsystems." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs sync issue and OCR index error are unrelated model/runtime bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer torch.split issue is unrelated to remote-code meta-init incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Hidden_states regression in CLIP vision vs LlamaConfig head_dim validation; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling and Gemma4Processor missing _tokenizer are different code-path failures." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Two different DSA-indexer complaints with different symptoms and fixes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor batching crash and auto-docstring crash are entirely different issues." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Generic tokenizer-loading regression vs eos_token_id configuration mismatch; different concrete defects." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is not the same as incorrect visual encoder key saving." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but for different models and likely different causes; too broad to merge." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP zero-probabilities are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized save/load, but different quantization methods and failure modes." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration and NaNs at checkout/init are different training stability bugs." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer load regression in v5 and a FastSpeech2ConformerTokenizer import/load failure are separate concrete issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA layernorm and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained error are not the same defect." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config default initialization bug and config reload persistence bug affect different models/fields." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing hub symbol vs broad import-error report after upgrade; related theme, not one concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failures are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation state update bug and D-FINE auxiliary-loss behavior are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression is not the same as the Qwen3-VL-Moe bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset_mapping bug for Qwen3 and missing BOS/EOS insertion for mdeberta-v3 are different tokenizer behaviors." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Even though both are import-related, they are not the same underlying missing-symbol defect." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Cache/offline tokenizer loading and quantized save_pretrained failure do not share the same root cause." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45600", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:43756|issue:44060", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:22355|issue:28218", + "issue:43576|issue:43784", + "issue:44671|issue:46132", + "issue:44117|issue:44704", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:43232|issue:44743", + "issue:44295|issue:44297", + "issue:41628|issue:45278", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:44261|issue:44373", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:29127|issue:30990" + ], + "prepared_review_unit_hash": "e3370503b0461e6b30e5a64dbe7b9008d3b83e9988ca0fd762d61169cc2bbf9d", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35986, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items form a loose cluster of Transformers regressions and tokenizer/loader issues, but the soft edges are mostly thematic overlaps rather than true duplicates. I would not merge any of the suggested pairs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43122 is the strongest representative of the tokenizer-regression subgroup: it has a clear cross-version failure, a concrete repro angle, and the closest semantic ties to the other tokenizer/chat-template reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best standalone anchor because it describes a specific, reproducible tokenizer behavior change and sits nearest to the other tokenizer-related soft matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific bugs: RoPE layer dropping vs an incorrect tied-weights warning." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-adjacent, but one is offline cache loading and the other is a decoder-type issue." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Cross-version tokenization drift is not the same as multimodal assistant mask generation." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated failures: missing onnx module import vs extra whitespace after added tokens." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different surfaces: broken env command vs import-time NameError in sentence-transformers." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Masked LM prediction regression and AttentionInterface.register behavior change are distinct bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback handling is separate from AutoProcessor kwarg forwarding." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs after checkout/init." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a MacOS bus error are different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance is unrelated to the torch.split return-value issue." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: processor kwargs passthrough vs chat-template crash with tool calls." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs after sync_gpus and recurrent-state reset in modular_qwen3_5 are different regressions." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access error for position_ids is unrelated to tokenizer_class metadata mismatch on save." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A single import error is not the same concrete bug as broader post-upgrade import regressions." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and pipeline-parallel output corruption are separate issues." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior change and batched apply_chat_template padding crash are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline parallelism correctness are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failure to load a specific model are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A numerical precision/config issue is unrelated to a wrong docstring." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError and auto_mappings CI breakage from removed configs are different causes." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-save failure and GenerationConfig validation error are separate problems." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-related, but one is a type-mismatch warning and the other is a missing attribute error." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation omission and GLM-5 RoPE implementation discussion are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and multimodal assistant_mask behavior are different bug reports." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label behavior and Gemma 4 token-type defaults are different failures." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model save failure and a model loading failure for Phi-4 multimodal are distinct." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer save metadata mismatch do not share the same underlying cause." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Clarity of an error message is not the same as a loading hang." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:43122|issue:44977", + "issue:22355|issue:29159", + "issue:43493|issue:45753", + "issue:43066|issue:44779", + "issue:43992|issue:44704", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:43064|issue:43673", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563" + ], + "prepared_review_unit_hash": "818c5bace63307f93db3ec8f12bcaedb34354f3a6624134667c993aaafb0db8a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity group of unrelated Transformers bug reports; the only mild commonality is version-regression / tokenizer-related complaints, but there is no true duplicate core.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43122 is the closest representative of the recurring tokenizer-regression theme, but the cluster is too heterogeneous to treat as a single duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the best single representative by breadth and topical centrality (tokenization behavior change across versions), though it does not canonically cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but 43122 is broad version-to-version tokenization drift while 44779 is Deepseek-specific incorrect output; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different problems: dequantized save_pretrained failure vs AutoTokenizer/AutoModel loading with gguf_file." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and empty multi-label example-script output are unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different symbols/models: Qwen2.5-VL class vs HybridCache." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different symptoms and subsystems: Qwen3-VL-Moe issue vs position_ids buffer access error." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both touch MoE models, but one is a Qwen3-VL-Moe runtime bug and the other is FP8 save_pretrained behavior; not the same concrete fix." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 save/load regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Two unrelated import failures for different names from different modules." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Import-time NameError in sentence-transformers versus a PyTorch version guard in flex_attention; different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer version regression vs Qwen3.5 flash-attention generation failure; not the same issue." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 implementation discrepancy vs Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is decoder type handling in v5 and the other is a Deepseek tokenization regression." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder weight loading and AutoProcessor cached_file kwargs are separate loading bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a single missing symbol and the other is a broad upgrade breakage report." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading and bfloat16 dtype mismatches are unrelated training/inference issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and a RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression and NaNs in classification heads are different failures." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support mismatch and a flex_attention import/version check are not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken vitpose models and Ministral-3 FlashAttention failure are different model-specific bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args not used and trainer.evaluate() failing after train are separate training issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 control warning and missing get_number_of_image_patches method are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache in chunked_prefill are separate code paths." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 regressions, but one is save_pretrained visual-encoder keys and the other is from_pretrained loading; not mergeable as one fix." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen models and different failure points; not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example-script output and pipeline translation-task support messaging are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-length helper behavior and a PyTorch version check bug have no direct overlap." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid generation config and stale num_return_sequences warning are different generation-layer issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45561", + "issue:45588", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:44484|issue:45310", + "issue:42673|issue:43582", + "issue:42617|issue:45341", + "issue:42371|issue:44261", + "issue:44933|issue:45278", + "issue:42673|issue:43577", + "issue:42222|issue:45542", + "issue:43408|issue:43742", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:44483|issue:45464" + ], + "prepared_review_unit_hash": "b3323ad41bdecd69795d8f98f1cc52712e0542d33c9167eb7a2c5e9d365dad59", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35772, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly groups superficially similar Transformers issues; the only broadly representative item is a generic tokenizer-loading regression. I found no PRs, and none of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.32, + "canonical_issue_reason": "issue:33453 is the broadest and most central title in the set (\u201cRegression in tokenizer loading\u201d), making it the best umbrella for the tokenizer-focused portion of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the best global issue fit because it is generic enough to cover the recurring tokenizer-loading/thread in the cluster, while the rest are mostly narrower model- or API-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different model/backends and different failure modes: GPT-2 attention scaling vs Gemma4 bidirectional mask construction." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both involve tokenizers, but one is loading regression and the other is incorrect offset mapping; not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline removal issue is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None bug and flash_attention sink-less AttributeError are unrelated code paths." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors; no clear shared bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The second is only an isolated reproduction reference; insufficient evidence it is the same VRAM leak bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure and flash-attention generation issues are distinct problems." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs in classification heads are different failures." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights TypeError and PretrainedConfig type-checking regression are separate compatibility issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to an AutoProcessor import crash without torchvision." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency pin/version-release problem is unrelated to a flex_attention import version check." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing_utils, but one is a generic bug report and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback bug and Mistral regex patch crash are different tokenizer paths." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols; no evidence of a shared root cause." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and distinct missing/failed loading behavior." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and save_pretrained checkpoint serialization are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping bug and runtime post-processor update bug are different tokenizer issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Saving shard size behavior and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in multithreaded loading and Apple Silicon TypeError in allocator warmup are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel execution failure and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings issue and MLA rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad report of many import errors after upgrade are too different to merge as one bug." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and BLIP2 dtype loading regression are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing TensorFlow backend detection with tensorboard are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker mismatch and MobileLLM key error are different loading issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for configuration_utils and an audio feature extraction issue are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config are distinct model-loading problems." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend packaging dependency issue and broken VitPose models are not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Generic /v1/chat/completions API rejection and Qwen3.5 streaming failure are not the same concrete failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46050", + "issue:46123" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:45071|issue:45542", + "issue:43441|issue:44829", + "issue:43931|issue:44410", + "issue:43673|issue:46123", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43335|issue:45071", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:44038|issue:44410" + ], + "prepared_review_unit_hash": "a35fd83d24ff4f592d50a707ad6bdf74d26873f7cf17e64cf063de6d8dfdd86e", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38747, + "estimated_input_tokens": 9687, + "estimated_eval_tokens": 19630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and mostly contains distinct import errors, model-specific regressions, and unrelated v5 behavior changes. No soft edge looks like a true duplicate pair, so I would not merge any of the suggested links.", + "confidence": 0.37, + "canonical_issue_reason": "No exact duplicate stands out across the set; if one issue must anchor the cluster, issue 43097 is the broadest v5 regression report with explicit API removal and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the best representative of the cluster because it is a concrete, user-facing v5 breakage with broader relevance than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizer behavior, but one is SGD args being ignored and the other is double optimizer stepping with DeepSpeed; different bugs and code paths." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-v5 regressions, but one is about decoder type selection and the other about changed tokenization output; not the same defect." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are unrelated precision topics with different failure modes." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is not the same as Blip2 dtype fields staying float32 on load." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache loss in v5.0.0 and a testing_utils bug are unrelated subsystems." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "One is missing projections in qwen3next layer 0, the other is a Qwen3.5 MoE from_pretrained load failure; different model families and symptoms." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained shard-size defaults are unrelated to the Qwen3.5 MoE loading error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "API removal for tie_embeddings_and_encoder_decoder is unrelated to unexpected position-id keys during model loading." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in a GLM indexer is a different bug than the GLM-5 RoPE implementation issue." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking breakage are distinct regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "A missing image-patch helper in an image processor is unrelated to MLA layernorm epsilon precision handling." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A bfloat16 compilation warning is not the same as a model-type mismatch warning between sam3_video and sam3_tracker." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and tokenizer protobuf-error masking are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking in PretrainedConfig and the undefined tf backend when only tensorboard is installed are different issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but they affect different models and fail in different ways: load-time crash versus degenerate training." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading problems." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "A Qwen3-VL weight mismatch and a Qwen3-VL-Moe bug are distinct load failures." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder and gguf_file breaking tokenizer/model loading are separate regression paths." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a bug in testing_utils." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model loading without torchvision and a testing_utils bug do not describe the same underlying defect." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a lower-level mapping issue, while loading physical-intelligence/fast is a broader model-load failure; not enough to treat as one bug." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "A SAM3 model-type warning and a tie_word_embeddings warning on Qwen3.5 are unrelated config warnings." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image patch counting and GLM Moe indexer split behavior are unrelated code paths." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video AutoProcessor crash and save_pretrained shard sizing have no causal overlap." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision and missing ReasoningEffort import are separate dependency/import problems." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols from different packages and unrelated fix paths." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are different model-specific issues." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states on nonzero ranks with FSDP2/PEFT is not the same as Liger Kernel not being applied under model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config option in v5 and quantized model save/load breakage are distinct bugs." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal for tie_embeddings_and_encoder_decoder does not match the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying defect." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken constructor argument duplication and tokenizer mapping returning None are unrelated tokenizer issues." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qwen3next projections and a missing deepstack_visual_indexes config field are distinct model-definition problems." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained failure and qwen3next layer projection omission are different model families and different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:45103", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45479", + "issue:45753", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:43097|issue:43873", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43352|issue:44380", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43792|issue:46123", + "issue:43352|issue:43976", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:44483|issue:45381", + "issue:43299|issue:43867" + ], + "prepared_review_unit_hash": "ac6afa28539c0ce94d09e61ef4d6cd43257cd4e4664f6ea066a0be26ca34f540", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster of unrelated Transformers issues. I only found one plausible duplicate pair: the two CLIP v5 regression reports about missing outputs. Everything else spans different model families, APIs, or bug classes and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous and does not form one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43618 is the closest local anchor because it is paired with 43761 in the same CLIP output-regression area, but even that only covers a small subset of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different subsystems: local_files_only/network behavior vs missing checkpoint weight loading in UMT5Encoder." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: AutoProcessor kwargs passthrough vs auto-docstring annotation handling." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated problems: removed config API vs offloading/quantization behavior." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different failures: missing torchvision crash in AutoProcessor vs tokenizer mapping returning None." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are import/load issues around vision models, but they affect different symbols and failure modes." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "No shared concrete bug; one is tokenizer decoder typing, the other is a separate reproduction report." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model/backend issues: xLSTM training bugs vs Bamba torch.compile with SDPA." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Unrelated: missing encoder weight in UMT5 vs save_pretrained shard-size default question." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different areas: pipeline error messaging vs saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Both mention compilation/warnings, but one is a bfloat16 warning and the other is an actual SDPA compile failure on a specific model." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings with different causes: PyTorch precision warning vs tie_word_embeddings config warning." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention, but one is unsupported Flash Attention for Nemotron and the other is GPT2 scaling ignored under backends." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Completely different bugs: saving dequantized models vs infinite-loop generation on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Save/pretrained is broad, but these are different objects and failure modes: dequantized models vs Pipeline saving." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Unrelated: Whisper model execution vs MaskGenerationPipeline partial-batch result loss." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: model attention backend support vs Python version compatibility." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both mention attention, but one is GPT2 backend scaling and the other is AttentionInterface.register behavior change." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated: attention scaling bug vs degenerate zero-loss classification setup." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different code paths: FSDP2/PEFT optimizer state corruption vs GPT2 attention backend scaling." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related to MoE/FP8, but one is save_pretrained and the other is from_pretrained loading." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different APIs: chat completions endpoint rejection vs batched chat template crash." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "No overlap beyond generic runtime failure; Gemma3 config missing vocab_size is unrelated to Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different model families and bugs: xLSTM training issues vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both are compile-related, but one is a warning on bfloat16 and the other is a flex_attention failure on torch>=2.9." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Path-ending-slash import warning is unrelated to the bfloat16 compilation warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols and different dependency/version causes." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both report the same CLIP v5 regression family: requested vision outputs are no longer populated in CLIP model outputs, so one fix to CLIP output assembly could plausibly address both." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model families and bugs: CLIP output fields vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/network issues: missing configuration_utils symbol vs API calls made despite local_files_only=True." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same broad Qwen3-VL-Moe area, but one is a v5 loading bug and the other is fp8 inference support; not the same concrete change." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different request surfaces: chat completions API rejection vs apply_chat_template crash on tool-call messages." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal issues: chat completions request handling vs Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different failures around model loading: Qwen3VL MoE loading regression vs state_dict sorting error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:43618 \u2194 issue:43761, is a plausible CLIP v5 regression pairing, and the rest of the cluster is reasonably treated as heterogeneous. No overstatement or mergeability issue detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46077", + "issue:46082" + ], + "soft_pairs": [ + "issue:43756|issue:44485", + "issue:36683|issue:43475", + "issue:43299|issue:45753", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:44077|issue:44380", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357" + ], + "prepared_review_unit_hash": "3527879584304bd62ed96c8b1f88a154da7c8f9c570c341701fd12192286f4a7", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36905, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are distinct bug reports affecting different models, configs, or features. I found no convincing duplicate pairs among the provided soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "issue:41669 is the clearest, most concrete representative issue here: a specific import-time performance regression caused by `import *` usage in models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the strongest global representative among the listed issues because it states a concrete root cause and an actionable performance problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different problems: Smollm3 RoPE layer dropping vs a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both mention missing attributes, but they are unrelated models/objects and different failing code paths." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen variants and different failures: model loading breakage vs an infinite-loop generation bug on one image." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both relate to saving, but one is quantized model serialization and the other is saving Pipeline objects." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch for `return_all_scores` is unrelated to Pipeline `save_pretrained` failures." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: token embedding resize propagation vs incorrect attention-mask construction." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Seed-related flaky tests are unrelated to tokenizer decoder type issues." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support warning is unrelated to invalid GenerationConfig handling." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different save/load bugs: sorted state_dict loading vs incorrect Qwen3.5 checkpoint saving." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config attribute in Gemma3 is unrelated to patchtsmixer post_init allowance." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Patchtsmixer post_init policy and GPT2 attention scaling under SDPA/FlashAttention are different issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to Pipeline save_pretrained serialization." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they refer to different versions and likely different causes." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masks are unrelated model/config bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different config validation and different model behavior; no shared underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to D-FINE auxiliary loss omission." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Two missing-attribute reports, but for different configs and different fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint saving." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE/model-implementation issues in different architectures." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing `vocab_size` and missing load-balancing loss are unrelated failures." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Unsupported FlashAttention and Qwen3-VL weight-shape mismatch are different problems." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache `update()` no_grad semantics and broad import failures are not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5 is unrelated to Qwen3.5 MoE `from_pretrained` errors." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict ordering load error is unrelated to a missing Qwen3.5 vision config field." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file errors and a Python 3.13 JIT parsing/IndentationError are different import-time issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but one has a specific root cause (`import *` in models) while the other is a generic slowdown report." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to xdist race conditions in captured-info handling." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are distinct regressions." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 save/load regressions affecting different artifacts and key mappings." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42490", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:45850", + "issue:46132" + ], + "soft_pairs": [ + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:42490|issue:44075", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:43576|issue:46132", + "issue:42890|issue:45341", + "issue:42548|issue:44351", + "issue:43010|issue:43065", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961" + ], + "prepared_review_unit_hash": "4bdef01ea345396ec7b5d5711e23ffaa0ef9c9b35aec5f371dee3252de68f070", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly composed of unrelated issues, many of them broad v5/regression reports. None of the soft pairs look like true duplicates or the same fix target.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set: it summarizes that v5 breaks many models, while most other issues are narrower, model-specific regressions or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global cluster anchor because it is the only high-level tracking issue that can plausibly subsume the broader v5 breakage theme, even though it is vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Different bug class: cache/layer update no_grad behavior vs a broad v5 complaint." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different loading failures; not the same concrete defect." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated: training cache/no_grad vs Python version compatibility." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different components and symptoms; CLIPOutput attentions vs patchtsmixer post_init." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local model path import warning is unrelated to SGD args being ignored." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a specific OOM on a model load." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch import error vs tokenizer loading regression; different code paths." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict loading failure is not the same as a max_shard_size question." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different model failures; no shared concrete code path." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIPOutput attention assignment and Qwen3.5 flash-attention generation are unrelated bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness is unrelated to loading Phi-4 multimodal with latest transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test failures, but the underlying causes are different." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "CI test flake vs auto_mappings stale config references; different fixes." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only API leak is unrelated to AddedToken argument duplication." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload regression are related only at a broad level, not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Different test issues and different affected code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different packaging issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update decoration and Sam3PixelDecoder dummy Conv2d are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA memory regression under int4 quantization is not the same as checkpoint reload breakage." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is FP8 save_pretrained and the other is tensor-parallel plan metadata." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only request leakage is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are unrelated to the Chinese-language v4.57-to-v5.3 slowdown report." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same family of models, but different failures: missing tp plan vs from_pretrained error." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad concern is unrelated to generation kwargs syncing." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and documentation confusion about forward args are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 MoE/Vision config fields and different defects." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage and FP8 moe save_pretrained are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and generic checkpoint reload breakage are not the same defect." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap; racoon is unrelated noise." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:44315|issue:44360", + "issue:42831|issue:43874", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:43673|issue:44492", + "issue:41628|issue:44355", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44230|issue:46095", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492" + ], + "prepared_review_unit_hash": "076febfe258c824ca308a202561bb3a2716b72d7a1e8824bc8e6723fde50aa95", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38341, + "estimated_input_tokens": 9586, + "estimated_eval_tokens": 19428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; I don\u2019t see any true duplicate pairs among the soft candidates. The broadest umbrella issue is 45850, but it is still too generic to safely serve as a real duplicate target for the other items.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report about Transformers v5 breakage, so it is the closest thing to a cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best representative because it is open and broadly scoped, but it is still too vague to subsume the other unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Different code paths: Liger/model_init application vs a DSA indexer activation bug." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Both involve model internals, but one is FP8 accuracy and the other is an image processor method missing." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated failures: compiled Python file execution vs PretrainedConfig type checking." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting after failed training is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed pipeline APIs do not match an unrelated placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file runtime errors are not the same as save_pretrained pipeline serialization failures." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained handling and the other is inference support." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific Llama 3.2 model-loading breakage." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and a broken transformers env command are different failures." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage is not the same as a PretrainedConfig typing regression." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "A broken env command and a missing Qwen model import affect different code paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they are different missing symbols with different likely fixes." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue versus a Gemma audio positional encoding bug; no shared concrete defect." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "A missing module export and a broken CLI command are distinct problems." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache handling is not the same as a typo in cache strategy names." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing AutoImageProcessor and running compiled Python files are unrelated failures." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and TextClassificationPipeline docs are different layers of the stack." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallelism and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash may be a v5 regression, but it is a specific model bug, not the same issue as the broad umbrella report." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA normalization precision and a missing ReLU in DSA indexer are different concrete bugs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as a generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and TensorBoard/TensorFlow backend detection are different issues." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading failure is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen/MoE, but one is a broad model bug and the other is a missing tensor-parallel plan." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3-VL bounding-box errors and a Qwen3.5 image-specific infinite loop are distinct model behaviors." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A vision-model output issue is unrelated to a type-checking regression." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility after upgrade are different v5 regressions." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a DeepSeekV4 weight-conversion script question are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad v5 breakage report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * usage affects import-time performance, not GenerationMixin cache behavior." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/loading regressions, but one is generic checkpoint reload failure and the other is an InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a specific model-config issue, not the same as the broad v5 breakage umbrella." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/code is unrelated to the generic v5 regression report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance has nothing to do with cache strategy typos." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:45278|issue:45850", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468" + ], + "prepared_review_unit_hash": "8ad415228a5fbcf13e362175886c9435aaf4289099dd40927e9d79f1ad1921f8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39795, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers bug/regression reports. The only recurring pattern is broad v5 upgrade/import breakage, but none of the soft pairs look like true duplicates of the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the best umbrella because it explicitly captures the recurring v5 upgrade/regression breakage theme and is more concrete than the very broad \"too many models\" report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative cluster anchor: broad enough to cover the shared version-regression complaints, while still being a specific user-facing failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Same broad v5-breakage theme, but one is generic and the other is specific import errors; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a scheduler kwarg bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding is unrelated to inverse_sqrt scheduler argument handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading failure are related only at a high level, not the same issue." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model type mismatch in SAM3 is unrelated to Liger Kernel application in model_init." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bbox output are different problems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support gating for Nemotron is unrelated to Qwen3-VL output quality." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage is unrelated to scheduler kwargs propagation." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs loss and PretrainedConfig type checking are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and HybridCache import failure are different import problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import-time slowdown is unrelated to a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output bug are not the same underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing processor method in GLM46V is model-specific, not the broad v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen/Gemma model bugs with no shared code path." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights AttributeError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs are unrelated to scheduler kwargs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for forward args is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time performance and scheduler kwargs are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Model_init kernel application and flash_attention_3 training degeneration are different failures." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading are distinct behaviors." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weights key handling are different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report versus a specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Both are model-component bugs, but timestamp calculation and RoPE implementation are different issues." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL processor timestamps and scheduler kwargs are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-API documentation confusion is unrelated to a model-loading regression." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance cost and VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation wording and flash-attention import failure are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "model_init kernel application and meta-init incompatibility are different initialization bugs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both involve model internals, but GLM-5 RoPE and Gemma-4 audio positional encoding are not the same problem." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under multithreading is unrelated to RoPE implementation." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek weight conversion are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings guidance is unrelated to a VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and timestamp calculation are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and processor.save_pretrained missing files are not the same failure." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp bug is unrelated to VRAM leakage." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "rms_norm_eps precision discussion is unrelated to Gemma-4 audio positional encoding." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 49, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45850" + ], + "soft_pairs": [ + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "9be4928e839f5bef3d2f32af091f898ff0f92105c41dc149daed8fa5dd3fc1f6", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 17, + "serialized_chars": 17358, + "estimated_input_tokens": 4340, + "estimated_eval_tokens": 8936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated issues across tokenizer behavior, config attributes, loading regressions, docs, training bugs, and one irrelevant/spam-like item. I do not see any soft pair that should be merged as the same underlying bug, so there is no clear canonical issue for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer/v5 behavior, but one is a broad version-behavior complaint and the other is a specific decoder-type issue; not enough evidence they are the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Inverse-square scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: tied-weight key handling versus chat template tool-call crashing." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "'Unemployment' is not the same bug as a generic post-5.0 model breakage report." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Testing-utils bug is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id missing and tied-weight-key AttributeError are different failures in different components." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing is unrelated to tied-weight-key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are different problems." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training behavior are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading speed regression is not the same as confusing model.forward documentation." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is fp8 inference support and the other is a from_pretrained loading error; different concrete issues." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "A slow checkpoint load report is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching lacking audio-model support is unrelated to FP8 Qwen3 VL/MoE support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "b3abd698a96446e8ffc48d28a060dfbe2e026d0180dba16d32664dedfc89b5a8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No strong duplicate cluster here. The Tapas tokenization issue is clearly unrelated. The two model-loading issues are both about loading/downloading models, but one is specifically an unauthenticated private-model error message and the other is a generic failure to load bert-base-uncased, so they do not look like the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the model-loading failure reports in this set, with more discussion activity than #15980.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue candidate because it is the most general user-facing failure among the issues shown and has the strongest discussion signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: Tapas tokenization mismatch versus a model-loading failure for bert-base-uncased. No indication they share the same code path." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Related broadly to model access, but one is a private-model auth/error-message problem and the other is a generic inability to load bert-base-uncased. Not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "1ba3bf9742b68babdd99d85e1849a5be9160a17daeb9bcdefb7ef33275e517f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature-request issues in the same broad area (community contribution / architecture support), but they target different integrations: Flash Attention 2 vs GGUF. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue is a duplicate of the other; if one must be retained as a representative, issue #26350 is slightly broader/older and has more discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the better anchor only because it is older and has somewhat higher discussion activity, but it does not subsume #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are generic community-contribution feature requests, but they ask for different functionality in different subsystems (Flash Attention 2 support vs GGUF support). They are related in theme, not the same underlying change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "adc4a8833c5442d08e97ea0fe7768421e3cca708def19f12f11a6b3f2d5363a4", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a mix of distinct translation requests (Turkish, Spanish) and three near-identical generic i18n template issues. Only the generic template trio looks like true duplicates; the language-specific issues are separate requests.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43834 is the best canonical representative of the duplicate subset because it is the earliest of the three near-identical generic template issues. The Turkish and Spanish issues are different language-specific translation requests, not duplicates of that template trio.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the strongest single issue to keep as the representative duplicate because it is earliest and matches the other two generic placeholder issues almost exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish-specific translation request vs a generic placeholder template; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request and generic template issue are not the same translation task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish translation request does not match the generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different languages (Turkish vs Spanish), so these are separate translation issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific translation request does not duplicate the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request and generic template issue are distinct tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request and generic template issue are distinct tasks." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical generic i18n template title/body; same underlying duplicate issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical generic i18n template issue; appears to be the same request duplicated." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic placeholder translation issue and look interchangeable." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary correctly separates the Turkish and Spanish requests from the nearly identical generic template trio, and the accepted duplicate pairs are supported by the identical titles and very high similarity among 43834/44365/44370." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "2f362bd06cdc7a5262285546eb781e88c2021abfe32d3ea45b3ca55158053a4c", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all distinct model-request issues across different model families and modalities; there is no strong duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is a clear, well-scoped representative model-request issue, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families: EuroBert config vs DEIMv2." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config request is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detector/model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio: different model and modality." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Detector request vs sparse transformer request; different change." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR target different code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer; not the same request." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model families." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR are different features." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and sparse transformer requests are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS support: different models/tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family but request different modality support." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Different speech models: Qwen3-TTS vs Voxtral-4B-TTS-2603." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated models." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and sparse transformer support are different code changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are distinct model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech/audio models." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE target different architectures and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support is unrelated to sparse transformer support." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE request; not same problem." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate speech model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model domains." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct vision-language model requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-10", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46143", + "issue:46144" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:43240|issue:46144", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813", + "issue:42936|issue:43668", + "issue:43717|issue:46144", + "issue:46143|issue:46144" + ], + "prepared_review_unit_hash": "0708d325170005a77b4aeceb10e777f6bac8516d794c81c9923a8067256e159e", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10293, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10293, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the items span unrelated model, config, tokenizer, and utility issues. The RoFormer pair is the closest match in subsystem, but it still describes two different defects, so none of the soft edges should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue\u2014the titles cover different models and bug types, with only loose RoFormer overlap that still points to separate defects.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46144 is the most concrete and actionable code-path bug in the set; the others are not duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different problems: a norm-implementation question in Llama4TextL2Norm vs an incorrect type hint in ModernBERTConfig." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both mention loss-related behavior, but one is Mask2Former ignore_value handling and the other is kwargs forwarding to loss calculation." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Unrelated models and defects: Mask2Former ignore_value vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and bugs: Mask2Former loss config vs RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss handling is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different code paths: Mask2Former loss setting vs a typo in orig_conversion.quantization_operation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Both are kwargs-related, but one is loss-function forwarding and the other is RoFormer attention interface usage." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "kwargs forwarding bug vs ModernBERTConfig type-hint error are not the same issue." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERTConfig type annotation issue is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "An incorrect type hint and a typo in a quantization attribute are distinct defects." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling and ModernBERTConfig type hints are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba/Mamba-2 init_weights usage is unrelated to RoFormer attention interface behavior." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Same subsystem, but different bugs: kwargs not passed through methods vs attention implementation not using the attention interface." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "db73774e45ba2bccb7b976805154db3971bfa95b1062601482919f72790287f2", + "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 do not look like duplicates: one is about block decoding behavior, while the other is a request for DeepSeek v3.2 model support. They target different underlying changes and should remain separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits this cluster well because the items describe different requests; if forced, neither is a clear duplicate representative of the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different code paths: block decoding mechanics vs adding support for a specific model/version. The overlap is too superficial 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": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "490735881aa000c461859610073fe234611327fd6d229a0b0a66c3da5d63e8c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1582, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1582, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a high level (Trainer customization), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the broader Trainer customizability discussion, so it is the better representative issue for this small cluster, but it is still distinct from 43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs: customizability of unused-column removal vs. FLOPS accounting for custom trainers. Shared Trainer context is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "16b971e76369779cd8e72b8063b02eda11eed670163d9ac6a80cc9cf0d7ae5db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad Transformers-auto-model level, but they target different model families and different auto classes, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43684 is the cleaner canonical issue because it is the more direct registration request and names the exact auto classes involved.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the best representative since it is a concrete API registration gap; issue:44405 is a separate Qwen3.5 sequence-classification support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying change requests: Qwen3-Omni auto-registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. They touch different model families and different code paths, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "3204fc7f6f266e3645e342519ff09205bc61722498f3bd6effe15ea6b39fd45b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly low-signal spam-like issue reports. Three issues share the same generic title \u201chuggingface \u201d and are likely duplicates of each other, while \u201cFett\u201d looks unrelated. No PRs are present.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43845 is the best available anchor because it is the earliest of the identical \u201chuggingface \u201d reports, but the bodies are too sparse to identify a concrete underlying bug with confidence.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the strongest cluster representative: it matches the repeated title pattern, is earliest among the duplicate-looking reports, and there is no stronger technical signal from the bodies.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body detail; only weak lexical similarity, not enough to infer the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no substantive description; superficial similarity only." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence of a shared underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same generic title, but the reports are too empty to confirm they describe the same concrete problem." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Both are generic \u201chuggingface \u201d reports, but there is no actionable description tying them to the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical superficial title, but insufficient detail to safely treat them as duplicates of the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "89aa2061b3170f8941b6029cfe407813b221f7e8f1b123ab9358e7b8b707a4c6", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is made up of low-information spam/generic issue titles with no substantive description, links, or code evidence. There is no defensible duplicate grouping or canonical issue here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled '', but there is no body, target, or issue-specific evidence to show they describe the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both look like spam placeholders only; no concrete bug/change overlap is visible." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a generic documentation suggestion; insufficient evidence they are the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Titles are unrelated ('' vs 'Check out \"Google LLC\"'); no sign of the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation suggestion does not match a spam placeholder issue in a way that supports duplication." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete shared bug or request is evident beyond being low-information issues." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles are not enough to confirm the same underlying issue without any descriptive evidence." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated promotional-style title; no common issue is visible." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No substantive overlap in the report content or title." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "1c153ba80fbaa93ada231663e59220cc66d4145b222f97b318b37bc1ac73e66e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to be a near-duplicate issue pair: same title, close similarity signal, and no contrary evidence. However, the evidence is not strong enough to claim identical bodies or a confirmed duplicate relationship with certainty.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #45145 is the best canonical issue because it is the earlier thread and has an inbound reference, while the pair only shows soft similarity rather than explicit duplicate linkage.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative for the issue cluster: same title as #45151, slightly earlier creation time, and it has the only inbound reference in the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match and the similarity score is fairly high, but the packet only provides soft-similarity evidence and marks deterministic_accept=false. Without body text or explicit links, this is not strong enough to confirm a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports a close similarity, but not the stronger claims made here. Both issues have the same title and similar body lengths, with only a soft-similarity signal; the bodies themselves are not shown, so saying they have the \"same title/body\" or are \"effectively the same issue content\" overstates the evidence. Also, the soft-edge verdict should stay conservative because the packet marks this pair as deterministic_accept=false. The inbound reference on 45145 is fine to mention, but it does not by itself justify treating the pair as confirmed duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "56d439d7b9e3449ae8a252d2e76128c11d02c20a04bbf7bd11e58264b071f025", + "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": "The two issues are both about 4-bit inference, but they describe different bugs: 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, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Reject: different root causes, different affected code paths, and different failure modes; they are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "0c2e3cb79c508a9df230e546276fcb842eee53984e12c91caa815a680b38678b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues look like unrelated personal-name entries with different names and dates; there is no evidence they describe the same underlying bug or request.", + "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": "Same superficial pattern (name + date), but the names and dates differ and there is no shared bug report, target, or context indicating a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "65495026d540e24b9a98a2d521580d863f19902394227820a17dff3192a27703", + "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 issues appear unrelated: they reference different personal names and different dates, with no body or links suggesting a shared bug or task. The soft duplicate edge should be rejected.", + "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": "Different names and different dates; no evidence they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "7e698274b5264df30ca0ae56a37bc5e9ad7c488e4d71fa45821843f61ba777c6", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two exact duplicate pairs are present: 45870/45871 and 45872/45873. Issue 45869 is related by topic but is a different dataset-style post, and the two duplicate pairs are not the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue spans the whole set; the cluster splits into two separate duplicate pairs. If forced to pick one representative, 45870 is the clearest canonical for the 'Example: Financial time series prediction with DataForge' pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is a strong issue representative because it is a clean, duplicate-bearing copy of the 'Example: Financial time series prediction with DataForge' report and is simpler than the broader, less clearly comparable items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad finance theme, but one is a dataset promo and the other is an example post; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same broad finance theme, but different artifact types and wording; not a duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and matching body size strongly indicate the same issue duplicated." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related DataForge/financial wording, but example post vs scraping service are different underlying topics." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related wording only; the two issues describe different concepts and are not the same bug/change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Similar domain language, but no evidence they report the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Similar domain language, but these are different issue subjects." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching body size strongly indicate the same issue duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only strongly supported duplicate pairs are 45870/45871 and 45872/45873 (matching titles and identical body lengths), while 45869 is only loosely related by theme. The soft-edge verdicts are conservative and do not overclaim duplicates beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46067" + ], + "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:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46067", + "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:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "7f2d7233eccc40e13f1c01cea726051a6b4320cc1bc76145d7a97b244e234bb0", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38361, + "estimated_input_tokens": 9591, + "estimated_eval_tokens": 19438 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38361, + "estimated_input_tokens": 9591, + "estimated_eval_tokens": 19438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is almost entirely made up of unrelated PRs spanning model additions, tokenizer/model refactors, tests, and infra fixes. The only clear duplicate-style pair is the two `fixed_cross_entropy` changes for issue 43240, which target the same loss-function bug and could be merged into one PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best representative because it is the more complete, issue-linked implementation of the `fixed_cross_entropy` fix and directly covers the underlying bug that overlaps with #43254.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest canonical PR candidate in this cluster: it has an explicit target issue, touches the exact code path, and is the only PR pair here that looks like the same concrete change rather than just the same subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model/docs addition vs. ExecuTorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different changes: Mistral tokenizer missing methods vs. adding a new MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions are unrelated to ExecuTorch export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different PRs: processor/pretrained robustness vs. new MobileLLM model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Both touch loading-related code, but one is a cross-entropy kwargs fix and the other is a conversion/base_model_prefix loading bug; not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function fix vs. adding a new model; no shared underlying bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different domains: cross-entropy helper fix vs. Mistral4 test/integration updates." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "ExecuTorch dynamic-shape test is unrelated to conversion loading prefix handling." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Different code paths and goals: export test vs. Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs. config-resolution fix; not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "Different features: new model code vs. conversion/loading prefix fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs. model-creation skill PR; no shared concrete bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test fix and base_model_prefix conversion fix are different problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Different changes: Mistral4 tests vs. typo/renaming fix across CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test updates are unrelated to the `cls.config` resolution order fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Specific Mistral4 test fixes are unrelated to the broad model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A concrete model addition is not the same as a repository skill for adding models." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both change `fixed_cross_entropy` to forward the same missing cross-entropy kwargs for issue 43240; they target the same concrete loss bug and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet. The only accepted soft-edge pair, PR #43251 and PR #43254, is clearly the same `fixed_cross_entropy` bugfix against the same issue target and looks mergeable into one PR. The other pairwise rejections are conservative and consistent with the diffs and titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "d264e4cecf5fc431a01b7a3b83ec0225efbec9ee774c0942a747f1c8319e56d2", + "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": "Two related VibeVoice PRs overlap heavily in model scaffolding, but they are not duplicates: one implements the base model, the other adds a realtime variant plus acoustic-tokenizer work.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the earlier, broader base VibeVoice implementation and is the best representative of the core feature set in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the most suitable anchor because it covers the foundational VibeVoice integration; PR 42781 is a later, more specialized realtime extension rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share the VibeVoice subsystem, but the diffs are not the same concrete change: 42781 adds realtime support and a separate acoustic tokenizer path on top of the base model implementation in 40546. These could not be safely 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": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "95a3925779de79f799807f11261036ca3e106b8e18f35f393b3ca038ce8ca6fa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "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 covariate forecasting vs. DINOv3 image classification. They do not represent the same underlying bug or change, so the soft duplicate edge should be rejected.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #41224 is the more focused, self-contained change: it adds DINOv3 image classification support with directly related model, auto-model, and test updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the clearest representative of the cluster because it has a narrow, concrete code path and well-scoped model support changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and goals: TimesFM forecasting with covariates versus DINOv3 image classification support. No shared code path or mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "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": "63be4433f1c9c855ecf4d2e5824199129aba0063ee929616e85cb3d88ed8d728", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different models (DeepSeek OCR, Isaac, and Kimi2-6). The overlap is limited to shared Transformers integration boilerplate and documentation files, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate canonical PR exists here; the PRs target different models. If one must be chosen as a cluster anchor, #45630 is the most substantial and highest-activity integration.", + "best_issue_reason": null, + "best_pr_reason": "#45630 is the strongest representative only in the sense that it is the most complete/high-activity model integration, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions: DeepSeek OCR vs Isaac. Shared auto-registration/docs files are generic boilerplate and do not indicate the same code-path fix or mergeable duplicate PR." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions: Isaac vs Kimi2-6. The shared filenames are broad integration scaffolding, not evidence of the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "e423b95732429ceeb20010b338527b605c8c4f43a205078975717441e14fe856", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related CI maintenance PRs, but they are not the same change: PR 42975 upgrades several GitHub Actions primarily for Node 24 compatibility, while PR 42976 updates Docker build actions to newer versions. They touch some of the same workflow files, but the concrete actions and intent differ.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical candidate because it has a clearer, broader, and more specific goal (Node 24 compatibility) across many workflows, whereas PR 42976 is a narrower version-bump PR focused on Docker build actions.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest representative of the cluster since it targets a concrete platform compatibility problem and has the more substantial, unified workflow-upgrade scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying maintenance changes: one is a Node 24 compatibility upgrade for several GitHub Actions, the other is a Docker build-action version bump. Shared workflow filenames alone are not enough to treat them 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": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "51bdc8394eba9af821b96c4fd05104cffcddc7a43a5405df5a1c9cee95e7c355", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model-addition PRs that only overlap on shared Transformers boilerplate (docs, auto-mapping, package exports). They are not the same underlying change, so no duplicate cluster should be formed.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the most substantial and complete of the set, with the broadest model integration surface and the highest review activity, so it is the best representative PR if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo are unrelated model additions; shared files are only generic registration/docs hooks, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 add different models with different configs, processors, and tests; overlap is only in common auto/docs plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM target different model families and code paths; the similarity is just shared Transformers integration scaffolding." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model ports, not one concrete fix; they share some auto-mapping/doc files but implement different architectures and processors." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model additions with different filenames, modules, and tests; the overlap is too generic to merge as duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model integrations; shared edits are limited to boilerplate registration files and do not indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46102" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:46102", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "22a3ab74a712ba5191703acc117a801b7b80ab344fe5227aa4b5bf2254633678", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9389, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9389, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "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 test-only CLIP/ViT change, one is an FP8/dequant bug fix, and one is an FSDP tied-weights cleanup/fix. They touch different code paths and should be triaged separately.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the strongest representative because it contains a concrete implementation fix in core loading and FP8 quantization code, with the most clearly defined underlying bug compared with the test-only or unrelated subsystem PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best standalone PR in this cluster: it addresses a specific runtime behavior change in the actual code path, while 43291 and 43665 are primarily test-oriented and 46102 is a different FSDP area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are loosely titled as test fixes, but they target different models and different changes (Whisper tokenizer/tests vs CLIP/ViT test assertions). No shared underlying bug or mergeable single fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/tokenizer fixes are unrelated to FP8 dequantization and core loading changes; different subsystems and different failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "A test-only CLIP/ViT change is not the same underlying issue as an FSDP tied-weights fix/cleanup. They do not look mergeable into one PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Despite superficial similarity in being fixes, these address different concrete problems: test assertions for vision model tests versus dequant/loading logic. Not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "6918c8786aeae518c9d9e9fe2c2f9116fe64f946407726afa588ceabdc85f607", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11341, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11341, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated test/bot-validation PRs. The only true duplicate pair is the two identical ViT test-migration PRs (46100 and 46114); the rest touch different subsystems and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the cleanest representative of the duplicate pair: it has the same exact ViT test diff as 46114, while the other PRs are unrelated changes in workflows, setup, or model code.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the best cluster representative because it matches the only true duplicate exactly and has the least noisy title among the near-identical test PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Different changes: 43488 is a setup/version/dependency tweak plus bot test artifacts, while 46114 is a ViT test migration PR. Same file overlap is not enough." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "These target different code paths and purposes: 43488 changes packaging/versioning, whereas 43532 rewrites CI/workflow logic and related test harness code." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch test-related files, but the actual changes are unrelated: workflow/CI plumbing versus a small ViT test migration." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Not the same underlying change. 45932 is a broad model/config/workflow instrumentation PR, while 46100 only adds failing ViT tests for migration checking." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "These are effectively identical PRs: same modified test file and same added failing assertions, so they look like the same underlying test-migration change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet. The identical ViT test diffs in 46100 and 46114 support the only true duplicate pair, and the other proposed pairs are conservatively rejected because their diffs target different subsystems or purposes (setup/dependency changes, CI/workflow plumbing, or broad model/config edits)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "3faffc071f212f4e785b69865c2aac672c4bab1bb07fe7609dc8f26886704808", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs for different pipelines: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share scaffolding and docs changes, but they target different underlying models/tasks and should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader, more fully integrated feature PR and is the better representative of the cluster if one must be chosen; PR #43612 is a distinct pipeline feature rather than a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the strongest standalone candidate because it covers more model integrations and test surface, but it is still not the same change as #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines and problem statements: concept segmentation vs visual segmentation. Shared docs/registry boilerplate is not enough to treat them as the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "5be6ddd88f87b472870e08c3e49fdc9c5cde5f0ff57b7896496d794328f0c4e5", + "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": "These are two distinct trainer.py changes: one adds a hook for gradient-accumulation loss scaling, the other refactors signature-column extraction for custom/PEFT trainers. They are not duplicates and should remain separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs solve different problems in different trainer code paths (loss scaling vs. signature-column filtering).", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more self-contained concrete behavior change; PR #43663 is a separate refactor/API extension point.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file, but different functionality and different underlying code paths: gradient accumulation loss scaling versus model signature/column filtering. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "def6fd8101b096f4eba60e98d2e86a580ebd48a9f00ac1400e4b70128f19fcfa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct CLI typing fixes in the same file: one uses postponed annotations to avoid runtime annotation evaluation, the other handles TypeAdapter typing when pydantic is absent. They are not the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: both are small, adjacent fixes in `src/transformers/cli/serve.py`, but they address different runtime-typing failure modes rather than one duplicate change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the more concrete representative because it names the exact failure mode (`TypeAdapter NameError when pydantic is not installed`) and contains the narrower, self-contained fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch `serve.py` and involve `TypeAdapter`, but 43656 fixes annotation evaluation via `from __future__ import annotations` and typing cleanup, while 43842 fixes the optional-pydantic import/annotation path with a stringified `TypeAdapter`. Different bugs; not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "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:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "96d04034feba4194cc1d07a1bd0c4a0e9d459bf7c28d27f886a02656d351b7e7", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a theme cluster of standardized output-tracing refactors across many different models, not one duplicate bug. Only the GPT-Neo and GPT-J variants look like true same-change overlaps; the rest are broad-similarity false positives across different code paths.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the best representative of the overlapping GPT-J/CodeGen output-tracing work: it is the later, broader iteration and subsumes the GPTJ-only variant(s).", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest standalone PR in the cluster because it captures the same concrete output-tracing refactor as the GPT-J duplicates, but in the most complete form.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths; same output-tracing theme is too broad to treat as a duplicate." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; these are not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same file; 44066 is a broader superset that can absorb 44085." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models/code paths; only the refactor pattern matches." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and implementations; shared issue target is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; not the same concrete bug or change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model code paths; only the generic output-tracing refactor theme overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and subsystems; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and same standardized output-tracing refactor; 44068 looks like the later iteration." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J vs GPT-Neo; similar refactor style but different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different implementations; not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet/EfficientNet-style vision refactor vs GPT-J/CodeGen language-model refactor." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; same issue label does not make these duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different subsystems; only the refactor motif is shared." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J refactors are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different models/code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; shared theme is too broad." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR; not the same bug or change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J output-tracing refactors are model-specific and not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J are unrelated model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are different models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are not the same concrete change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44018", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert and LongT5 are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "Different vision models; only the refactor pattern overlaps." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are different models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet/ResNet-class vision code vs GPT-Neo language-model code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "Vision model refactor vs MPT refactor; not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa v2 are different models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are different implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen standardized output-tracing refactor; 44722 is the later, broader iteration." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both rewrite GPT-J output tracing in the same file; 44722 supersedes the GPTJ-only variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT vs RegNet/ResNet-class changes; not the same concrete bug or change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are unrelated model code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; the shared refactor style is too broad." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical PR choice is supported by the later GPT-J/CodeGen overlap in 44722, and the true soft-edge matches are limited to the same-model GPT-Neo and GPT-J family overlaps. The false edges are appropriately cautious given the cross-model differences." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "43e076dc26d93b35435ae95e6df735262d784201529acf508653161e0616dd53", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific PRs that all follow the same broad output-tracing refactor pattern, but they are not duplicates of one another. I reject every soft edge because each PR targets a different model/code path, so none could plausibly be merged into a single concrete fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster theme: it is a straightforward single-model refactor with a generic title and minimal extra scope.", + "best_issue_reason": null, + "best_pr_reason": "44073 is the best cluster exemplar, but not a duplicate target; the others are separate per-model implementations of the same refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet); they change separate code paths and are not the same fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are distinct model implementations; this is the same refactor style, not the same underlying bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different forward/output plumbing; too broad a similarity to be considered one duplicate PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific refactors; shared migration pattern is not enough for duplication." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch separate model code paths and different output-tracing implementations, so they should stay separate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-14", + "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", + "pull_request:46106" + ], + "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", + "pull_request:44027|pull_request:46106", + "pull_request:44026|pull_request:46106", + "pull_request:44001|pull_request:46106", + "pull_request:44002|pull_request:46106", + "pull_request:43998|pull_request:46106" + ], + "prepared_review_unit_hash": "14fb5512dd2374cc6d60e1d16e14926c256610ac004668e7c374599d4273aff2", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43784, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43784, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically related output-tracing refactors, but they are model-specific changes across different code paths, not duplicates. The docs toctree PR is unrelated. I would not merge any soft edge.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR is needed, 44003 is the strongest canonical pick: it contains the most complete output-tracing plumbing (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`) and spans two related model files. The rest are separate model-specific refactors, not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the best representative of the cluster because it shows the core output-tracing refactor pattern with the broadest implementation surface; it is more central than the smaller single-model PRs, and the docs PR is unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are output-tracing cleanups, but `timm_backbone` and `upernet` are different model implementations and code paths, so this is not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and APIs (`timm_backbone` vs `vision_text_dual_encoder`); similar refactor theme, but not one duplicate bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` and `univnet` are separate model-specific refactors with different forward paths, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` output tracing and the Mamba/FalconMamba capture plumbing are distinct code paths; related theme, not duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` are unrelated model implementations; same broad subsystem, but not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are separate model refactors, not one shared bug or mergeable duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Both touch output tracing, but `mobilenet_v1` and `upernet` are different model code paths and not the same underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` vs `depth_anything`: different architectures and different model files, so not a duplicate change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are separate model-specific refactors; same theme, different change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated code paths and should not be merged as duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` both mention output tracing, but they are different models with different forward logic." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "`vision_text_dual_encoder` and `upernet` are separate model wrappers; not the same concrete bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and Mamba/FalconMamba output-capturing are different implementation paths, so this is not a duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are different multimodal vs depth models; similar refactor style, not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are separate model-specific output-tracing changes, not one shared fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and Mamba/FalconMamba affect different recurrent/generative code paths, so they are not duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are different model families and different forward methods; not the same change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are different model implementations; this is only a broad thematic match." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` segmentation tracing and Mamba/FalconMamba tracing plumbing are not the same code-path fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba tracing plumbing and `superpoint` output tracing are distinct model-specific changes, not duplicates." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba` output-capturing plumbing and `codegen` cache/output-signature refactoring are different concrete changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` touch unrelated model code paths; similar refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are separate model implementations with different output semantics, so not a duplicate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are different model families; this is not the same underlying bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` both refactor tracing, but they are separate model wrappers and different code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are different model families; not one duplicate refactor." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated model implementations, despite the shared output-tracing theme." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are distinct code paths and not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are separate model-specific refactors, so they should not be merged as duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are different architectures and different output paths; not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are related wrapper types, but they still change different code paths and are not the same PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated model implementations; only the refactor style is similar." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are separate model-specific output tracing changes, not one underlying fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are different model families and code paths, so this is not a duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are separate model refactors; same broad subsystem, different change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are unrelated model implementations, so they should stay separate." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are distinct model code paths; this is only a topical similarity." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are different model-specific refactors and not the same underlying change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` both touch output-related behavior, but they are different model implementations and not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "`speech_encoder_decoder` is a model refactor; `46106` is a docs toctree reorganization, which is unrelated." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "`vision_encoder_decoder` output tracing and the docs toctree change are unrelated artifacts." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "`univnet` is a model refactor, while `46106` only changes documentation navigation; not the same change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "`upernet` output tracing and the docs toctree tweak are unrelated." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "`timm_backbone` output tracing and the docs toctree change are unrelated code areas and not 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": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "a5b9080b4080784a949d2114099847b4b3af0b0c0e73522e81cff29363d1bbed", + "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": "All three pull requests add different model integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share some framework-level registration files, but they do not fix the same underlying bug or implement the same change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: each PR targets a different model and ships a separate implementation path.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest standalone representative of the set: it includes a full new model package, conversion support, auto-map wiring, docs, and tests for DeepSeek-OCR-2.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared auto-registration/docs files are incidental and do not indicate the same code change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model implementations for unrelated architectures (PenguinVL vs DeepSeek-OCR-2). Overlap is only in generic Transformers integration files." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and distinct functionality (DeepSeek-OCR-2 vs Voxtral TTS); they are not the same fix or mergeable 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": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "c1480c111025926ecd47d264af3c8b9b604ca55cb1cf319f8011e21013854225", + "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": "These are related but not duplicates: one PR introduces a generic module-fusion API, while the other adds a specific n-to-1 kernel-fusion path via KernelConfig and integration plumbing. They target the same broader area, but not the same concrete change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the core Module Fusion API and test coverage, which the other PR can build on but does not duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the more feature-complete user-facing implementation, adding actual KernelConfig-driven fusion integration and an example; it best represents the applied functionality in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different levels of abstraction and different codepaths: #44979 adds a generic fusion API scaffold, while #45363 implements a specific kernel-fusion mechanism via KernelConfig and integration changes. They are related infrastructure, not the same underlying PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "1379246250f72a5766a6deac660b429a526c1282d6d326c72d42524932c6eddc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` on the same code path, with the same source-file change; the later PR adds test coverage and is the stronger representative.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it makes the same fix as 45086 but also adds tests and has the fuller implementation context.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of this cluster because it includes the same code fix plus validation coverage, making it the most complete version of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug fix in the same function and file; the diffs match on the core change, and 45317 is a superset with added tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "1c19d48a396be258879d93bae2e9954038a4c9321a8dd5b9ebc996fddb07ee70", + "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": "The two PRs are related to NemotronH, but they are not duplicates: #45115 is a narrow refactor for conversion/mapping and inheritance compatibility, while #45569 is a broader model split introducing dedicated dense/sparse variants plus docs, auto-mapping, and tests.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; if one must be chosen, #45569 is the more complete and representative NemotronH implementation change.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the better representative PR because it covers the broader end-state of the NemotronH family (dense/sparse models, docs, auto mappings, tests), whereas #45115 is a narrower refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related but not the same change: #45115 focuses on conversion mapping and inheritance refactoring for NemotronH, while #45569 introduces separate dense/sparse model packages and supporting docs/tests. They do not look mergeable as one PR for a single 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": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "05c9c62f1d3ef5b03ac7025d994781a1fd93844cf647cc67c2fa4f19d22989cb", + "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": "Both PRs are related pieces of a new heterogeneous-model feature, but they are not duplicates: one adds per-layer config infrastructure, the other adds model/runtime support that builds on it.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader end-to-end feature PR: it covers heterogeneous model behavior in cache/masking/modeling paths and appears to depend on the config work, making it the best representative of the overall feature cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45333 is the cleaner foundational PR for per-layer configuration, but it is narrower and does not cover the runtime/model changes; #45332 better represents the user-visible heterogeneous-model support effort.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but different concrete scopes: #45333 introduces heterogeneous config plumbing, while #45332 adds model/cache/masking support that uses that plumbing. They could land separately and are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "2c403cb2e78b3a802ff93886c4b115770dffd2113715bb80ecf46ff1092cd3ef", + "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": "Two open PRs both touch typing-related code, but they are not the same change: one is a broad type-checking sweep across many transformer modules, while the other is a narrower typing/helper update centered on modeling_utils and shared typing protocols. They are related, but not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more specific, self-contained typing change; PR 45415 is a broad repo-wide type-checking sweep with many unrelated file edits, so it is not the better canonical representative for a duplicate cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of a concrete underlying change because it introduces shared typing helpers and targeted typing annotations, whereas PR 45415 is an umbrella type-checking pass across many files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are about typing, but they address different scopes and likely different code changes: 45415 is a broad multi-file typing sweep with pyproject/type-check adjustments, while 45425 adds specific typing protocols and modeling_utils-related annotations. They do not look like 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": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:46101" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101" + ], + "prepared_review_unit_hash": "0cf347ee5e41b2a417a14d3f80e87f649c989a682a4f5516968e7a835babaf42", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5132, + "estimated_input_tokens": 1283, + "estimated_eval_tokens": 2822 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5132, + "estimated_input_tokens": 1283, + "estimated_eval_tokens": 2822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both device-placement/model-parallel fixes, but they target different model families and different code paths, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45487 is the better canonical PR because it has the clearest, most explicit bug description and a concrete cross-model parallel fix with tests.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45487 is the best representative of the cluster since its title and diff clearly describe the underlying model-parallel device bug; the Qwen2 Audio PR is a separate model-specific fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Different affected models and implementations: AltCLIP/ChineseCLIP token-type device handling versus Qwen2 Audio audio-feature masking. Similar theme, but not the same concrete bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "7907e6404c2f367ed7dea0ae70132fa1396ace36dd858a84a4dfc5f2a2948325", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7426, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7426, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two of the PRs are near-duplicates for the same Mamba2 cached-forward bug (`use_cache` with `seq_len > 1`), while the Qwen3.5/Olmo hybrid PR is a different model-path fix and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the most complete representative of the Mamba2 fix: it addresses the same code-path bug as #46084, includes tests, and adds user-facing docs tied to issue #46032.", + "best_issue_reason": null, + "best_pr_reason": "PR #46098 is the best cluster representative because it is the broader, more polished version of the same Mamba2 bug fix, whereas #46084 is a narrower implementation-only variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different model families and code paths: Qwen3.5/Olmo hybrid linear-attention cached forward vs Mamba2 mixer cache handling. Similar symptom, but not the same underlying change." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Both fix the same Mamba2 bug where cached forward misbehaves for `seq_len > 1`, touch the same file/test path, and target the same issue (#46032)." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet: #45513 is a different model family/code path from the Mamba2 fixes, and #46084/#46098 share the same issue target, files, and bug shape. The conservative soft-edge verdicts look appropriate, and treating #46098 as the broader representative of the same Mamba2 fix is supported by the included docs/tests." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "7a279d8d4ef4a6ca0827ea975e96d08c1d4924858a722d3fbbddee06a27023bc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are EP-related, but they fix different distributed-loading failures: one for accelerate/DeepSpeed ZeRO-3 loading and config serialization, the other for FSDP2/rank-0 broadcast overwriting expert weights. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests target different bug paths and do not describe the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the more complete standalone fix for a specific correctness bug in expert parameter loading, but it still does not subsume PR #45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different failures and code paths: #45548 addresses EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while #45662 fixes experts being overwritten by rank-0 broadcast in the FSDP2 path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "723ac4ed0f75f4bd86b859de426469b2e1fd6a855ab05546698c3abfd4694742", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info collision problem; PR 45645 is the more complete version because it includes the testing_utils fix plus CI log aggregation changes, while 45639 is a narrower subset.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe output-file change in `testing_utils.py` and also updates CI/workflow handling so multiple worker outputs are preserved and displayed.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative: it fixes the underlying collision in the code path and includes the necessary downstream CI adjustment, making it the most complete implementation of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist workers colliding on `captured_info.txt`. 45645 contains the same `testing_utils.py` fix as 45639 and extends it with workflow logic to collect multiple worker files, so they are merge-compatible versions of 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": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46069-2", + "nodes": [ + "pull_request:46069", + "pull_request:46073" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073" + ], + "prepared_review_unit_hash": "c61535c87e6f13586a5b06652741aae579cbe9d4d3365c416a3ba5d4690f749d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4394, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4394, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-specific PRs adding attention dispatch support in different code paths (ShieldGemma2 vs CTRL), not duplicate fixes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different models and different implementation paths, so they are not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46069 is the broader representative of the theme because it adds generic attn_implementation dispatch support for ShieldGemma2, but it is still unrelated to the CTRL PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both are about attention dispatch support, but they modify different model implementations and are not mergeable into one PR as the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/manifest.json b/snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1610eb9469e3b27e0d3421e445c4da2c4b063591 --- /dev/null +++ b/snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260521t180115z", + "artifacts": { + "hybrid": "snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-21T18:19:24Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260521T180115Z", + "variant": "hybrid" +} diff --git a/snapshots/20260521T180115Z/manifest.json b/snapshots/20260521T180115Z/manifest.json index 1e1f63e69f6eb06f434e0c3fd0511518b88c1613..d0e242ce617be14efd5c1d9a63ca65ebbe4bfe92 100644 --- a/snapshots/20260521T180115Z/manifest.json +++ b/snapshots/20260521T180115Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 462 }, "extracted_at": "2026-05-21T18:01:15Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260521t180115z", + "runs": { + "hybrid-model-20260521t180115z": { + "analysis_id": "hybrid-model-20260521t180115z", + "artifacts": { + "hybrid": "snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/manifest.json", + "model": null, + "published_at": "2026-05-21T18:19:24Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260521T180115Z", "watermark": {