diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 17c1eabde56cc5d95fe1f6845a9212ba83750d03..3622f7d3439164497c26156c58894e4fa099d9c6 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": "20260624T120028Z", - "generated_at": "2026-06-24T12:11:37Z", + "snapshot_id": "20260624T180019Z", + "generated_at": "2026-06-24T18:12:24Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1877,77 +1877,6 @@ } ] }, - { - "cluster_id": "cluster-46562-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46562, - "issue_numbers": [], - "pr_numbers": [ - 46562, - 46658 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46562, - "right_pr_number": 46658, - "code_similarity": 0.138, - "size_similarity": 0.359, - "file_overlap": 0.024, - "area_overlap": 0.0, - "patch_similarity": 0.396, - "shared_filenames": [ - "src/transformers/models/auto/auto_mappings.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 441, - 447 - ], - [ - 591, - 598 - ], - [ - 823, - 829 - ], - [ - 883, - 889 - ], - [ - 1082, - 1088 - ], - [ - 1205, - 1211 - ] - ], - "right_ranges": [ - [ - 362, - 368 - ], - [ - 795, - 801 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2341,15 +2270,6 @@ ], "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46562-2", - "canonical_pr_number": 46562, - "duplicate_pr_numbers": [ - 46658 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index b71441ca19d4a7a75aeeb7bb1f5fbc678661c2ca..97bb866d0978d62d13fb404bf5d8a321178e4386 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": "20260624T120028Z", - "generated_at": "2026-06-24T12:11:37Z", + "snapshot_id": "20260624T180019Z", + "generated_at": "2026-06-24T18:12:24Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:24643", "issue:30277", @@ -43,7 +43,6 @@ "issue:44457", "issue:44509", "issue:44512", - "issue:44560", "issue:44805", "issue:44841", "issue:44918", @@ -62,10 +61,10 @@ "issue:46015", "issue:46165", "issue:46294", - "issue:46304", "issue:46468", "issue:46515", - "issue:46661" + "issue:46661", + "issue:46869" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -81,6 +80,7 @@ "issue:44509|issue:44512", "issue:35545|issue:36010", "issue:44918|issue:46165", + "issue:46165|issue:46869", "issue:44805|issue:45823", "issue:43638|issue:44805", "issue:43638|issue:46165", @@ -88,7 +88,6 @@ "issue:44805|issue:46294", "issue:44805|issue:45161", "issue:46165|issue:46468", - "issue:44560|issue:46165", "issue:43596|issue:46165", "issue:34634|issue:35545", "issue:30277|issue:43638", @@ -97,15 +96,17 @@ "issue:43975|issue:44457", "issue:44292|issue:44457", "issue:44841|issue:46661", - "issue:24643|issue:30277", + "issue:43716|issue:46869", "issue:34928|issue:44805", + "issue:24643|issue:30277", "issue:45859|issue:45902", + "issue:45685|issue:46869", "issue:43638|issue:45161", "issue:34928|issue:36331", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:44292|issue:45237", "issue:45874|issue:46294", + "issue:44292|issue:45237", "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:45800|issue:46515", @@ -115,309 +116,379 @@ "issue:43541|issue:43716", "issue:43828|issue:44292", "issue:43716|issue:46468", - "issue:43716|issue:45685", "issue:44292|issue:44918", "issue:45507|issue:45685", "issue:43716|issue:44292", "issue:44918|issue:45161", + "issue:43716|issue:45685", "issue:43039|issue:44918", "issue:41762|issue:43638", "issue:43827|issue:44512", "issue:43828|issue:45685", - "issue:44918|issue:45685", "issue:43039|issue:43828", "issue:30277|issue:36331", "issue:34928|issue:36010", "issue:45237|issue:46015", - "issue:43039|issue:44805", - "issue:45800|issue:46304" + "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "eef9fb19a84cdda326ce199a38505ed08e644599da73045c316068e80f53b57b", + "prepared_review_unit_hash": "c1cd9cf6ca3c02df03a2e2c083a1c56831536524e39913b5834b8ce4dceccd12", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 63, - "serialized_chars": 46596, - "estimated_input_tokens": 11649, - "estimated_eval_tokens": 23554 + "serialized_chars": 46006, + "estimated_input_tokens": 11502, + "estimated_eval_tokens": 23260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated issue reports. The only clear duplicate issue pair is the DeepSpeed ZeRO-3/BertModel index-error reports; there is also a separate torch/transformers compatibility duplicate pair. The rest are only loosely similar by subsystem or error class and should stay separate.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43638 is the broader, clearer duplicate target for the shared DeepSpeed ZeRO-3/BertModel index-0 error; it best represents that mini-cluster over the narrower 43596 report.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate groups are the ZeRO-3/Bert/Gemma index-out-of-bounds loading reports, the v5 docs-cleanup pair, and the Qwen3.5 MoE rotary-embedding/offload pair. Most other soft links are false positives across different models, backends, or unrelated doc/runtime bugs.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43596 is the broadest and cleanest representative of the strongest true duplicate group: ZeRO-3 model-loading index-out-of-bounds on Bert/Gemma-style models. It generalizes better than the more specific follow-ups.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the most suitable issue to keep as canonical because it has the strongest duplicate signal in this set and captures the underlying ZeRO-3 Bert loading failure cleanly.", + "best_issue_reason": "issue:43596 is the best overall issue to anchor the real duplicate cluster because it describes the concrete ZeRO-3 loading failure in a model-agnostic way.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config attribute vs streaming chat/completions API error." + "reason": "Different failures: config attribute missing vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/backend problems; only share a broad hardware-related theme." + "reason": "Different model/backend bugs: AMD GPU failure vs MPS histogram integer issue." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different symptoms and code paths: image dtype mismatch vs AMD GPU failure." + "reason": "Different models and different symptom classes; not the same bug." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/backend issues, but they concern different models and concrete failures." + "reason": "Autocast dtype mismatch is unrelated to GPT-OSS AMD GPU failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated model/example failures; no shared bug path." + "reason": "Different model families and failure paths; no shared concrete bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different MoE/runtime issues with no evidence of the same underlying bug." + "reason": "GPT-OSS GPU issue and GraniteMoE invalid-method issue are unrelated." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + "reason": "Collective mismatch under ZeRO-3 is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error and FP8 config failure are different issues." + "reason": "ONNX export problem vs FP8 runtime failure; different code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different model/runtime paths: ONNX export vs auto device mapping assert." + "reason": "ModernBERT export and Qwen3 auto device-map CUDA assert are different bugs." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs documentation/example cleanup; not the same bug." + "reason": "Task crash vs documentation example cleanup; not the same issue." }, { "left": "issue:44509", "right": "issue:44512", - "accept": false, - "reason": "Both are docs cleanup, but they reference different removed items and are separate changes." + "accept": true, + "reason": "Both are v5 docs cleanup for removed references; same underlying documentation update." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue is unrelated to GenerationMixin import breakage." + "reason": "Export-to-ONNX failure and GenerationMixin import error are unrelated." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking failure is unrelated to resuming local-model training with remote code." + "reason": "TRl embedding unpacking bug vs resume-training remote-code issue are different." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training remote-code problem is unrelated to YOLO multi-GPU device mapping." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch is different from Gemma4 device-map mismatch." + "reason": "Mask shape mismatch and Gemma4 PLE device mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different runtime errors and different affected code paths." + "reason": "Both involve training errors, but the reported bugs are not the same concrete failure." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert index error is unrelated to resume-training/remote-code handling." + "reason": "ZeRO-3 Bert loading bug and remote-code resume bug are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same general training stack, but the concrete errors are different." + "reason": "Different symptom: ZeRO-3 index error vs mask shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask indexing error is unrelated to Qwen3.5 video chat-template mismatch." + "reason": "Mask shape mismatch is unrelated to video-token/chat-template mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different models and failures; no shared underlying bug." + "reason": "Different model/runtime paths: tensor mask error vs GPT-OSS tensor-parallel issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training remote-code issue is unrelated to the Nemotron example bug." - }, - { - "left": "issue:44560", - "right": "issue:46165", - "accept": false, - "reason": "Video StopIteration in Qwen3-vl is unrelated to remote-code resume training." + "reason": "Remote-code resume issue is unrelated to Nemotron example breakage." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different bug class and code path." + "reason": "ZeRO-3 index-out-of-bounds and remote-code resume are different bugs." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice_preset issue is unrelated to ONNX export." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but collective mismatch and ZeRO-3 index error are different concrete failures." + "reason": "Both mention distributed loading, but the concrete failures differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3/Bert index-0 failure; 43638 is the broader duplicate target." + "reason": "Same ZeRO-3 loading index-out-of-bounds bug on Bert-style model initialization." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross_entropy call and GPT-OSS TP failure are different issues." + "reason": "Liger cross-entropy call issue and GPT-OSS tensor-parallel issue are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA merge/save mismatch are unrelated." + "reason": "Detokenization bug and LoRA save/reload output drift are different problems." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime error is unrelated to LoRA weight merge/load mismatch." + "reason": "Qwen3 NVFP4 runtime failure is unrelated to LoRA merge/save mismatch." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure and remote-code config_class attribute error are different bugs." + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are unrelated." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:43716", + "right": "issue:46869", "accept": false, - "reason": "Both mention DeepSpeed, but the weight-dimension error is not the same as a collective mismatch." + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to YOLO device-map failures." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP checkpointing recomputation mismatch differs from the mask-shape indexing error." + "reason": "Activation-checkpointing/FSDP mismatch and mask-index mismatch are different bugs." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight shape error and collective mismatch are different failure modes." }, { "left": "issue:45859", "right": "issue:45902", + "accept": true, + "reason": "Both target Qwen3.5 MoE rotary embedding under offload/materialization; same underlying bug family." + }, + { + "left": "issue:45685", + "right": "issue:46869", "accept": false, - "reason": "Same class, but CPU-offload incompatibility and meta/to_empty uninitialized-memory behavior are different concrete failures." + "reason": "MPS histogram-not-implemented and YOLO multi-GPU mapping are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel failure." + "reason": "ZeRO-3 Bert loading bug and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch-version incompatibility is not the same as the Qwen-3 NVFP4 runtime error." }, { "left": "issue:34928", - "right": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Activation checkpointing/FSDP issue is unrelated to CustomTrainer signature breakage." + "reason": "Activation-checkpointing mismatch and auto device-map CUDA assert are different bugs." }, { - "left": "issue:43596", + "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Different models, different runtime paths, no shared bug." + "reason": "Autocast dtype mismatch is unrelated to GPT-OSS only-TP failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different error classes; not a duplicate." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to the Nemotron example bug." + "reason": "Mistral-3 preprocessing dtype issue is unrelated to Nemotron example breakage." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and Qwen3.5 embedding unpacking issue are different bugs." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to MPS histogram support." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different model/backend errors; only a broad hardware theme is shared." + "reason": "Different models/backends and different symptom types." }, { "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are different issues." + }, + { + "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Different Qwen/TRL failures with different symptoms and triggers." + "reason": "Liger kernel cross-entropy path and TRL embedding unpacking are unrelated." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading index-out-of-bounds failure, just reproduced on a different model." + }, + { + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen video token mismatch are unrelated." + "reason": "Both are v5 docs removals, but they fix different stale references and are not the same doc change." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Gemma3 vLLM config error and Mistral regex patch crash are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram Int error are unrelated." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Both are Gemma4-related, but device mismatch and expensive reverse lookup are different code paths." + "reason": "Different tensor/kernel issues with no shared concrete code path." }, { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Same torch 2.4.1 incompatibility issue; 46515 is just a broader phrasing of the same compatibility problem." + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP bug and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU/model compatibility issue and RAG docs update are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy use and mask shape mismatch are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is well grounded in the packet and stays conservative. The two accepted soft pairs are clearly duplicative by title, and the rejected pairs are mostly different bugs or only loosely related by subsystem. The canonical issue choice for the ZeRO-3/Bert index-0 pair is also reasonable." + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The three accepted pairs are well-supported by the titles: the ZeRO-3 index-out-of-bounds reports, the v5 docs-cleanup pair, and the Qwen3.5 MoE rotary-embedding/offload pair. The rejected soft links are generally justified by clearly different models, backends, or failure modes. The summary also avoids overclaiming by calling the cluster heterogeneous and limiting the true duplicate groups." }, "evaluator_used": true, "retried": false, @@ -436,7 +507,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:36010", "issue:39290", @@ -445,7 +516,6 @@ "issue:41762", "issue:43039", "issue:43296", - "issue:43366", "issue:43404", "issue:43425", "issue:43531", @@ -473,6 +543,7 @@ "issue:45362", "issue:45399", "issue:45464", + "issue:45507", "issue:45685", "issue:45800", "issue:45812", @@ -484,27 +555,29 @@ "issue:46304", "issue:46402", "issue:46661", - "issue:46772" + "issue:46772", + "issue:46869" ], "soft_pairs": [ "issue:43866|issue:46402", + "issue:45800|issue:46304", "issue:43296|issue:46304", "issue:41762|issue:43596", "issue:39290|issue:41720", "issue:43901|issue:44512", "issue:44589|issue:46304", "issue:45237|issue:45901", - "issue:43039|issue:44560", "issue:43975|issue:46015", + "issue:43039|issue:44560", "issue:45823|issue:46294", "issue:44841|issue:45823", "issue:43866|issue:46772", "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:43872|issue:46304", "issue:43866|issue:44863", "issue:44292|issue:46015", + "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43792|issue:45901", @@ -512,8 +585,9 @@ "issue:43425|issue:45070", "issue:43975|issue:45901", "issue:43792|issue:45070", - "issue:43596|issue:45800", "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", "issue:44292|issue:45901", "issue:39290|issue:45823", "issue:45464|issue:45685", @@ -522,286 +596,298 @@ "issue:43541|issue:43828", "issue:44841|issue:45084", "issue:43404|issue:43866", + "issue:45507|issue:46869", "issue:41093|issue:41762", "issue:45399|issue:46661", "issue:43572|issue:45070", - "issue:45800|issue:45823", - "issue:43296|issue:43366" + "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "d147bffeadf990325a022d112b60a06e5745f8247f6e9e44a2d3cc25c9ed090c", + "prepared_review_unit_hash": "8b97d3cbf661c91df652a5ae65221559a691db525a8897995e0a6162b5271d95", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 40, - "serialized_chars": 38900, - "estimated_input_tokens": 9725, - "estimated_eval_tokens": 19706 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40043, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers bug reports, not a duplicate set. The clearest true duplicate is the v5 AutoTokenizer wrong-token-IDs regression pair, and a second likely duplicate pair is the DeepSpeed ZeRO-3 index-0 failure. No PRs are present.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45920 is the broadest, most general statement of the shared AutoTokenizer v5 regression, and it subsumes the narrower Granite-specific report.", + "summary": "The cluster is mostly heterogeneous. The only clear duplicate family is the v5 AutoTokenizer wrong-token-ID regression, where issue 45920 is the best umbrella report. Most other pairs are related only by broad subsystem or error shape, not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the strongest canonical issue for the one clearly duplicated family because it generalizes the tokenizer regression across multiple model families and states the v4\u2192v5 break clearly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 best represents the duplicate-worthy tokenizer regression because it describes the bug across multiple model families and is the most umbrella-style report here.", + "best_issue_reason": "issue:45920 is the most actionable global representative: broad impact, concrete regression framing, and a clearer target for a fix than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted checkpoint vs. missing loaded weights are different failure modes and different model paths." + "reason": "Different failures: corrupted checkpoint/model load vs missing text encoder weight loading." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention compatibility, but they describe different incompatibilities and code paths." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL load failure and USE_DISTRIBUTED=0 support regression are unrelated." + "reason": "Unrelated: PaddleOCR-VL/vLLM load failure vs distributed build support breakage." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Both report the same DeepSpeed ZeRO-3 `index 0 is out of bounds for dimension 0 with size 0` failure during model initialization/loading." + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model/context differ enough that this is not clearly the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Missing `sliding_window_pattern` in Gemma3 config and Qwen3 auto-device-map cuda asserts are different bugs." + "reason": "Different model families and different symptoms: missing config attribute vs CUDA assert under auto device map." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different docs and different regressions." + "reason": "Both are docs issues, but they are about different APIs and changes." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup and USE_DISTRIBUTED=0 support are unrelated runtime/environment problems." + "reason": "Float8 storage lookup error is unrelated to the USE_DISTRIBUTED=0 regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support for GPT-OSS and a table-question-answering crash are not the same bug." + "reason": "Different tasks and failures; no shared underlying bug is evident." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Tokenizer detokenization bug vs outdated RAG examples; unrelated." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Detokenization regression and outdated RAG examples are different issues." + "reason": "Liger kernel cross-entropy behavior is unrelated to the Qwen3.5 video StopIteration failure." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-mapping mismatch in Gemma4 and Qwen3.5 video-token/template mismatch are separate problems." + "reason": "Both involve Qwen3.5, but one is device placement and the other is video token/template mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different code paths." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-map mismatch." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint and ModelOpt/NVFP4 compatibility are unrelated." + "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are different classes of bug." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same tokenizer regression: both report wrong token IDs in v5 across multiple models, with 45920 being the broader umbrella report." - }, - { - "left": "issue:43872", - "right": "issue:46304", - "accept": false, - "reason": "bitsandbytes constructor incompatibility and USE_DISTRIBUTED=0 support are unrelated." + "reason": "Same tokenizer regression: both report wrong token IDs in v5, and 45920 is the broader umbrella across many model families." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "A corrupted checkpoint is not the same as a loader bug for NemotronH checkpoints." + "reason": "Different model-loading failures with no shared concrete bug." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and outdated RAG examples are unrelated." + "reason": "Qwen NVFP4 runtime error is unrelated to RAG documentation examples." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the distributed build regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window, but they involve different models and different failure modes." + "reason": "Both mention sliding_window, but they affect different models and different failure modes." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3-related index errors, but the symptoms and contexts differ enough that the underlying bug is not clearly the same." + "reason": "Both are index errors, but one is a mask-length mismatch and the other is ZeRO-3 empty-tensor indexing; not clearly the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/can't-run and table-question-answering crashes are unrelated." + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test load failure for GLM-4.7-Flash and corrupted Ovis2 checkpoint are different issues." + "reason": "Different model-loading issues with no clear shared root cause." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are unrelated." + "reason": "Torch version compatibility and pydantic model-field breakage are unrelated." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA crash are different bugs." + "reason": "Different area and symptom: detokenization vs pipeline crash." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading failure and pydantic model breakage are unrelated." + "reason": "Whisper runtime failure is unrelated to PretrainedConfig pydantic breakage." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a general chat crash and the other is a streaming API failure; not enough evidence of one bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 index error and Torch 2.4.1/Transformers 5.8.0 incompatibility are different problems." + "reason": "ZeRO-3/Bert indexing error and torch/transformers compatibility are different issues." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:43541", + "right": "issue:46869", "accept": false, - "reason": "Both involve Qwen3.5 and chat, but one is a crash and the other is a streaming API failure; too little evidence of one root cause." + "reason": "Mixtral torch-dynamo grouped_mm tracing and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 runtime failure and table QA crash are unrelated." + "reason": "Qwen NVFP4 runtime error and table QA crash do not share a concrete code path." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and different device/config issues; not the same bug." + "reason": "Different models and different failures; only broad device/config similarity." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat streaming failure and MPS histogram integer error are unrelated." + "reason": "Streaming chat API failure and MPS histogram kernel limitation are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Importing GenerationMixin and Gemma3 config sliding-window errors are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are separate issues." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped-mm tracing failure and MPS histogram error are different MoE problems." + "reason": "Grouped_mm tracing failure vs MPS histogram kernel missing implementation; unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are MoE-related, but one is grouped_mm tracing and the other is an autocast dtype mismatch; not clearly the same bug." + "reason": "Both are runtime/type issues, but the model paths and root causes differ." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and non-template-node compile error are unrelated." + "reason": "Processor failure and non-template-node compilation error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are not the same issue." + "reason": "Weight-tying bug and corrupted checkpoint loading are different failures." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and YOLO device-map failure are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but they occur in different contexts and don't clearly share a single root cause." + "reason": "Different index errors with different shapes and contexts; not the same bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback logic and remote-code model_class config_class errors are unrelated." + "reason": "Flash-attn fallback gating and remote-code config_class attribute error are different problems." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and PretrainedConfig pydantic regression are different bugs." + "reason": "StableLmConfig pad_token_idx regression is unrelated to the pydantic PretrainedConfig breakage." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/Transformers compatibility and Gemma4 device mismatch are unrelated." - }, - { - "left": "issue:43296", - "right": "issue:43366", - "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different feature areas and failure modes." + "reason": "Torch version compatibility and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet and appropriately conservative. The tokenizer regression choice (45920 over 45812) is supported by the titles, the ZeRO-3 pair is the only plausible duplicate-style match, and the remaining soft-edge rejections are cautious rather than overstated. No PR pairs are present." + "feedback": "The analysis is conservative and grounded in the packet. The only accepted duplicate pair, issue:45812 with issue:45920, is supported by both titles describing the same v5 AutoTokenizer wrong-token-ID regression. The broader summary that the rest of the cluster is mostly heterogeneous also matches the issue titles. No PR-pair mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -820,13 +906,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:39186", "issue:40990", "issue:41093", "issue:42915", "issue:43054", + "issue:43296", "issue:43366", "issue:43404", "issue:43531", @@ -836,17 +923,14 @@ "issue:43716", "issue:43828", "issue:43873", - "issue:43975", "issue:43994", "issue:44291", - "issue:44292", "issue:44360", "issue:44387", "issue:44479", "issue:44492", "issue:44512", "issue:44530", - "issue:44589", "issue:44805", "issue:44863", "issue:44918", @@ -858,7 +942,6 @@ "issue:45183", "issue:45399", "issue:45464", - "issue:45507", "issue:45632", "issue:45698", "issue:45759", @@ -866,12 +949,15 @@ "issue:45902", "issue:46294", "issue:46463", + "issue:46468", "issue:46489", "issue:46491", "issue:46640", - "issue:46661" + "issue:46661", + "issue:46869" ], "soft_pairs": [ + "issue:43296|issue:43366", "issue:44387|issue:45005", "issue:44805|issue:44918", "issue:43541|issue:45161", @@ -879,16 +965,16 @@ "issue:43366|issue:45464", "issue:44291|issue:45070", "issue:43531|issue:45070", - "issue:43541|issue:44589", - "issue:43716|issue:46294", "issue:41093|issue:43596", + "issue:43716|issue:46294", "issue:45020|issue:45800", "issue:43054|issue:43994", "issue:44479|issue:46294", + "issue:46468|issue:46869", "issue:45759|issue:45902", "issue:46640|issue:46661", - "issue:43716|issue:44918", "issue:39186|issue:44918", + "issue:43716|issue:44918", "issue:40990|issue:44960", "issue:43645|issue:45399", "issue:45632|issue:45698", @@ -897,235 +983,229 @@ "issue:44530|issue:45005", "issue:43873|issue:45005", "issue:44360|issue:44512", - "issue:44863|issue:45005", "issue:44492|issue:44512", + "issue:44863|issue:45005", "issue:45183|issue:46463", - "issue:44918|issue:45507", - "issue:46489|issue:46491", - "issue:43975|issue:44292", - "issue:44292|issue:45507" + "issue:46489|issue:46491" ], - "prepared_review_unit_hash": "da2cf93975afa78c8f24634cb2dee8f2c2e5d1f521b1fb0cda15823eb5714e0d", + "prepared_review_unit_hash": "cdc74b3c7a044eca2870f597db28fe4be2a3027d1382482aab1f3769e4315365", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37144, - "estimated_input_tokens": 9286, - "estimated_eval_tokens": 18828 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36005, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicate cluster emerges here: the soft pairs span many unrelated bug classes (quantization/offloading, tokenizer regressions, multimodal/video handling, config/loading errors, and docs). I would not merge any soft edge.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous, and the few remotely related items (mostly custom/remote-code loading reports) are still distinct bugs.", + "summary": "Most items are distinct, model-specific bugs or regressions. The only clear duplicate-like pair is the remote-code/custom-module loading path issue: one report describes leaf-directory cache collisions, the other reports loading the wrong custom module after save/load. Everything else is too semantically different to merge confidently.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45698 is the broader and more representative report of the custom-module loading failure, with multiple discussions/inbound references and a symptom description that covers the cache-collision case.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest representative of the remote_code/custom-model subset, but it is not a true duplicate umbrella for the full cluster.", + "best_issue_reason": "issue:45698 is the best canonical anchor because it is open, specific, and spans the underlying remote-code/custom-module misloading behavior rather than one narrow manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading failure versus GGUF/gpt-oss support." + }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different bugs: int4 quantization/OOM vs tied-weights handling in translation models." + "reason": "Both involve Transformers/v5 behavior, but one is int4 OOM and the other is tied-weights translation models; different code paths." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Same broad error shape, but different paths: mask/index shape mismatch vs TRL SFT embedding unpacking." + "reason": "Both are IndexError-flavored, but one is a mask/tensor length mismatch and the other is a TRL SFT embedding unpacking issue." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different model and failure mode: torch.compile/grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." + "reason": "Different MoE/runtime failures: grouped_mm tracing error versus tensor-parallel-only GPT-OSS MoE behavior." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is not the same as Qwen3.5 streaming inference failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support request vs a concrete Qwen3.5 inference regression; not the same bug." + "reason": "Unrelated: GGUF gpt-oss architecture support versus chat/completions streaming on Qwen3.5-0.8B." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized constructor breakage is unrelated to the Pydantic PretrainedConfig field issue." + "reason": "Different failures: init_empty_weights/_is_hf_initialized versus pydantic PretrainedConfig field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and v5.4.0 pydantic config breakage are different problems." + "reason": "Qwen3-MoE sliding_window issue is unrelated to the PretrainedConfig/pydantic regression." }, { - "left": "issue:43541", - "right": "issue:44589", + "left": "issue:41093", + "right": "issue:43596", "accept": false, - "reason": "torch dynamo grouped_mm failure is unrelated to the Float8 storage lookup error." + "reason": "Both are IndexErrors, but one is mask shape mismatch and the other is a zero-size tensor access under DeepSpeed ZeRO-3." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different multimodal failures: image preprocessor dtype mismatch vs video token/feature count mismatch." - }, - { - "left": "issue:41093", - "right": "issue:43596", - "accept": false, - "reason": "Both are IndexError-shaped, but one is mask/tensor length mismatch and the other is DeepSpeed ZeRO-3 empty-state init on BertModel." + "reason": "Both are multimodal, but one is image preprocessor dtype mismatch and the other is Qwen3.5 video feature/token count mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "remote_code model loading regressions are not the same as a torch/transformers version incompatibility." + "reason": "Remote-code model breakage versus torch/transformers version incompatibility; different root causes." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is degraded text embeddings while the other is a broader nonsensical output report; root cause is not established as identical." + "reason": "Same model family, but one is poor text embedding quality and the other is nonsensical pipeline output; not enough to confirm one concrete bug." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Related video domain, but 44479 is a broad regression across several Qwen video models and 46294 is a specific apply_chat_template mismatch case." + "reason": "Both touch Qwen video input, but one is a broad v5.3.0 regression across multiple models while the other is a specific apply_chat_template feature/token mismatch." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device_map auto failure." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different composite-model bugs: text_config unwrapping in from_config vs uninitialized inv_freq after to_empty(cuda)." + "reason": "Different Qwen multimodal/config issues: text_config unwrapping versus uninitialized rotary embedding memory after materialization." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash-Attention 2 issue vs remote-code model_class/config_class AttributeError are unrelated." + "reason": "Flash Attention 2 issue is unrelated to remote-code model_class/config_class AttributeError." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Image preprocessor dtype mismatch and SFT trainer embedding unpacking are different code paths." + "reason": "FSDP 2-D weight error is unrelated to TRL embedding unpacking." }, { - "left": "issue:39186", + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight requirement is unrelated to Qwen3.5 embedding unpacking with TRL." + "reason": "Different multimodal/training failures: Mistral-3 image dtype mismatch versus Qwen3.5 embedding unpacking in SFT trainer." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and GLM5 are different model-quality reports, not the same bug." + "reason": "High perplexity on gpt-oss-20b is not the same as the GLM5 issue." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." + "reason": "Custom-model notebook initialization breakage is unrelated to flash-attn fallback selection." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both involve remote-code/custom modules, but one is cache-path collision and the other is wrong module loaded after save_pretrained." + "accept": true, + "reason": "Same underlying remote-code/custom-module loading bug: one reports leaf-directory cache collisions, the other loads the wrong custom module after save/load." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Untied lm_head in Mistral3 and translation-model tied-weights issues are distinct model families and failure modes." + "reason": "Tied lm_head weights in Mistral3 is a different problem from translation-model tied weights in v5." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3MoE is unrelated to flash-attn2 fallback checks." + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn fallback logic." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights handling." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation models." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading memory behavior is not the same as tied-weight translation-model bugs." + "reason": "Quantization/offloading behavior is too broad and not the same concrete bug as tied weights." }, { - "left": "issue:44863", - "right": "issue:45005", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + "reason": "DSA indexer/ReLU discussion is unrelated to the docs run-command removal." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A documentation typo and a removed run command in docs are different doc issues, not the same change." + "reason": "A cache-strategy typo is not the same as documentation mentioning a removed command." }, { - "left": "issue:45183", - "right": "issue:46463", + "left": "issue:44863", + "right": "issue:45005", "accept": false, - "reason": "They both mention input-validation messaging, but T5 decoder-input error messaging and the generic input_ids/inputs_embeds XOR bug are not the same concrete fix." + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." }, { - "left": "issue:44918", - "right": "issue:45507", + "left": "issue:45183", + "right": "issue:46463", "accept": false, - "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Both are validation-message issues, but 45183 is broad input_ids/inputs_embeds XOR logic while 46463 is T5 decoder-input validation; not clearly the same code path." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizers and symptoms: DeepSeek-Coder v1 detokenization regression vs CodeLlama leading-space round-trip bug." - }, - { - "left": "issue:43975", - "right": "issue:44292", - "accept": false, - "reason": "DeepSeek-Coder v5 detokenization and NVFP4 runtime errors are unrelated." - }, - { - "left": "issue:44292", - "right": "issue:45507", - "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to GraniteMoEHybrid invalid-method behavior." + "reason": "Different tokenizer regressions affecting different models and behaviors." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is well grounded in the packet and stays conservative on the soft-edge calls. The only accepted pair, issue:45632 and issue:45698, is plausibly the same remote-code/custom-module loading bug family, and selecting the open, broader report as the canonical anchor is supported by the packet. No other pair is asserted as duplicate without enough evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1140,7 +1220,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:24643", "issue:28530", @@ -1164,20 +1244,21 @@ "issue:43883", "issue:43950", "issue:43975", + "issue:44292", "issue:44387", "issue:44403", "issue:44451", "issue:44488", "issue:44534", "issue:44589", - "issue:44661", "issue:44910", + "issue:44918", "issue:44928", "issue:44960", "issue:44991", "issue:45020", - "issue:45081", "issue:45399", + "issue:45507", "issue:45520", "issue:45663", "issue:45685", @@ -1191,6 +1272,8 @@ "issue:46858" ], "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44918|issue:45507", "issue:43950|issue:44534", "issue:39692|issue:43054", "issue:43644|issue:43950", @@ -1211,252 +1294,236 @@ "issue:44403|issue:44451", "issue:43975|issue:45520", "issue:44403|issue:44488", - "issue:24643|issue:28530", "issue:42947|issue:43856", + "issue:24643|issue:28530", "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:44991|issue:45399", + "issue:43782|issue:44960", "issue:43824|issue:43872", "issue:43881|issue:43883", - "issue:43782|issue:44960", - "issue:45685|issue:45823", - "issue:45020|issue:45823", - "issue:45081|issue:45399", - "issue:44661|issue:45020", - "issue:43828|issue:45823" + "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "94f22f171c54378e33cd52390aa6d6286ec26ea3e5172eab92ac43bfeac5d527", + "prepared_review_unit_hash": "82c06562de800ae6a76545879908bf8de387cbc9b01c8b4733e7396fbd5c8384", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37240, - "estimated_input_tokens": 9310, - "estimated_eval_tokens": 18876 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37025, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "There are three clear duplicate subclusters: non-persistent buffer corruption in transformers 5.x, static-cache seq-length returning the wrong type/device, and a tokenizer-output regression across multiple models. Most other soft pairs are only loosely related by subsystem and are not duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43950 is the broadest and most direct report of the non-persistent-buffer regression; it cleanly subsumes the 'junk' and 'uninitialized memory' variants.", + "summary": "The cluster is mostly heterogeneous, but there are a few clear duplicate pairs around the Transformers v5 non-persistent-buffer regression and the `cache.get_seq_length()` return-type bug. Most other soft edges are only broad thematic matches and should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43950 is the best umbrella issue for the non-persistent-buffer regression: it states the bug in the broadest form and directly matches the closest duplicate reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest representative issue in this set because it states the root regression clearly and has the best duplicate coverage among the accepted pairs.", + "best_issue_reason": "43950 is the strongest cluster anchor overall because it captures the shared root regression more generally than the narrower follow-ups.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes; both are tokenization/loading problems, but not the same underlying bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/training failure versus an invalid-method call in a different model." + }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same bug: transformers v5 corrupts non-persistent buffers during load/from_pretrained." + "reason": "Near-identical reports of the same Transformers v5 non-persistent-buffer corruption regression." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but one is a doc/example mismatch and quantization failure while the other is a model-quality/embedding complaint." + "reason": "Both involve SigLIP2, but one is a docs/example bug and the other is a model quality discrepancy; not the same code-path issue." }, { - "left": "issue:43644", + "left": "issue:43643", "right": "issue:43950", - "accept": true, - "reason": "Same regression: non-persistent buffers are filled/corrupted on load in transformers 5.x." + "accept": false, + "reason": "Different regressions: missing config fields with `trust_remote_code` versus buffer materialization corruption." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: custom trainer loss signature vs Gemma3 + DeepSpeed ZeRO-3 loading error." + "reason": "Different Trainer/DeepSpeed failures with no clear shared root cause." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage compatibility problems with no clear shared code-path." + "reason": "Both are quantization/serialization-related, but the specific incompatibility and storage-object error are distinct." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "One is an autocast dtype mismatch; the other is a 3D position_ids / SDPA fallback gradient issue." + "reason": "Different Qwen-related failures: dtype mismatch under autocast versus a 3D position_ids attention-path issue." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same seq-length contract bug; 46858 is the backend-specific manifestation of get_seq_length returning a tensor." + "reason": "Same `cache.get_seq_length()` contract bug: both say it returns a Tensor instead of an int, with different downstream manifestations." }, { "left": "issue:45920", "right": "issue:46489", - "accept": true, - "reason": "Both describe transformers v5+ tokenizer output regressions; 46489 is a model-specific gap in the broader AutoTokenizer issue." + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and failure details differ and do not clearly share one fix." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality complaint vs a generic tokenization change regression." + "reason": "General tokenizer/version concern versus a SigLIP2 embedding-quality report; too broad to be the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related, but the symptoms differ enough that they do not clearly share the same underlying bug." + "reason": "Related SigLIP2 symptoms, but zero probabilities and worse text embeddings are not clearly the same underlying defect." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Same underlying non-persistent-buffer corruption/uninitialized-memory issue after materialization." + "reason": "`inv_freq` reading uninitialized memory after `to_empty` is a specific manifestation of the same non-persistent-buffer initialization regression." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Unrelated: bad AutoTokenizer error message for Voxtral vs missing attribute on MolmoForCausalLM." + "reason": "Both are loading errors, but they concern different models and different broken code paths." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Related model family, but this is a quality complaint vs an explicit HF/JAX implementation discrepancy." + "reason": "Different SigLIP2 complaints: embedding quality versus HF/JAX implementation discrepancy." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different code paths: FlashAttention crash on Qwen3.5 vs CPU-offload incompatibility in rotary embedding." + "reason": "Different Qwen3.5 failures: flash-attention crash versus CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are training/memory topics, but LoRA gradient checkpointing and int4 OOM are separate issues." + "reason": "Both mention memory, but gradient checkpointing/LoRA inefficacy and int4 reserved-memory growth are separate issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 key error is unrelated to the non-persistent buffer materialization bug." + "reason": "Different models and different failure mechanisms; no shared underlying bug is evident." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and failures: Voxtral tokenizer error message vs glm-4v-9b load failure." + "reason": "Different model loading problems; one is a tokenizer error message, the other is a model load failure." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a concrete model load failure; not the same bug." + "reason": "Generic loading-noise complaint versus a specific model load failure; not the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug is unrelated to the flash_attn import error." + "reason": "Unrelated tokenizer/detokenization issue versus a Python 3.13 flash-attn import error." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both concern loading, but one is noise/UX and the other is a specific model load failure." + "reason": "Same broad loading area, but the titles point to different symptoms and likely different causes." }, { - "left": "issue:24643", - "right": "issue:28530", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Training DeepSpeed weight shape error vs early-stopping metric selection; unrelated." + "reason": "Both are MoE/memory-related, but the specific problems are distinct." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:24643", + "right": "issue:28530", "accept": false, - "reason": "Both mention training efficiency, but the underlying problems are different (checkpointing vs MoE memory usage)." + "reason": "Training DeepSpeed weight-shape error versus early-stopping metric handling; unrelated." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote code, but one is missing fields in AutoConfig output while the other is a broader breakage report." + "reason": "`trust_remote_code` config-field loss is a narrower symptom, but not enough to treat as the same issue as broad remote_code breakage." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/configuration failures with no shared bug." + "reason": "Different models and errors: DeepSpeed ZeRO-3 loading versus FineGrainedFP8Config failure." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated." - }, - { - "left": "issue:43824", - "right": "issue:43872", - "accept": false, - "reason": "Importing a missing model class and a bitsandbytes Int8Params signature issue are unrelated." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "Different model load failures: glm-4v-9b vs Molmo tied-weights attribute." + "reason": "Tokenizer loading regression versus flash-attn fallback gating; different fixes." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only error vs GLM5 generic issue; no clear shared bug." - }, - { - "left": "issue:45685", - "right": "issue:45823", - "accept": false, - "reason": "MPS histogram support error vs Gemma4 device-map mismatch are separate issues." - }, - { - "left": "issue:45020", - "right": "issue:45823", - "accept": false, - "reason": "Remote-code regression and Gemma4 device placement error are unrelated." + "reason": "Different model-specific load/runtime failures with no clear shared code path." }, { - "left": "issue:45081", - "right": "issue:45399", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Mistral tokenizer regex crash vs flash-attn2 fallback blocking are unrelated." + "reason": "Import/export issue for a missing model class versus bitsandbytes constructor incompatibility." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Tokenizer mapping edge case vs broad remote-code regression; not the same concrete bug." + "reason": "Different model failures and different missing APIs; not the same bug." }, { - "left": "issue:43828", + "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch on Phi MoE vs Gemma4 device mismatch are distinct failures." + "reason": "Different MoE/device bugs: MPS histogram type error versus device mismatch in Gemma4 PLE." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The three cited clusters are supported by the titles: non-persistent buffer corruption/materialization regressions, StaticCache.get_seq_length contract/type regressions, and the tokenizer-output regression across multiple models. The accepted soft pairs are also generally well-justified from the issue titles, with only a mildly broader inference in linking issue:45902 to the non-persistent-buffer cluster, but still within the same regression family." + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The accepted soft-edge pairs look like genuine same-bug duplicates based on the titles alone: the non-persistent-buffer regression cluster and the `cache.get_seq_length()` contract bug. The rejected pairs are generally cautious and do not overclaim a shared root cause from the available evidence." }, "evaluator_used": true, "retried": false, @@ -1475,7 +1542,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:24643", "issue:30064", @@ -1483,13 +1550,10 @@ "issue:41093", "issue:41553", "issue:42491", - "issue:42915", "issue:42947", "issue:43257", "issue:43366", "issue:43404", - "issue:43531", - "issue:43596", "issue:43792", "issue:43827", "issue:43828", @@ -1505,43 +1569,49 @@ "issue:44509", "issue:44530", "issue:44560", + "issue:44661", "issue:44805", "issue:44863", "issue:44928", "issue:44991", "issue:45020", + "issue:45081", "issue:45305", "issue:45313", - "issue:45325", "issue:45356", + "issue:45399", "issue:45488", "issue:45588", "issue:45715", "issue:45759", - "issue:45902", + "issue:45823", "issue:45923", "issue:46315", "issue:46402", "issue:46489", - "issue:46515", - "issue:46661" + "issue:46661", + "issue:46869" ], "soft_pairs": [ + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", "issue:42491|issue:44368", + "issue:43828|issue:45823", "issue:45020|issue:45356", "issue:45715|issue:46315", "issue:43827|issue:44509", "issue:45488|issue:46489", + "issue:43872|issue:46869", "issue:45759|issue:46661", - "issue:43872|issue:44291", - "issue:42915|issue:43872", "issue:43404|issue:43950", + "issue:43872|issue:44291", "issue:45020|issue:46661", "issue:43792|issue:44220", "issue:41553|issue:44991", "issue:43257|issue:45305", - "issue:36331|issue:41093", "issue:42947|issue:45923", + "issue:36331|issue:41093", "issue:43854|issue:44863", "issue:43940|issue:45313", "issue:41553|issue:44488", @@ -1551,213 +1621,216 @@ "issue:24643|issue:30064", "issue:44530|issue:44863", "issue:44863|issue:46402", - "issue:43366|issue:43828", - "issue:43596|issue:46515", - "issue:43366|issue:43531", - "issue:45325|issue:45902" + "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "89c8119ae0c74efdbb6d4aa88e53dfaf3dd7b1b3be78a40458ef809d6c7b695a", + "prepared_review_unit_hash": "517436269d17a1f79f106287ecd39da4bbf185970d8f11c16ba0228b620dc230", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36693, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set; only a few pairs look like true duplicates around docs cleanup, Qwen3 ZeRO-3 weight loading, and generic mask-shape IndexErrors. Most other soft matches share a subsystem or model family but not the same concrete bug.", - "confidence": 0.78, - "canonical_issue_reason": "No single perfect canonical issue for the whole set, but issue 43940 is the strongest anchor: it is a concrete, actionable Qwen3-Next ZeRO-3 weight-loading regression and has a clear near-duplicate in 45313.", + "summary": "This cluster is mostly heterogeneous, centered loosely on Transformers v5/v5.3 compatibility regressions around tokenizers, model loading, and multimodal/video paths. Only a handful of soft edges look like true duplicates; the rest are related-topic but not the same concrete bug.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella representative: it captures the recurring recent-version model-compatibility/loading regressions that dominate this cluster, even though it is not a perfect duplicate of every item.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43940 is the best overall triage anchor because it states a specific failure mode, is reproducible, and maps cleanly to a near-duplicate loader bug rather than a broad or noisy report.", + "best_issue_reason": "Issue 45020 is the best cluster representative because it is the most general and central compatibility-regression report among the issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different bugs: a Mistral regex patch crash vs. flash-attn fallback being blocked by other checks." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are regressions, but one is remote-code compatibility and the other is a Gemma4 device placement mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Related to model registration/loading, but not the same concrete failure path." + }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3/MoE and LoRA, but one is a hf4.x\u2192hf5.x compatibility break and the other is a warning about tie_word_embeddings; not the same bug." + "reason": "Both mention Qwen/LoRA warnings, but one is a broken hf4.x->hf5.x load path and the other is only a config warning." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime failures: autocast dtype mismatch vs. device mismatch under auto mapping." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are v5 regressions, but one is a broad remote_code breakage and the other is a Kimi-K2.5 tokenizer codec issue; different concrete failures." + "reason": "Both are tokenizer/model regressions, but the Kimi tokenizer codec issue is a distinct bug." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different APIs and different hot spots; not the same root cause." + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different code paths." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: v5 removed pipeline tasks, and both issues point to stale docs still referencing those removed summarization/translation pipeline entries." + "reason": "Same docs regression: stale pipeline task references left behind after v5 removed those tasks." }, { "left": "issue:45488", "right": "issue:46489", - "accept": false, - "reason": "Both involve DeepSeek tokenization regressions, but the affected models and described failure modes differ; not clearly one fixable bug." - }, - { - "left": "issue:45759", - "right": "issue:46661", - "accept": false, - "reason": "Different code paths: one is AutoModel.from_config on composite multimodal configs, the other is from_pretrained on remote-code models missing config_class." + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer corruption regression in v5 caused by tokenizer/pre-tokenizer handling." }, { "left": "issue:43872", - "right": "issue:44291", + "right": "issue:46869", "accept": false, - "reason": "Same unexpected _is_hf_initialized keyword appears, but one is bitsandbytes Int8Params and the other is init_empty_weights loading; too different to treat as duplicates." + "reason": "Unrelated failures: bitsandbytes/Int8Params keyword incompatibility vs. YOLO multi-GPU device-map issues." }, { - "left": "issue:42915", - "right": "issue:43872", + "left": "issue:45759", + "right": "issue:46661", "accept": false, - "reason": "Different model/config failures: Qwen3 MoE FP8 config versus bitsandbytes init kwarg incompatibility." + "reason": "Both involve model construction/loading, but one is composite Qwen config unwrapping and the other is remote-code config_class handling." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is an lm_head tying bug; the other is non-persistent buffer corruption in from_pretrained. Different underlying issues." + "reason": "One is a tied-weight bug in Mistral3, the other is a from_pretrained buffer corruption regression." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` keyword-argument incompatibility during weight/parameter initialization." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both concern remote-code/loading regressions, but one is a tokenizer/model breakage umbrella issue and the other is a specific config_class AttributeError." + "reason": "Both are remote-code/model loading regressions, but the concrete AttributeError differs from the broader breakage report." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper runtime failure and _torch_extract_fbank_features are related only loosely; not enough to conclude the same bug." + "reason": "Both are Whisper/audio related, but one is a broad model run failure and the other is a specific fbank helper issue; not enough evidence they are the same bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different models and different failure types: one is a bad error message, the other is a tokenizer load failure." + "reason": "Both are tokenizer-loading problems, but they affect different models and different failure modes." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is missing MoE weight conversion and the other is wrong GAS gradient averaging." + "reason": "Both involve DeepSpeed/Qwen training, but one is weight conversion under accelerate+deepspeed and the other is gradient averaging with model_accepts_loss_kwargs." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Unrelated failures: a Trainer compute_loss signature change versus a tensor mask shape mismatch." + "reason": "Both touch gradient checkpointing, but one is a LoRA effectiveness issue and the other is a missing support flag on a remote-code variant." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing capability flag on a remote-code model." + "reason": "Different errors and code paths: custom Trainer loss signature vs. mask/tensor shape mismatch." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different models and different loading problems; no shared root cause evident." + "reason": "Both are model loading failures, but for different architectures and no shared concrete mechanism is evident." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3 weight-loading bug for Qwen3-family models; both report missing parameters during load." + "accept": false, + "reason": "Both are Qwen ZeRO-3 loading problems, but the model variants and missing-weight symptoms are too different to safely merge." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Unrelated model loading complaints: Voxtral error handling versus sleng-bert tokenizer loading." + "reason": "Both are model/tokenizer loading complaints, but the Voxtral error-message issue is separate from the sleng-bert load failure." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different code paths: RLHF gradient explosion from position_ids/SDPA behavior versus flash_attention crashing on sink-less models." + "reason": "Different failures in different paths: RLHF NaN/SDPA fallback vs. flash_attention crash on sink-less models." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same generic mask/index shape-mismatch IndexError pattern; these look like duplicate reports of the same indexing bug." + "reason": "Same generic mask/index shape-mismatch error; likely the same underlying indexing bug." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are video-related Qwen regressions, but one is a broad input regression and the other is a StopIteration in a specific embedding model." + "accept": true, + "reason": "Same Qwen video-input regression family in v5.3.0, affecting the same multimodal video-processing path." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed weight shape error and void segmentation-map preprocessing are unrelated." + "reason": "Completely different domains: DeepSpeed training weight shape error vs. segmentation-map processing." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + "reason": "Unrelated: Qwen3.5 PagedAttentionCache crash vs. NemotronH checkpoint loading failure." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading issues, but for different architectures and different missing-weight symptoms." + "reason": "Both are model-loading regressions, but they affect different model families and different weights-loading paths." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and autocast dtype mismatch are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:46515", - "accept": false, - "reason": "Zero3/BertModel index error and torch 2.4.1 incompatibility are not the same bug." - }, - { - "left": "issue:43366", - "right": "issue:43531", - "accept": false, - "reason": "Different problems: GGUF architecture support versus Qwen3-MoE sliding_window behavior." - }, - { - "left": "issue:45325", - "right": "issue:45902", - "accept": false, - "reason": "Different Qwen-family regressions affecting different internals: video rope indexing versus rotary embedding materialization." + "reason": "GGUF/gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The triage summary is grounded in the packet, and the accepted soft-edge matches are conservative: the docs pair is clearly aligned on stale v5 pipeline references, the Qwen3 ZeRO-3 pair is a plausible loader duplicate based on the titles, and the mask-shape IndexError pair is a strong duplicate-style match. The rejected pairs generally stay appropriately cautious and do not overclaim shared root cause." + "feedback": "Grounded overall: the cluster is indeed mostly a loose set of v5/v5.x compatibility/loading/tokenizer regressions with a few clearer duplicate pairs, and the representative choice of issue 45020 is conservative enough. The soft-edge rejects are well supported, and the accepted pairs are plausible from the packet titles without overstating evidence. One minor caution is that a couple of accepted pairs (especially the video/tokenizer ones) are somewhat broad, but still reasonable." }, "evaluator_used": true, "retried": false, @@ -1776,7 +1849,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:36010", "issue:38175", @@ -1787,6 +1860,7 @@ "issue:42915", "issue:43317", "issue:43366", + "issue:43531", "issue:43550", "issue:43596", "issue:43632", @@ -1801,8 +1875,6 @@ "issue:43957", "issue:43994", "issue:44155", - "issue:44451", - "issue:44488", "issue:44534", "issue:44560", "issue:44589", @@ -1813,301 +1885,278 @@ "issue:44877", "issue:44910", "issue:44918", - "issue:44960", - "issue:44977", "issue:45030", "issue:45276", + "issue:45325", "issue:45584", "issue:45663", "issue:45685", "issue:45812", "issue:45823", "issue:45834", + "issue:45902", "issue:46489", "issue:46515", "issue:46858" ], "soft_pairs": [ - "issue:43638|issue:46515", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", "issue:45663|issue:45823", - "issue:43366|issue:44589", "issue:44155|issue:45584", - "issue:43716|issue:44560", - "issue:43824|issue:43957", - "issue:42915|issue:43957", + "issue:43638|issue:46515", + "issue:43366|issue:44589", "issue:43950|issue:45834", + "issue:43824|issue:43957", "issue:44910|issue:46858", - "issue:44560|issue:45685", + "issue:42915|issue:43957", + "issue:43716|issue:44560", "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", "issue:44683|issue:46515", "issue:44560|issue:44918", - "issue:42617|issue:43366", - "issue:43550|issue:44910", "issue:36010|issue:42915", "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", - "issue:44560|issue:44805", "issue:38175|issue:43994", - "issue:44877|issue:45030", + "issue:44560|issue:44805", "issue:43632|issue:45834", + "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", - "issue:43317|issue:44756", - "issue:44661|issue:44805", "issue:42491|issue:43720", + "issue:44661|issue:44805", + "issue:43317|issue:44756", "issue:38175|issue:39692", "issue:43644|issue:44534", - "issue:41720|issue:42915", - "issue:42915|issue:44756", "issue:42491|issue:45276", - "issue:44451|issue:44488", - "issue:44960|issue:44977" + "issue:41720|issue:42915", + "issue:42915|issue:44756" ], - "prepared_review_unit_hash": "7153a3aa34fffb230808f33ba9476ed242476828b6e021521a12cca1830269fe", + "prepared_review_unit_hash": "80c2886eb6eed5a79a5c49d32ef4f9758b2c357182fbae60b9783152d15d6975", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38102, - "estimated_input_tokens": 9526, - "estimated_eval_tokens": 19308 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 38012, + "estimated_input_tokens": 9503, + "estimated_eval_tokens": 19262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with only a few clear duplicate pairs: two Transformers v5 custom-model/buffer regressions and one SigLIP2 inference-output regression. The rest are different bugs, models, or subsystems.", - "confidence": 0.75, - "canonical_issue_reason": "Issue 43646 is the best umbrella issue here: it captures the broad Transformers v5 custom-model initialization regression, and 43645 is a narrower notebook repro of the same bug.", + "summary": "Mostly a heterogeneous set of unrelated Transformers issues, with a few clear duplicate pairs around v5 regressions and SigLIP2/custom-model initialization.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43644 is the cleanest anchor: it has an exact duplicate later report (44534) and describes a concrete, well-scoped v5 regression.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the strongest single anchor for deduping the cluster because it is specific enough to be actionable while still broad enough to cover the closest duplicate reports.", + "best_issue_reason": "issue:43644 is the best overall issue candidate because it is precise, regression-focused, and directly duplicated by a later report with the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43638", + "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different failures: Deepspeed ZeRO-3/BERT indexing vs a generic torch compatibility report." + "reason": "Different failures: Deepspeed zero3/BertModel index error vs a general torch 2.4.1 incompatibility report." }, { - "left": "issue:45663", - "right": "issue:45823", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Different bugs in Gemma4: per-layer shared_kv_states KeyError vs device mismatch in forward." + "reason": "Different models and bugs: Qwen2.5-VL rope/position-id scaling vs Qwen3.5-MoE uninitialized inv_freq after meta materialization." }, { "left": "issue:43366", - "right": "issue:44589", + "right": "issue:43531", "accept": false, - "reason": "Unrelated topics: GGUF gpt-oss support vs Float8 storage lookup failure." + "reason": "Unrelated requests: GGUF gpt-oss architecture support vs a Qwen3-MoE sliding_window bug." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + "reason": "Different Gemma4 code paths: FSDP2 shared_kv_states rebuild vs device_map auto PLE device mismatch." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Different model paths: image-preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription generation failure." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:43638", + "right": "issue:46515", "accept": false, - "reason": "Import error for a specific class vs meta-device loading regression; not the same bug." + "reason": "Different problems: Deepspeed zero3 with non-pretrained BertModel vs broad torch 2.4.1 incompatibility." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to meta-device loading issues." + "reason": "No shared underlying bug: GGUF gpt-oss support vs Float8 storage lookup failure." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index errors are different regressions." + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: missing Qwen2.5-VL export/import vs meta-device model loading issues." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Different runtime bugs: flash-attention position_ids handling vs cache seq-length device arithmetic." + "reason": "Both are cache/attention related, but the concrete bugs differ: 3D position_ids vs device-tensor seq_length arithmetic." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths: Qwen3MoE FP8 config failure vs meta-device loading breakage." + }, + { + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Different subsystems and failures: Qwen3-VL video inference vs MPS histogram on MoE ints." + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers v5 custom-model initialization regression; 43645 is just a notebook-specific repro." + "reason": "Same underlying custom-model initialization regression; the notebook case is just a reproduction environment for the broader v5 breakage." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "Different torch-version issues affecting different code paths." + "reason": "Different attention bugs on different models: Bamba SDPA/torch.compile vs Qwen3.5 flash-attention position_ids misinterpretation." }, { "left": "issue:44560", - "right": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "Different Qwen3.5-related problems: video embedding StopIteration vs TRL unpacking failure." + "reason": "No common bug: Qwen3-vl video processing StopIteration vs an MPS histogram int limitation." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated: 3d_parallel.py execution vs GGUF architecture support." + "reason": "Unrelated: failing 3d_parallel.py execution vs GGUF gpt-oss support." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch versions, but the actual issues differ: compiled flex_attention on torch>=2.9 vs a torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Different attention/compile failures in different models and backends." + "reason": "Different subsystems: Qwen3-vl video embedding failure vs TRL SFT unpacking embeddings." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." + "reason": "Completely different regressions: missing GenerationMixin import vs Qwen3MoE FP8 failure." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer bugs, but for different model families and likely different root causes." + "reason": "Both are tokenizer regressions, but for different model families and likely different root causes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device placement bug vs generic torch incompatibility." + "reason": "Different bugs: Gemma4 PLE device mismatch vs a torch 2.4.1 incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping limitation and Gemma4 device mismatch are different code paths." - }, - { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Different shape/iteration errors in different models." + "reason": "Different code paths: tokenizer mapping/add-new-model-like failure vs Gemma4 PLE device mismatch." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 checkpoint and same underlying bad inference behavior; the titles describe the same regression with different symptoms." + "reason": "Same underlying SigLIP2 base-patch16-224 inference bug; both report broken/nonsensical outputs from the same model." }, { - "left": "issue:44877", - "right": "issue:45030", - "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to glm4v config validation." + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and models: Qwen3-vl video StopIteration vs a generic mask/tensor shape mismatch." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized and Kosmos2.5 OCR indexing are separate issues." + "reason": "Unrelated regressions: _is_hf_initialized flag breakage vs Kosmos2.5 long-input index errors." }, { - "left": "issue:43638", - "right": "issue:44661", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "Deepspeed ZeRO-3 BertModel index error is unrelated to add-new-model-like tokenizer mapping failure." + "reason": "Different config-validation issues affecting different models; not the same bug." }, { - "left": "issue:43596", + "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different failures: empty BertModel under ZeRO-3 vs tokenizer mapping constraints." - }, - { - "left": "issue:43317", - "right": "issue:44756", - "accept": false, - "reason": "GPU+CPU offload loading failure and Strix Halo mmap OOM are different problems." + "reason": "No shared underlying issue: Deepspeed zero3 BertModel index error vs tokenizer mapping/name handling." }, { - "left": "issue:44661", + "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping bug and mask-shape index error are not the same issue." + "reason": "Different errors: zero3/BertModel index-out-of-bounds vs mask-shape mismatch in another path." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are different regressions." + "reason": "Different issues: Qwen3 MoE LoRA hf4.x/hf5.x incompatibility vs BitNet packed-weight handling during accelerate loading." }, { - "left": "issue:38175", - "right": "issue:39692", - "accept": false, - "reason": "The SigLIP2 docs-example issue is broader and includes documentation/model-processor mismatch; not the same concrete bug as zero probabilities." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Exact same non-persistent buffer corruption regression in Transformers v5; only wording differs." - }, - { - "left": "issue:41720", - "right": "issue:42915", + "left": "issue:44661", + "right": "issue:44805", "accept": false, - "reason": "Qwen3 device-map cuda assert and Qwen3Moe FP8 failure are different symptoms and likely different causes." + "reason": "Different problems: tokenizer mapping/add-new-model-like failure vs generic mask/tensor shape mismatch." }, { - "left": "issue:42915", + "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 and Strix Halo mmap/OOM are unrelated." - }, - { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "Different model/version compatibility bugs with no shared concrete code path." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": false, - "reason": "Both are model-loading failures, but they involve different checkpoints and no clear evidence of the same underlying bug." - }, - { - "left": "issue:44960", - "right": "issue:44977", - "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." + "reason": "Different runtime issues: dequantized model offload with device_map=auto vs disabling mmap on Strix Halo to avoid OOM." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative overall. The duplicate calls that were accepted are well-supported by the titles, and the rejected soft edges generally avoid overclaiming by distinguishing different models, subsystems, or failure modes. The summary appropriately characterizes the cluster as mostly heterogeneous with only a few clear duplicate pairs." + "feedback": "The evaluation is conservative and grounded in the packet. The choice of issue:43644 is well supported by the identical later report 44534 and the v5 regression framing. The soft-edge verdicts mostly avoid overclaiming, and the two accepted pairs (43645/43646 and 38175/43994) are reasonable based on the issue titles and descriptions." }, "evaluator_used": true, "retried": false, @@ -2126,15 +2175,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:39692", "issue:41720", "issue:42491", "issue:43257", - "issue:43404", "issue:43425", - "issue:43454", "issue:43644", "issue:43645", "issue:43708", @@ -2151,10 +2198,12 @@ "issue:44291", "issue:44387", "issue:44402", + "issue:44451", "issue:44488", "issue:44863", "issue:44910", "issue:44960", + "issue:44977", "issue:44991", "issue:45276", "issue:45292", @@ -2177,19 +2226,21 @@ "issue:46846" ], "soft_pairs": [ + "issue:44451|issue:44488", + "issue:44960|issue:44977", "issue:46459|issue:46512", "issue:44863|issue:46846", - "issue:45507|issue:46468", "issue:45313|issue:45357", + "issue:45507|issue:46468", "issue:44488|issue:44991", - "issue:43856|issue:43873", "issue:43644|issue:43645", - "issue:43856|issue:44387", "issue:39692|issue:43994", "issue:42491|issue:45292", "issue:43257|issue:43854", - "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:43856|issue:44387", "issue:43854|issue:43931", + "issue:43708|issue:44075", "issue:42491|issue:45335", "issue:44960|issue:46050", "issue:45488|issue:45812", @@ -2198,219 +2249,217 @@ "issue:44164|issue:44291", "issue:44910|issue:45588", "issue:44402|issue:44488", - "issue:43425|issue:43957", - "issue:43873|issue:44387", "issue:39692|issue:44960", - "issue:44079|issue:46829", "issue:41720|issue:44155", - "issue:45663|issue:45759", - "issue:43404|issue:43454" + "issue:44079|issue:46829", + "issue:43425|issue:43957", + "issue:45663|issue:45759" ], - "prepared_review_unit_hash": "c20873995ae6dc96757337210bb6509db96a8278eb309262c019d4e1954df8e8", + "prepared_review_unit_hash": "c0778d855e035262752ecd24d97074a76a65d4907e2eef05270cf55faebaf71b", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35764, - "estimated_input_tokens": 8941, - "estimated_eval_tokens": 18138 + "serialized_chars": 35686, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of mostly unrelated Transformers 5.x regression reports. The only clearly mergeable duplicate-like pair is the nested embedding resize bug across related composite models; the rest share broad surface areas like loading, quantization, or multimodal support but not the same underlying fix path.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45276 is the best anchor because it states a concrete, fixable regression in resize_token_embeddings for a composite model and lines up closely with the nearest duplicate-like report.", + "summary": "This cluster is still mostly heterogeneous. The only plausible duplicate pair from titles alone is the two BERT loading failures (`ScandiBERT` / `sleng-bert`); the rest look like separate regressions, including the `ModelOutput` and VideoPrism reports, which are not clearly the same bug from the packet.", + "confidence": 0.58, + "canonical_issue_reason": "issue:44488 is the best cluster anchor because it is the more detailed representative of the only clearly related issue pair and is the stronger candidate for consolidation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest overall issue choice: specific, actionable, and the clearest representative of the one genuinely overlapping bug theme in this set.", + "best_issue_reason": "issue:44488 is the most representative issue in the cluster\u2019s only likely duplicate pair and has the richer discussion trail.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both are current/latest-version load failures for BERT-style checkpoints, and the titles do not suggest meaningfully different failure modes." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different symptoms: GLM5 versus Qwen3.5 flash-attention generation." + }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling in model creation/loading, but one is from_pretrained on composite checkpoints and the other is from_config stale config state; different bug paths." + "reason": "Both mention dtype, but one is composite-checkpoint loading and the other is `from_config(dtype=...)` leaving config stale; different bugs." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different models and failures: NemotronH checkpoint loading versus missing TP plan entries causing Qwen3.5 OOM/shape errors." - }, - { - "left": "issue:45507", - "right": "issue:46468", - "accept": false, - "reason": "Same general ecosystem, but different model/example breakages and likely different code paths." + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan omissions are unrelated code paths." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading for language_model and the other is save_pretrained visual key corruption; not the same bug." + "reason": "Same model family, but ZeRO-3 weight loading and incorrect visual-encoder save keys are different problems." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:45507", + "right": "issue:46468", "accept": false, - "reason": "Both mention loading models/tokenizers, but the reported failures and affected repositories are different enough to treat as separate issues." + "reason": "No clear shared bug: an invalid method call in a model implementation versus a broken official example." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Both mention memory/quantization, but one is Qwen3 MoE training memory use and the other is offloading under quantization; different underlying problems." + "reason": "Both are load failures, but the titles point to different checkpoints and one is tokenizer-specific; not enough to merge." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Different regressions: non-persistent buffers getting junk versus custom model initialization breaking in Jupyter." - }, - { - "left": "issue:43856", - "right": "issue:44387", - "accept": false, - "reason": "Related to memory under quantization, but one is model-training memory usage and the other is int4 reserved-memory OOM; not the same concrete bug." + "reason": "Both are Transformers 5.0 issues, but one is buffer initialization and the other is notebook custom-model initialization." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a broken docs example with model/processor mismatch and quantization, while the other is wrong outputs from AutoModel/pipeline." + "reason": "Both mention SigLIP2, but one is a docs/example quantization issue and the other is incorrect inference output." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different symptoms and code paths: LoRA compatibility across branches versus resize_token_embeddings not updating output embeddings." + "reason": "Different topics: Qwen3 MoE LoRA compatibility versus `resize_token_embeddings` behavior." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model families and failures: Qwen3 MoE weight conversion under accelerate+deepspeed versus GLM-4.7-Flash load failure in tests." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to GLM-4.7 test loading." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is quantization/offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Trainer checkpoint resume math is unrelated to optimizer SGD arguments not being applied." + "reason": "Different memory symptoms in different settings: MoE training versus int4 quantization reserved-memory OOM." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are loading problems, but they affect different models and failure modes: GLM-4.7-Flash unit test loading versus Qwen3-VL shape mismatch." + "reason": "Both are loading problems, but with different models and different failure signatures." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math and optimizer argument handling are unrelated." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Both touch training/model usage, but they are different regressions: LoRA compatibility versus a resize_token_embeddings propagation bug." + "reason": "Different model families and different `resize_token_embeddings` symptoms; not enough evidence of the same bug." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Generic model issues, but one is GLM5 and the other is sinq quantization save/load corruption; not the same bug." + "reason": "GLM5 is unrelated to sinq quantization save/load breakage." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is a LlamaTokenizer pre-tokenizer override issue and the other is wrong token IDs for Granite models." + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and different model families." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different failures in different components: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Qwen3.5 chat crash and Gemma4 processor AttributeError are unrelated." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "These are very close duplicates: both report resize_token_embeddings failing to propagate to nested decoder/output embeddings in related composite models, and one fix could plausibly cover both." + "accept": false, + "reason": "Similar `resize_token_embeddings` wording, but the affected model internals differ and the titles do not indicate the same root cause." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/from_pretrained extra_state handling and init_empty_weights argument mismatch are different loading/saving regressions." + "reason": "Save/load `extra_state` handling is a different bug from the `_is_hf_initialized` argument error." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both hit flash_attention, but one is a Qwen3.5 packed-sequence misinterpretation and the other is an AttributeError on sink-less models; different triggers and fixes." + "reason": "Both involve flash attention, but one is a packed-sequence/position_ids crash and the other is an `s_aux=None` AttributeError." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab mismatch versus a separate model-loading failure; not the same underlying issue." - }, - { - "left": "issue:43425", - "right": "issue:43957", - "accept": false, - "reason": "Torch version incompatibility is unrelated to meta-device loading breakage, even if both affect model initialization." + "reason": "Vocabulary-size/token mismatch is a different issue from model loading failures." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Both concern quantization/memory, but one is offloading behavior and the other is increased reserved CUDA memory under int4; different bugs." + "reason": "SigLIP2 docs/example errors are unrelated to GLM5." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Different models and failures: SigLIP2 example/documentation breakage versus GLM5 itself." + "reason": "Different models and different symptoms: CUDA assert on auto device mapping versus batched inference leakage." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Both involve output objects, but one is a generic ModelOutput key assignment bug and the other is a specific VideoPrism classifier output mix-up." + "reason": "A generic `ModelOutput` key-assignment regression and a VideoPrism/ImageClassifierOutput field mix-up are not clearly the same bug from the packet." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "Completely different failures: Qwen3 auto device mapping CUDA assert versus AudioFlamingo3 batched inference leakage." + "reason": "Torch version compatibility and meta-device loading are different regressions." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different composite-model regressions: FSDP2 shared_kv_states handling versus from_config not unwrapping text_config." - }, - { - "left": "issue:43404", - "right": "issue:43454", - "accept": false, - "reason": "Both are lm_head tying issues in multimodal models, but they are model-specific regressions with different classes and code paths." + "reason": "Different Gemma/Qwen composite-model problems with unrelated failure modes." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded and appropriately conservative overall. The summary matches the packet: most pairs are only superficially related, and the single accepted pair (issue:45276 / issue:45335) is plausibly the same resize_token_embeddings propagation bug across related composite models, so a single fix could reasonably cover both. I don\u2019t see any overstatement in the rejected soft-edge verdicts." + "accept": false, + "feedback": "The cluster summary is broadly grounded, but one soft-edge acceptance is too assertive for the evidence available. In particular, `issue:44079` and `issue:46829` are not clearly the same bug from the packet alone: one is a generic `ModelOutput` key-assignment regression, while the other is a VideoPrism/ImageClassifierOutput field mix-up. Calling the latter a downstream manifestation of the former goes beyond the titles/metadata. The canonical/root-cause language is also a bit stronger than the packet supports. The other rejections are conservative, but this overstatement makes the result too aggressive overall." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2426,7 +2475,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:36010", "issue:39404", @@ -2434,13 +2483,16 @@ "issue:42947", "issue:43335", "issue:43381", + "issue:43404", "issue:43425", + "issue:43454", "issue:43611", "issue:43645", "issue:43646", "issue:43708", "issue:43828", "issue:43854", + "issue:43873", "issue:43957", "issue:44155", "issue:44164", @@ -2450,14 +2502,12 @@ "issue:44402", "issue:44451", "issue:44479", - "issue:44530", "issue:44589", "issue:44756", "issue:44863", "issue:44877", "issue:44912", "issue:44928", - "issue:45084", "issue:45216", "issue:45276", "issue:45292", @@ -2465,7 +2515,6 @@ "issue:45588", "issue:45663", "issue:45684", - "issue:45685", "issue:45698", "issue:45701", "issue:45704", @@ -2478,266 +2527,269 @@ "issue:46491" ], "soft_pairs": [ + "issue:43404|issue:43454", + "issue:43873|issue:44387", "issue:42947|issue:45704", "issue:44291|issue:44756", "issue:44292|issue:44912", - "issue:44387|issue:44756", "issue:36010|issue:39404", "issue:45663|issue:45859", + "issue:44387|issue:44756", "issue:42947|issue:43381", - "issue:43957|issue:44756", "issue:44155|issue:45823", "issue:43335|issue:45663", - "issue:44863|issue:46468", + "issue:43957|issue:44756", "issue:45276|issue:45292", - "issue:45685|issue:46468", + "issue:44863|issue:46468", "issue:44479|issue:44877", "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:45684|issue:45698", "issue:45588|issue:45663", - "issue:43854|issue:45216", "issue:42796|issue:46326", + "issue:43854|issue:45216", "issue:45292|issue:45335", - "issue:43828|issue:43957", "issue:44402|issue:44451", "issue:43646|issue:43708", + "issue:43828|issue:43957", "issue:43645|issue:44164", "issue:44589|issue:44756", - "issue:43425|issue:43828", "issue:46315|issue:46491", "issue:45812|issue:46315", + "issue:43425|issue:43828", "issue:39404|issue:45701", - "issue:44530|issue:45084", "issue:43611|issue:43645" ], - "prepared_review_unit_hash": "1b84d1dcddffe1fc1f58c48bb79aaf91cc8b1f99247be14f248ba47805e1c227", + "prepared_review_unit_hash": "7edae31313e5d8738ebb88f32b60c99d858e4088ae52bdfd7ff7366311562c57", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37363, - "estimated_input_tokens": 9341, - "estimated_eval_tokens": 18938 + "serialized_chars": 37387, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports that only share broad subsystem keywords (tokenizers, save/load, quantization, checkpointing, etc.). I found no soft-edge pair that clearly describes the same concrete bug/change, so all candidate links should be rejected.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45698 is the strongest single representative here because it is open, recent, has the most discussion/inbound references, and describes a concrete save/load custom-module regression that is likely to be actionable as a stand-alone tracker.", + "summary": "Mostly a heterogeneous issue cluster. The only clear duplicate family is the resize_token_embeddings regression affecting output/decoder embeddings across Gemma4/t5gemma variants; most other pairs share a subsystem or theme but not the same concrete bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45292 is the broadest, most generic statement of the resize_token_embeddings propagation bug; 45276 and 45335 look like model-specific manifestations of the same underlying failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best issue to keep as the cluster representative: it is specific, user-facing, and has active discussion, making it the most suitable anchor among the available issues.", + "best_issue_reason": "45292 is the best umbrella issue for the resize_token_embeddings regression family because it is model-agnostic and subsumes the more specific embeddings complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are different model-specific bugs and not clearly the same code path." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is an offloading issue and the other is an int4 CUDA reserved-memory/OOM regression." + }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different bugs: LoRA/checkpointing behavior vs an apex RMSNorm memory leak." + "reason": "Unrelated bugs: LoRA gradient checkpointing vs a T5/apex memory leak." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unrelated failures: init_empty_weights/_is_hf_initialized mismatch vs mmap OOM on Strix Halo." + "reason": "Different failures: init_empty_weights argument handling vs mmap/OOM behavior on Strix Halo." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different code paths: init_empty_weights argument handling vs MXFP4 quantization load behavior." - }, - { - "left": "issue:44387", - "right": "issue:44756", - "accept": false, - "reason": "Both are memory-related, but one is int4 reserved-memory growth and the other is mmap/OOM avoidance on a specific platform." + "reason": "Both are loading/quantization related, but the specific breakages and code paths differ." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import path regression vs Whisper pipeline return_language behavior; no same underlying bug." + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated issues." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Distinct model-specific issues: Gemma4 FSDP attention state vs Qwen3_5MoE CPU offload compatibility." + "reason": "Different model-specific runtime problems: Gemma4 FSDP2 shared_kv_states vs Qwen3_5Moe CPU offload compatibility." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA while the other is an eval-mode restriction." + "reason": "Both are OOM-related, but one is an int4 quantization memory regression and the other is mmap on Strix Halo." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Meta-device model loading vs mmap OOM mitigation; not the same bug." + "reason": "Checkpointing in PEFT LoRA and checkpointing in eval mode are distinct bugs." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batching leak vs Gemma4 PLE device mismatch; different models and failures." + "reason": "Different models and failures: batched audio embedding leakage vs Gemma4 PLE device mismatch." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers config bug vs Gemma4 attention/FSDP bug; no concrete overlap." + "reason": "Different model internals and failure modes; only broad architecture overlap." }, { - "left": "issue:44863", - "right": "issue:46468", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "Same model family, but one is a checkpoint-loading failure and the other is a broken official example; not clearly the same bug." + "reason": "Meta-device loading breakage is not the same as the Strix Halo mmap/OOM issue." }, { "left": "issue:45276", "right": "issue:45292", - "accept": false, - "reason": "Very similar wording, but one is Gemma4-specific and includes embed_tokens_per_layer while the other is a generic output_embeddings regression." + "accept": true, + "reason": "Same resize_token_embeddings bug; 45276 is a Gemma4-specific manifestation of the broader output-embedding propagation failure." }, { - "left": "issue:45685", + "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "MOE MPS histogram issue is unrelated to the broken Nemotron example." + "reason": "Related Nemotron area, but one is checkpoint loading and the other is an example breakage; not clearly the same defect." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression in Qwen VL models vs strict granite_speech config loading; different subsystems." + "reason": "Different regressions: video input path vs strict config loading." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode issue is unrelated to Qwen3.5 RLHF NaN explosion from 3D position_ids." + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosion from 3D position_ids/SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling vs mmap OOM avoidance; different failure modes." + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM behavior." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save_pretrained/from_pretrained, but one is read-only permission propagation and the other is wrong custom-module selection after save." + "reason": "Both concern save/load custom models, but one is file permissions and the other is wrong module resolution." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention s_aux=None crash vs Gemma4 shared_kv_states rebuild; not the same underlying problem." - }, - { - "left": "issue:43854", - "right": "issue:45216", - "accept": false, - "reason": "GLM-4.7-Flash test-loading issue vs Qwen3.5 save_pretrained regression; unrelated." + "reason": "Flash-attention crash on s_aux=None is a different code path from Gemma4 FSDP2 shared_kv_states." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling vs mistral_common continue_final_message behavior; different tokenizer bugs." + "reason": "Both tokenizer-related, but BPE marker handling and continue_final_message are distinct bugs." }, { - "left": "issue:45292", - "right": "issue:45335", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Similar resize_token_embeddings wording, but one targets output_embeddings and the other decoder.embed_tokens on a specific model." + "reason": "One is a model-loading test failure, the other is a save_pretrained checkpoint regression." }, { - "left": "issue:43828", - "right": "issue:43957", - "accept": false, - "reason": "Autocast dtype mismatch vs meta-device loading breakage; no shared concrete code path." + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug; 45335 is another model-specific symptom affecting decoder.embed_tokens." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch vs loading a specific model; too broad to be the same bug." + "reason": "Both are tokenizer/model-loading issues, but they involve different models and different failures." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression vs Trainer resume/max_steps calculation; unrelated." + "reason": "Custom model initialization and Trainer resume/max_steps are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading are different problems." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization breakage vs extra_state save/load failure; different issues." + "reason": "Jupyter custom model init and extra_state save/load handling do not describe the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error vs mmap/OOM avoidance; not the same bug." - }, - { - "left": "issue:43425", - "right": "issue:43828", - "accept": false, - "reason": "Torch version incompatibility vs Phi autocast dtype mismatch; one is a compatibility umbrella, the other is a model-specific failure." + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM issue." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in convert_tokens_to_ids vs CodeLlama round-trip space stripping; unrelated tokenizer bugs." + "reason": "Both touch tokenization, but speed regression in convert_tokens_to_ids is unrelated to encode/decode space stripping." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs vs slower convert_tokens_to_ids; one is correctness, the other is performance." + "reason": "Granite wrong token IDs and slow convert_tokens_to_ids are different tokenizer regressions." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "Whisper pipeline regression vs version-dependent tokenization changes; no concrete match." + "reason": "Torch version incompatibility is not the same bug as Phi MoE autocast dtype mismatch." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash vs template-node compilation TypeError; unrelated." + "reason": "Whisper pipeline return_language and generic tokenizer version differences are not the same defect." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve Transformers 5.0 custom-model regressions, but one is base_model_prefix loading and the other is notebook initialization; too different to merge." + "reason": "Both are v5.0.0 custom-model regressions, but one is about base_model_prefix loading and the other about notebook initialization; too different to merge." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative overall. The resize_token_embeddings family is the only clearly supported duplicate cluster, with 45292 serving as the generic umbrella and 45276/45335 as model-specific manifestations. The other pair verdicts are appropriately cautious and do not overclaim sameness from subsystem/theme overlap alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2752,7 +2804,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:36032", "issue:39404", @@ -2780,43 +2832,45 @@ "issue:44509", "issue:44530", "issue:44589", - "issue:44661", "issue:44671", "issue:44683", + "issue:44737", "issue:44756", "issue:44805", "issue:44898", "issue:44912", - "issue:44918", "issue:44987", "issue:44991", "issue:45081", "issue:45084", "issue:45759", "issue:45823", + "issue:45859", "issue:46050", "issue:46285", "issue:46326", "issue:46402", "issue:46489", "issue:46665", - "issue:46821" + "issue:46821", + "issue:46869" ], "soft_pairs": [ - "issue:44683|issue:45823", "issue:39404|issue:46665", - "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:43425|issue:46869", "issue:43425|issue:43716", - "issue:44589|issue:45084", - "issue:44479|issue:44805", + "issue:43425|issue:45823", "issue:43906|issue:44530", "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:44589|issue:45084", "issue:44671|issue:44991", "issue:43994|issue:44079", - "issue:43425|issue:44918", "issue:44265|issue:44898", - "issue:36032|issue:43452", "issue:39404|issue:44912", + "issue:36032|issue:43452", "issue:46050|issue:46326", "issue:44164|issue:45759", "issue:43906|issue:46326", @@ -2826,240 +2880,249 @@ "issue:43596|issue:44683", "issue:44164|issue:46821", "issue:44488|issue:45081", - "issue:44488|issue:44987", "issue:43611|issue:43644", + "issue:44488|issue:44987", "issue:44462|issue:46489", "issue:42796|issue:43404", - "issue:43716|issue:45084", - "issue:36032|issue:42915", "issue:46285|issue:46402", + "issue:36032|issue:42915", "issue:39404|issue:44671", - "issue:44661|issue:44683" + "issue:43716|issue:45084", + "issue:44737|issue:45859" ], - "prepared_review_unit_hash": "9fd4927d7fe3575f77811f61ead17d1365c78b282a4f537db3eec5af892be656", + "prepared_review_unit_hash": "93acf0e8db7b8888270de0481c8a98e3474b3b846b2a397b84bf0e3ee03a2157", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36753, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 - }, + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37636, + "estimated_input_tokens": 9409, + "estimated_eval_tokens": 19074 + }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regression reports, with only one soft duplicate-looking pair around Qwen3-VL MoE loading. Most items share a broad \u201cloading/tokenizer/model regression\u201d theme but not the same concrete bug.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43611 is the best representative anchor: it is broad, clearly about a v5 model-loading regression, and more general than the many model-specific reports in the cluster.", + "summary": "This cluster is a loose mix of mostly unrelated Transformers v5 regression reports, with a shared theme of loading/tokenizer/model breakage but not a single concrete bug. I did not find any soft pair that looks safe to merge as a duplicate, so all soft edges are rejected.", + "confidence": 0.49, + "canonical_issue_reason": "issue:43611 is the broadest and most representative loading-regression report in the set, making it the best anchor for a heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the strongest global issue candidate because it captures the widest underlying failure mode without being overly tied to one model family.", + "best_issue_reason": "issue:43611 is the most general, user-facing failure mode among these issues and serves as the cleanest umbrella, even though the cluster is not tightly unified.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "Different failure modes: compiled flex_attention on new torch versions vs a Gemma4 device-map mismatch." + "reason": "Different code paths and symptoms: Whisper pipeline language return vs generic from_pretrained behavior in Python classes." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to from_pretrained behavior inside Python classes." + "reason": "Unrelated failures: Qwen3.5 PagedAttentionCache crash vs tokenizer template compilation error." }, { - "left": "issue:43425", + "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility is a framework-version issue, not the same bug as Gemma4 PLE device mismatch." + "reason": "Different problem domains: flex_attention compilation on torch>=2.9 vs Gemma4 device mismatch during forward." }, { "left": "issue:43425", - "right": "issue:43716", + "right": "issue:46869", "accept": false, - "reason": "Both mention model breakage, but one is torch compatibility and the other is an image-preprocessor dtype mismatch." + "reason": "Both are device/runtime issues, but one is Torch version incompatibility and the other is multi-GPU device-map loading for YOLO; not the same bug." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." + "reason": "Torch compatibility issue is unrelated to Mistral3 image-preprocessor dtype mismatch." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:43425", + "right": "issue:45823", "accept": false, - "reason": "Both are regressions, but one is a Qwen video-input issue and the other is a generic mask shape IndexError." + "reason": "Torch 2.10 incompatibility is a different failure from Gemma4 PLE device placement." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an earlier issue is not the same as the Qwen3.5 PagedAttentionCache crash." + "reason": "Isolated reproduction of an earlier issue is unrelated to the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs complaints, but they target different removed/changed pipeline documentation and are not the same correction." + "reason": "Both are docs regressions, but they concern different removed/changed pipeline APIs and are not the same underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different root causes: video-input regression vs mask/tensor shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the non-template node compilation error." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and tokenizer loading failures for EMBEDDIA/est-roberta are different bugs." + "reason": "Different model families and failures: CamemBERT prediction drift vs tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 nonsensical outputs are unrelated to ModelOutput key assignment when a previous value was None." - }, - { - "left": "issue:43425", - "right": "issue:44918", - "accept": false, - "reason": "Torch incompatibility is unrelated to the TRL SFT trainer unpacking embeddings failure." + "reason": "Nonsensical outputs from SigLIP2 are not the same bug as ModelOutput key assignment with None values." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures with torch_compilable_check are not the same as Perceiver interpolation failures." + "reason": "Export failure with torch_compilable_check is unrelated to Perceiver non-default-resolution image classification." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and gguf_file/from_pretrained loading breakage are different tokenizer/model-loading issues." + "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback on git-oss-20b." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Whisper pipeline return_language regression does not match MXFP4 quantization fallback behavior." + "reason": "T5 tokenizer add_special_tokens conflict is a different tokenizer bug from gguf_file breaking from_pretrained for auto model/tokenizer loading." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/from_pretrained corruption is unrelated to continue_final_message on mistral_common tokenizers." + "reason": "Quantized save/load corruption via sinq is unrelated to continue_final_message on mistral_common tokenizers." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and text_config unwrapping for composite Qwen configs are different code paths." + "reason": "Extra_state handling in save/from_pretrained is a different API path from unwrapping text_config in from_config." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These are different problems: isolated reproduction of an earlier issue versus a tokenizer-specific continue_final_message bug." + "reason": "Different problems: isolated reproduction of an earlier issue vs tokenizer continue_final_message behavior." }, { "left": "issue:43299", "right": "issue:43931", - "accept": true, - "reason": "Both point to the same Qwen3-VL MoE loading regression: one generic, one a specific shape-mismatch manifestation." + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a v5 dev regression for MoE models and the other is a specific weight-shape mismatch; too different to merge safely." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related, but one is an EMBEDDIA tokenizer load failure and the other is a Mistral regex patch crash." + "reason": "Separate tokenizer-loading bugs for different model families and causes; not the same underlying failure." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are unrelated performance/memory issues." + "reason": "Training memory inefficiency for Qwen3 MoE is unrelated to disabling mmap on Strix Halo." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Zero3/BertModel index error is unrelated to compiled flex_attention on newer torch versions." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state serialization and TimesFM window_size AttributeError are different failures." + "reason": "save/from_pretrained extra_state handling is not the same as TimesFM window_size attribute errors." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but for different models and different root causes." + "reason": "Both are tokenizer-load failures, but with different models and distinct mechanisms (sleng-bert load failure vs Mistral regex patch crash)." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Loading cjvt/sleng-bert and loading physical-intelligence/fast are separate model-specific regressions." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; different bugs." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are distinct bugs." + "reason": "Different model-specific loading failures with no clear shared code-path." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Ignoring tokenizer.json and a DeepSeek-Coder tokenization regression are related only broadly; not the same concrete bug." + "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder tokenizer output corruption are related to tokenizers broadly, but not clearly the same concrete bug." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Ministral tokenizer BPE marker handling and Mistral3 lm_head weight tying are different model-family issues." + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are different subsystems and failures." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:46285", + "right": "issue:46402", "accept": false, - "reason": "Image-preprocessor dtype mismatch and compilation of non-template nodes are unrelated." + "reason": "CLIP text-model structure inconsistency is unrelated to Sam3 text encoder weights not loading." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "T5 tokenizer method conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "CLIP text-model structure inconsistency and Sam3 text encoder weights not loading are different model-specific regressions." + "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions involve different models and bugs." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral3 dtype mismatch is unrelated to the template-node compilation error." + }, + { + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "Tokenizer mapping generation failure and compiled flex_attention on new torch versions are unrelated." + "reason": "Both are device/offload related, but they affect different models and different execution paths, so they are not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen anchor issue (43611) is a reasonable broad representative of the v5 loading-regression cluster, and the single accepted soft pair (43299/43931) is plausibly the same Qwen3-VL MoE loading bug rather than two unrelated failures. I don\u2019t see clear overstatement beyond the evidence provided." - }, - "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 }, @@ -3074,7 +3137,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:34567", "issue:36032", @@ -3097,9 +3160,9 @@ "issue:43645", "issue:43646", "issue:43746", + "issue:43792", "issue:43819", "issue:43883", - "issue:43994", "issue:44206", "issue:44220", "issue:44403", @@ -3109,8 +3172,8 @@ "issue:44488", "issue:44530", "issue:44534", - "issue:44610", - "issue:44737", + "issue:44661", + "issue:44683", "issue:44811", "issue:44849", "issue:44987", @@ -3120,272 +3183,258 @@ "issue:45325", "issue:45507", "issue:45584", - "issue:45859", "issue:45987", "issue:46178", - "issue:46326" + "issue:46326", + "issue:46869" ], "soft_pairs": [ - "issue:44737|issue:45859", + "issue:44661|issue:44683", "issue:43643|issue:44530", - "issue:44451|issue:44987", - "issue:43541|issue:45084", - "issue:42915|issue:44530", "issue:40990|issue:43421", - "issue:43582|issue:43632", + "issue:42915|issue:44530", + "issue:44451|issue:44987", "issue:43644|issue:43646", + "issue:43541|issue:45084", "issue:34567|issue:40444", - "issue:43883|issue:44488", + "issue:43582|issue:43632", "issue:44811|issue:45584", + "issue:43883|issue:44488", "issue:44206|issue:44220", "issue:42175|issue:46178", "issue:40444|issue:46326", "issue:36032|issue:43645", "issue:43452|issue:43482", "issue:43317|issue:43482", - "issue:45084|issue:45507", "issue:44987|issue:44991", + "issue:45084|issue:45507", "issue:43262|issue:43377", - "issue:43883|issue:44991", "issue:43746|issue:46326", - "issue:42915|issue:45084", - "issue:44403|issue:45081", + "issue:43883|issue:44991", "issue:43646|issue:44534", - "issue:43645|issue:44534", "issue:44849|issue:45325", + "issue:44403|issue:45081", + "issue:45084|issue:46869", + "issue:43645|issue:44534", + "issue:43792|issue:46869", "issue:43377|issue:43819", - "issue:43404|issue:44466", "issue:44464|issue:45987", - "issue:43994|issue:44610", - "issue:44987|issue:45081", - "issue:44451|issue:45081" + "issue:43404|issue:44466" ], - "prepared_review_unit_hash": "9576458debc6c63271dabad7e4dd4360408aed38af51f9108909fc42655d9dff", + "prepared_review_unit_hash": "379a65c001cb4689ce767c72ccd57650d61ca8e5fd1f40195666e8f519c10cf4", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37738, - "estimated_input_tokens": 9435, - "estimated_eval_tokens": 19126 + "soft_pair_count": 31, + "serialized_chars": 37007, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly separate regressions across different models/features. No pull requests are present. The closest issue family is the Transformers v5 custom-model initialization/buffer handling reports, but the soft pairs are still not close enough to treat as duplicates under a strict triage standard.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43646 is the broadest and most representative standalone report in the closest cluster (Transformers v5 custom model initialization regressions), making it the best canonical issue candidate.", + "summary": "The set is mostly a grab-bag of unrelated Transformers bugs. A few pairs share broad themes like v5 regressions, audio processing, or tied weights, but none look like the same concrete bug/change, so all soft edges should be rejected. If an umbrella issue must be chosen, the broad v5 custom-model initialization regression is the best representative.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43646 is the broadest, most umbrella-like regression report in the set: it describes a generic Transformers v5 custom-model initialization breakage and is the closest fit to the other v5-init/buffer-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is a clear, general bug report with a broad title that can anchor related v5 custom-model initialization failures without overfitting to one symptom.", + "best_issue_reason": "Issue 43646 is the most generally representative issue title here and could serve as the nearest umbrella for nearby v5 initialization complaints, even though the cluster is not truly duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Both involve device/CPU behavior, but they affect different model code paths (XLNet positional encoding vs Qwen3.5 MoE rotary embedding). Too different to be the same bug." + "reason": "Different subsystems: tokenizer mapping / add-new-model-like vs compiled flex_attention on torch>=2.9." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache crashing on linear_attention groups." + "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache linear_attention failure." }, { - "left": "issue:44451", - "right": "issue:44987", - "accept": false, - "reason": "Both are model-loading failures, but they target different models and likely different loader paths; same symptom class is not enough for duplicate acceptance." - }, - { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Grouped_mm torch dynamo tracing errors and template compilation errors are unrelated failure modes." + "reason": "Perplexity on a specific model is unrelated to runtime post-processor updates for special tokens." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to PagedAttentionCache group-type handling." + "reason": "FineGrainedFP8Config failure and linear_attention cache crash are different concrete bugs." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Perplexity regression on a model/dataset combo is unrelated to tokenizer post-processor update behavior." + "reason": "Both are model-loading failures, but they affect different models and likely different code paths." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are different subsystems and symptoms." + "reason": "Both are v5 regressions, but one is buffer initialization and the other is custom model initialization; not the same bug." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Both are Transformers v5 regressions around custom models, but one is about non-persistent buffers being filled with junk and the other is general custom model initialization; insufficient evidence they are the same underlying bug." + "reason": "Torch dynamo grouped_mm tracing error is unrelated to template-node compilation failure." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting and multimodal iterable-dataset failures are unrelated." + "reason": "TrainerState token counting and multimodal iterable-dataset loading are unrelated." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Missing all_tied_weights_keys and inability to load a specific model are not the same issue." + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both concern Whisper token handling, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; different concrete bugs." + "reason": "Whisper skip_special_tokens decoding and empty-transcription generation after align_special_tokens are different failures." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo is unrelated to loading a specific BERT model." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Unsupported center argument vs generic fbank extraction issue are related to audio features but not the same concrete defect." + "reason": "Both are audio-feature issues, but they describe different failures and no shared concrete code-path is evident." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Package-install backend omission and BACKENDS_MAPPING validation error are distinct backend registration problems." + "reason": "Missing tensorflow in extras and an unsupported tensorflow_text backend name are distinct packaging/backend issues." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal iterable dataset training failure and mistral_common continue_final_message bug are unrelated." + "reason": "Multimodal iterable-dataset batching and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method name conflict and custom model initialization in Jupyter are unrelated." + "reason": "Tokenizer special-method conflict is unrelated to Jupyter custom-model initialization breakage." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF loading, but one is a broad from_pretrained breakage and the other is a specific Qwen2.5-GGUF v5 failure; not enough to conclude one duplicate bug." + "reason": "GGUF-from_pretrained breakage and a Qwen2.5-GGUF v5 loading failure are related in theme but not the same concrete bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure and GGUF loading failure are different loading paths." + "reason": "Device-map dequantized offload failure is unrelated to the Qwen2.5-GGUF loading regression." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Template compilation and GraniteMoEHybrid invalid method errors are unrelated." + "reason": "Both involve loading failures on transformers>=5, but different models and likely different tokenizer/model incompatibilities." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both are version-related loading failures, but for different models and likely different tokenization/load code paths." + "reason": "Template-node compilation error and GraniteMoEHybrid invalid-method call are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sampling-rate defaulting and MIMI padding-mask batching are unrelated bugs." + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are different bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local checkpoint loading and mistral_common continue_final_message are unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Attribute error on tied-weights keys and tokenizer-loading regression for a specific model are unrelated." + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for est-roberta." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "PEFT adapter local checkpoint loading and continue_final_message behavior are unrelated." + "reason": "Both are v5-related, but custom model initialization and non-persistent buffer junk are different regression types." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Qwen3Moe FP8 config failure and template compilation error are unrelated." + "reason": "Qwen3.5 hidden-state output bug is unrelated to Qwen2.5-VL rope-index temporal scaling." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise and Mistral regex patch crash are different problems." + "reason": "General loading noise and a Mistral regex patch crash are not the same bug." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:45084", + "right": "issue:46869", "accept": false, - "reason": "These are both v5 custom-model regression reports, but one is about initialization and the other about non-persistent buffers; they could be related but are not clearly the same bug." + "reason": "Template compilation failure and YOLO multi-GPU device-map auto failure are unrelated." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Jupyter custom model initialization and non-persistent buffer corruption are not the same concrete issue." + "reason": "Jupyter custom-model init breakage and non-persistent buffer junk are separate v5 regressions." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "Different Qwen model variants and different bugs (hidden states vs rope index scaling)." + "reason": "Whisper runtime failure and YOLO device-map auto failure are unrelated." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI batching/padding-mask behavior and DAC latent consistency are distinct model bugs." - }, - { - "left": "issue:43404", - "right": "issue:44466", - "accept": false, - "reason": "Both mention tied lm_head weights, but one is a missing tie in a specific model class and the other is device-dependent serialization inconsistency; not enough to merge as one bug." + "reason": "MIMI padding-mask batching issue and DAC from_latents/forward mismatch are different audio-model bugs." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency and StaticCache seq length return type are different generation/cache issues." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "Nonsensical outputs from a model and an image processor producing the wrong input size are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45081", - "accept": false, - "reason": "A model-loading regression and a Mistral tokenizer regex patch crash are different code paths." + "reason": "Chunked generation inconsistency and StaticCache sequence-length type mismatch are different generation/caching issues." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Loading a specific model and crashing in Mistral regex patching are not the same underlying bug." + "reason": "Both mention lm_head/tied weights, but one is untied weights in Mistral3 and the other is device-dependent serialization behavior." } ] }, @@ -3407,7 +3456,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:28530", "issue:33666", @@ -3423,8 +3472,6 @@ "issue:43322", "issue:43381", "issue:43425", - "issue:43482", - "issue:43525", "issue:43531", "issue:43540", "issue:43611", @@ -3432,11 +3479,13 @@ "issue:43742", "issue:43746", "issue:43792", + "issue:43994", "issue:44062", "issue:44220", "issue:44265", "issue:44291", "issue:44403", + "issue:44451", "issue:44479", "issue:44534", "issue:44589", @@ -3447,6 +3496,7 @@ "issue:44877", "issue:44987", "issue:44991", + "issue:45081", "issue:45216", "issue:45325", "issue:45357", @@ -3455,258 +3505,264 @@ "issue:45987", "issue:46315", "issue:46491", - "issue:46710", "issue:46821" ], "soft_pairs": [ + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", "issue:28530|issue:34567", "issue:42915|issue:44291", "issue:36032|issue:43742", - "issue:44062|issue:44987", - "issue:42915|issue:44589", "issue:44265|issue:44610", "issue:43089|issue:45987", - "issue:43632|issue:46821", + "issue:44062|issue:44987", "issue:43322|issue:43540", + "issue:42915|issue:44589", "issue:44479|issue:45325", - "issue:43531|issue:44877", - "issue:36032|issue:41720", + "issue:43632|issue:46821", "issue:45216|issue:45357", + "issue:36032|issue:41720", "issue:44991|issue:46315", + "issue:43531|issue:44877", "issue:43425|issue:44403", - "issue:43296|issue:43531", - "issue:44220|issue:44683", "issue:43611|issue:44534", + "issue:43296|issue:43531", "issue:40444|issue:45325", + "issue:44220|issue:44683", "issue:45812|issue:46491", - "issue:44403|issue:44991", "issue:43381|issue:45923", + "issue:44403|issue:44991", "issue:43632|issue:44756", - "issue:43792|issue:44589", "issue:42796|issue:43746", "issue:33666|issue:40444", - "issue:44291|issue:44589", + "issue:43792|issue:44589", "issue:40990|issue:44811", - "issue:42796|issue:46710", - "issue:43482|issue:43525" + "issue:44291|issue:44589" ], - "prepared_review_unit_hash": "8f7e01495d5474e629a9f506c9a380644ef3ede88c2f8a93674eaa84c5f52759", + "prepared_review_unit_hash": "4afee39c74cf9b81be3492713c661bfe63ab3ccdf5707f879e3dcab2903ea7c8", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36484, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "soft_pair_count": 31, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy mix of mostly unrelated issue reports, with a small number of plausible duplicate candidates around Transformers v5 loading/save regressions. The strongest anchor is the broad `_is_hf_initialized` initialization regression, but the evidence from titles alone is not enough to call the whole cluster or most pairs confirmed duplicates.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43632 is the best canonical anchor because it describes a broad v5 initialization/loading regression in a shared internal path. It also appears closely related to the `init_empty_weights` report, though the packet only supports that as a strong duplicate candidate rather than a confirmed direct duplicate.", + "summary": "Most candidates are unrelated issue reports despite superficial tokenizer/model-loading overlap. I would only treat the Qwen3.5 save_pretrained reports as the same underlying regression; the rest look like distinct bugs affecting different models, code paths, or symptoms.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45216 is the best canonical issue: it reports the broader Qwen3.5 save_pretrained regression earlier, and 45357 reads like a later, more specific continuation of the same checkpoint-saving bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43632 is the best global issue candidate because it is the broadest, most central v5 loading regression in the set and can serve as the anchor for nearby initialization-related reports.", + "best_issue_reason": "Issue 45216 is the strongest representative bug report in the set because it names the regression source clearly (save_pretrained) and covers the broader failure mode, making it the best anchor for deduplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Different trainer behaviors: early stopping/metric selection vs token-count tracking." + "reason": "Different models and failures: SigLIP2 wrong outputs vs OmDet-Turbo image-size mismatch." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Both involve model loading regressions, but the concrete failures differ: FP8 config handling vs init-empty-weights argument handling." + "reason": "Both involve tokenizer loading, but the failure modes and targets differ (ScandiBERT load vs Mistral regex patch crash)." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Tokenizer constructor conflict and key error on a different model are not the same bug." + "reason": "Distinct model-specific loading regressions; no clear shared bug path." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Different tokenizer-loading failures with different symptoms and likely different code paths." + "reason": "Trainer early-stopping metric resolution and token-count tracking are unrelated." }, { "left": "issue:42915", - "right": "issue:44589", + "right": "issue:44291", + "accept": false, + "reason": "Different transformer-v5 breakages: FP8 config handling vs unexpected _is_hf_initialized arg." + }, + { + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Shared FP8 theme is too broad; these look like separate failures." + "reason": "Separate tokenizer/model-loading issues with different root causes and model families." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Export/compilation bug vs image processor size mismatch." + "reason": "torch.export compilation issue vs image processor size mismatch; not the same bug." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead is unrelated to a wrong return type in StaticCache." + "reason": "Generation performance overhead and StaticCache return-type bug are unrelated." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Both are AttributeError-style reports, but they concern different subsystems and symptoms." + "reason": "AddedToken keyword conflict is a tokenizer API bug; the other is a model/tokenizer load regression." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal loading/processing failures: segfault on load vs ValueError on video inputs." + "reason": "Both are multimodal failures, but on different models and different code paths." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Related Qwen2.5-VL v5 regressions, but the titles point to different concrete problems: video-input regression vs still-image rope scaling." + "reason": "Different float8 / init regressions with no shared concrete failure." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Sliding-window behavior and strict granite_speech config loading are unrelated." + "reason": "Related Qwen VL family, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer load conflict vs CUDA assert during auto device mapping are different failures." + "reason": "Unrelated v5 model-init flag breakage vs TimesFM window_size AttributeError." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both point to the same Qwen3.5 `save_pretrained` checkpoint regression, with the later issue adding a specific symptom about visual encoder keys." + "reason": "Both report the same Qwen3.5 save_pretrained checkpoint corruption; 45357 is a later, more specific manifestation of the same bug." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` behavior are different bugs." + "reason": "Tokenizer-load error and Qwen3 auto device-mapping cuda assert are different failures." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Torch-version incompatibility and loading noise are not the same underlying issue." + "reason": "One is a tokenizer loading regression, the other is a performance slowdown in convert_tokens_to_ids." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different subsystems: Qwen3-MoE sliding_window behavior vs granite_speech config strictness." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention are unrelated." + "reason": "Torch version incompatibility and loading-noise complaint are not the same bug." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but they affect different loading paths and symptoms." + "reason": "Base_model_prefix loading regression and non-persistent-buffer corruption are unrelated transformer-v5 issues." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs Qwen3-MoE sliding_window bug are distinct." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Same model family, but multi-image finetuning failure is not the same as the rope/temporal position regression." + "reason": "IterableDataset multi-image finetuning failure is not the same as the rope-index temporal-position bug." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and code paths." + "reason": "Speech fbank feature extraction and compiled flex_attention are unrelated." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Load-time noise and tokenizer loading failure are not duplicates." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behaviors." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is distinct from a missing support flag on a trust_remote_code variant." + "reason": "Gradient checkpointing in eval mode vs missing supports_gradient_checkpointing flag are different problems." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Initialization-flag regression and mmap/OOM behavior are unrelated." + "reason": "Generic loading noise vs tokenizer load failure; no shared underlying bug." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage are different bugs." + "reason": "Model-init flag issue and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT adapter loading are unrelated." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are different issues." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL-related, but multi-GPU training and multi-image-per-prompt finetuning are different problems." + "reason": "Both mention Qwen vision models, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." }, { - "left": "issue:44291", + "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Init-empty-weights argument handling and Float8 storage lookup are separate failures." + "reason": "Whisper runtime failure and missing Float8 storage are unrelated." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode token handling are unrelated." - }, - { - "left": "issue:42796", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer BPE-marker bug and accuracy regression after upgrade are different issues." + "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper batch_decode skipping special tokens." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "GGUF loading failure under v5 and missing `pad_token_id` on Llama4Config are unrelated model-loading problems." + "reason": "Different loading/runtime failures with no shared code-path evidence." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is directionally plausible, but it overstates certainty in a few places. In particular, calling issue 43632 \"directly duplicated\" by the init_empty_weights report is stronger than the packet supports from titles alone, and the accepted soft pairs (especially 44479/45325) should be framed as related/possibly duplicate rather than clearly the same bug. Please keep the language more conservative: the packet shows a noisy set of broadly similar v5 regression reports, with only a few plausible duplicate candidates, not confirmed duplicates." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted linkage, issue:45216 with issue:45357, is well supported by the titles as the same Qwen3.5 `save_pretrained` regression. The other pairwise rejections avoid overclaiming and do not rely on unsupported root-cause assertions." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3722,13 +3778,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:35707", "issue:40444", "issue:41553", "issue:41720", "issue:42175", + "issue:42796", "issue:42915", "issue:43296", "issue:43317", @@ -3737,17 +3794,15 @@ "issue:43454", "issue:43482", "issue:43493", + "issue:43525", "issue:43531", "issue:43582", "issue:43611", "issue:43632", "issue:43644", "issue:43646", - "issue:43701", - "issue:43792", "issue:43818", "issue:43856", - "issue:43957", "issue:43994", "issue:44079", "issue:44265", @@ -3771,30 +3826,32 @@ "issue:45812", "issue:45834", "issue:46402", + "issue:46710", "issue:46821" ], "soft_pairs": [ - "issue:35707|issue:40444", + "issue:42796|issue:46710", "issue:41553|issue:43582", - "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:35707|issue:40444", "issue:44079|issue:45663", + "issue:43482|issue:45538", "issue:43632|issue:44534", - "issue:43317|issue:43856", - "issue:43531|issue:44291", "issue:43421|issue:44568", + "issue:43531|issue:44291", "issue:42175|issue:45542", - "issue:41720|issue:45081", + "issue:43317|issue:43856", "issue:44079|issue:44534", "issue:44462|issue:45812", - "issue:43296|issue:46821", + "issue:41720|issue:45081", "issue:44829|issue:45479", "issue:43377|issue:45491", - "issue:43818|issue:46402", + "issue:43296|issue:46821", "issue:43611|issue:43646", - "issue:42175|issue:43296", + "issue:43818|issue:46402", "issue:43818|issue:45357", "issue:43644|issue:44079", - "issue:43792|issue:43957", + "issue:42175|issue:43296", "issue:44265|issue:45072", "issue:45325|issue:45381", "issue:43493|issue:43994", @@ -3802,223 +3859,229 @@ "issue:45325|issue:45834", "issue:43454|issue:44466", "issue:42915|issue:43482", - "issue:44291|issue:44877", - "issue:43701|issue:45325" + "issue:42796|issue:45381", + "issue:44291|issue:44877" ], - "prepared_review_unit_hash": "0bb962273f86a7a32ba8c2e9733c9c2f2a530b43cb510bcdf2762d875524e23b", + "prepared_review_unit_hash": "33de6e5b139896d417b718aa72793d52a1eb0393d7683bcb324e9668d0343104", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36979, - "estimated_input_tokens": 9245, - "estimated_eval_tokens": 18746 + "soft_pair_count": 31, + "serialized_chars": 37332, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports. I found one clear duplicate pair around SigLIP2 (implementation discrepancy vs bad outputs on a specific model). No pull requests are present.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43493 is the better root-cause report: it describes the HF-vs-JAX SigLIP2 implementation discrepancy that likely underlies the bad AutoModel/pipeline behavior in issue:43994.", + "summary": "This is a mixed cluster of mostly unrelated issue reports, with only a couple of clear duplicate pairs. The strongest true duplicates are the Qwen2.5-VL position-id reports and the SigLIP2 correctness reports; most other soft pairs are same subsystem but not the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43611 is the broadest and most representative concrete regression report in the set, centered on Transformers v5 model-loading/init breakage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the most representative and generalizable report for the accepted SigLIP2 bug, with issue:43994 serving as a concrete symptom report.", + "best_issue_reason": "Issue 43611 is the best triage anchor overall: it is specific enough to act on, broad enough to represent the main regression theme, and has the clearest duplicate-like neighbor in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "Different problems: generation with inputs_embeds/past_key_values vs finetuning Qwen2.5-VL on multi-image iterable data." + "reason": "Different bugs: tokenizer BPE-marker handling vs a model accuracy regression after upgrade." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Unrelated: tokenizer loading error messaging vs Apple Silicon allocator warmup TypeError." + "reason": "Unrelated failures in different areas: AutoTokenizer loading vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:43482", - "right": "issue:45538", + "right": "issue:43525", "accept": false, - "reason": "Different tokenizer-related regressions: GGUF loading under v5 vs CLIPTokenizer model_max_length behavior." + "reason": "Different models and symptoms: GGUF loading failure vs missing `pad_token_id` on `Llama4Config`." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different code paths: generation with `inputs_embeds`/`past_key_values` vs multimodal fine-tuning with multiple images." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Not the same bug: ModelOutput key assignment logic vs Gemma-4 FSDP2 shared_kv_states rebuild KeyError." + "reason": "Different bugs: `ModelOutput` key bookkeeping vs Gemma4 FSDP2 shared KV state handling." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different issues: GGUF model loading vs CLIPTokenizer max-length handling." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is the _is_hf_initialized flag and the other is non-persistent buffer initialization; distinct code paths." + "reason": "Both are v5 regressions, but one is `_is_hf_initialized` handling and the other is non-persistent buffer serialization; not the same bug." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Unrelated: device_map/offload loading failure vs MoE training memory inefficiency." + "reason": "Different tokenizer issues: runtime post-processor updates vs missing BOS/EOS insertion for a specific tokenizer." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized argument handling." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Related tokenization area, but not the same issue: runtime post-processor updates vs add_special_tokens BOS/EOS behavior." + "reason": "Same broad model family, but sliding-window behavior and `init_empty_weights` argument handling are distinct code paths." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TensorFlow packaging, but the concrete symptoms and install paths differ too much to treat as one bug." + "reason": "Related packaging/backend theme, but one is missing TensorFlow in the torch extra and the other is a backend detection issue." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Completely different: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." + "reason": "Different problems: device-map/offload loading failure vs Qwen3 MoE training memory usage." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different regressions: ModelOutput key bookkeeping vs non-persistent buffer contents in v5." + "reason": "Unrelated bugs: `ModelOutput` key assignment vs junk-filled non-persistent buffers." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are AutoTokenizer regressions, but one is ignoring tokenizer.json and the other is Granite-specific token ID corruption." + "reason": "Both involve tokenizer loading, but one is ignoring `tokenizer.json` and the other is wrong token IDs for Granite; not enough evidence they are the same bug." }, { - "left": "issue:43296", - "right": "issue:46821", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Unrelated model-loading failure vs TimesFM window_size AttributeError." + "reason": "Different failures: Qwen3 device-mapping CUDA assert vs Mistral tokenizer regex patch crash." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect sequence classification, but one is flash_attention_3 training degeneration and the other is num_labels=1 loss degeneration." + "reason": "Both mention degenerate training, but one is tied to flash-attention 3 and the other to a single-label classification loss edge case." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different batching/masking bugs in different models; not the same underlying defect." + "reason": "Different model/pathology: MIMI padding-mask batching bug vs Gemma3 sliding-window NaNs." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:43296", + "right": "issue:46821", "accept": false, - "reason": "Unrelated: Video-LLaVA architecture/weight-sharing issue vs Sam3 text encoder weights not loading." + "reason": "Different products and failures: PaddleOCR-VL load in vLLM vs TimesFM `window_size` AttributeError." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are broad Transformers v5 regressions, but they affect different initialization/loading paths." + "reason": "Both are Transformers v5 init/load regressions, but one is `base_model_prefix` loading and the other is custom model initialization; similar area, not clearly the same bug." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "No meaningful overlap: TensorFlow packaging vs PaddleOCR-VL loading in vLLM." + "reason": "Different model-loading issues: Video-LLaVA tower/weights problem vs Sam3Model text-encoder weights not loading." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different multimodal model issues: Video-LLaVA tower behavior vs Qwen3.5 save_pretrained visual key regression." + "reason": "Different bugs in different models: Video-LLaVA architecture issue vs Qwen3.5 `save_pretrained` visual-key regression." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk vs ModelOutput key assignment are unrelated bugs." + "reason": "Different regressions: buffer serialization junk vs `ModelOutput` key handling." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both are loading-related, but whisper-large-v2 runtime failure and meta-device model loading are distinct." + "reason": "Different topics entirely: TensorFlow packaging/backend vs PaddleOCR-VL loading in vLLM." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Unrelated: torch.export with torch_compilable_check vs bf16 inference dtype mismatches." + "reason": "Different failure modes: `torch.export`/`torch_compilable_check` vs bf16 dtype mismatches in inference." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Related Qwen2.5-VL area, but one is still-image temporal position scaling and the other is video vision_position_ids; not the same concrete bug." + "accept": true, + "reason": "Both report the same Qwen2.5-VL position-id/rope-index bug affecting still-image and video paths." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 implementation bug: 43493 reports the HF-vs-JAX discrepancy, and 43994 shows the resulting bad outputs on a concrete model/pipeline." + "reason": "Same SigLIP2 correctness regression: one reports the HF-vs-JAX discrepancy, the other its broken AutoModel/pipeline behavior." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Different multimodal problems: multi-image iterable finetuning failure vs Qwen2.5-VL video position-id bug." + "reason": "Different multimodal bugs: iterable-dataset multi-image finetuning failure vs Qwen2.5-VL position-id computation." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different Qwen2.5-VL/Kosmos2.5 issues with separate failure modes and models." + "reason": "Different models and failures: Qwen2.5-VL position ids vs Kosmos2.5 OCR index error." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both involve lm_head weights, but one is missing weight tying and the other is serialization inconsistency by device." + "reason": "Related around tied `lm_head` weights, but one is a missing tie causing bad generation and the other is device-dependent serialization behavior." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Unrelated: Qwen3Moe FP8 configuration failure vs Qwen2.5-GGUF loading under v5." + "reason": "Different bugs and models: Qwen3MoE FP8 config failure vs Qwen2.5 GGUF loading failure." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Different config/loading problems: unexpected _is_hf_initialized argument vs strict config rejection for granite_speech." + "reason": "Different areas: tokenizer BPE-marker handling vs Qwen2.5-VL position-id logic." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index/position-id behavior." + "reason": "Different loading problems: `_is_hf_initialized` init arg handling vs strict config rejection for `granite_speech`." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it stays within what the issue titles support, uses cautious language for the SigLIP2 pairing, and the soft-edge rejections are generally conservative. No pull requests are present." + "feedback": "The analyst summary is grounded in the packet and stays conservative. The two accepted pairs are plausibly the same underlying bug family from the issue titles, and the rejected pairs are generally framed as related-but-distinct rather than overstated as duplicates. The canonical/best-issue choice for 43611 is also supported by the titles in the set." }, "evaluator_used": true, "retried": false, @@ -4037,7 +4100,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:34634", "issue:35707", @@ -4058,6 +4121,7 @@ "issue:43550", "issue:43572", "issue:43606", + "issue:43701", "issue:43720", "issue:43746", "issue:43749", @@ -4075,7 +4139,7 @@ "issue:44610", "issue:44898", "issue:45072", - "issue:45381", + "issue:45325", "issue:45584", "issue:45701", "issue:45759", @@ -4088,245 +4152,245 @@ "issue:46821" ], "soft_pairs": [ - "issue:42796|issue:45381", "issue:43873|issue:45701", - "issue:44479|issue:45823", + "issue:43701|issue:45325", "issue:43606|issue:44265", - "issue:40990|issue:45584", "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:44479|issue:45823", "issue:43881|issue:44488", - "issue:43828|issue:46821", "issue:35707|issue:41720", "issue:34634|issue:35707", + "issue:43828|issue:46821", "issue:43454|issue:43550", - "issue:43606|issue:43819", "issue:39692|issue:40444", + "issue:43606|issue:43819", "issue:44186|issue:44265", "issue:41720|issue:45823", "issue:43377|issue:44610", "issue:46305|issue:46315", "issue:43257|issue:45923", "issue:44568|issue:45920", - "issue:45823|issue:46821", "issue:42796|issue:46209", "issue:43454|issue:45072", - "issue:43317|issue:43873", + "issue:45823|issue:46821", "issue:43377|issue:44898", "issue:43454|issue:43720", "issue:40990|issue:42947", "issue:42617|issue:42915", "issue:43749|issue:44534", - "issue:43572|issue:45759", - "issue:43526|issue:43883" + "issue:43317|issue:43873", + "issue:43526|issue:43883", + "issue:43572|issue:45759" ], - "prepared_review_unit_hash": "40acb9e4fbe8be2dcec83aee33ae6b7f9bb130e10d39e673083ac481d0aea1d4", + "prepared_review_unit_hash": "18ff378962f94523322fb258df95386765683cc50bf64c11edccb9a43c764b26", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36241, - "estimated_input_tokens": 9061, - "estimated_eval_tokens": 18378 + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer, multimodal, offloading, loading, and training bugs. None of the soft pairs look like the same underlying defect, so no deduplication merge is justified.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out because the cluster mixes many unrelated bug families; the broadest item (43873) is too generic to represent the others.", + "summary": "The cluster is highly heterogeneous: the soft edges mostly connect superficially similar issue titles, but they span different models, features, and code paths. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items cover unrelated regressions across loading, tokenization, multimodal processors, training, export, and inference, so the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative for deduping this cluster; even the broadest reports are about different code paths and symptoms.", + "best_issue_reason": "If forced to keep one representative, issue:43873 is the broadest and most active open report, but it still only covers quantization/offloading and should not act as an umbrella for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42796", - "right": "issue:45381", - "accept": false, - "reason": "Tokenizer BPE-marker handling vs video vision_position_ids are different bugs in different subsystems." - }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized/offloaded loading problems are not the same as a tokenizer regression." + "reason": "Both mention odd model behavior, but one is a quantization/offload issue and the other is a tokenizer/version regression; different failure modes and code paths." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Both involve device placement in multimodal models, but the concrete failures and models are different." + "reason": "Resume/checkpoint key mismatch is unrelated to Qwen2.5-VL RoPE position scaling; only a loose training/inference similarity." }, { "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 for Bark is not the same as torch.export failing on torch_compilable_check; distinct subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT adapter loading from local checkpoints." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on a language model is not the same issue as Whisper empty-transcription generation failure." + "reason": "Perplexity regression on gpt-oss is a model evaluation issue, while Whisper's failure is an empty-transcription special-token bug." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are different code paths." + "reason": "Both are multimodal regressions, but one is a v5 video-input regression and the other is a Gemma4 PLE device-map forward mismatch." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two model-loading failures, but for different models and likely different root causes." - }, - { - "left": "issue:43828", - "right": "issue:46821", - "accept": false, - "reason": "Autocast dtype mismatch and a window_size AttributeError are unrelated defects." + "reason": "GLM-4V-9B loading failure and loading cjvt/sleng-bert are unrelated model-loading problems." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Generation with inputs_embeds/past_key_values is unrelated to an auto device-map CUDA assert." + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device-mapping cudaErrorAssert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset is a processor preset bug, not a generation-cache bug." + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are different APIs and bugs." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "Weight tying in AyaVision and torch.compile SDPA failures are different problems." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM's window_size AttributeError." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "CPU offload device mismatch and DAC STE mismatch do not share the same root cause." + "reason": "AyaVision lm_head tying and Bamba torch.compile+SDPA failures affect different model internals." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Doc example mismatches/quantization errors are not the same as iterable-dataset multi-image finetuning failures." + "reason": "SigLIP2 doc example errors are documentation/processor issues; Qwen2.5-VL finetuning fails in dataset handling with multiple images per prompt." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both involve model math/runtime issues, but Bark CPU-offload device mismatch is not DAC.from_latents vs forward mismatch." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export compatibility checks." + "reason": "LayoutLMv2Tokenizer crashes on NER/padding are tokenizer-specific, while torch.export export failure is a compiler/export path issue." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map=auto, but model family, error, and failure point differ." + "reason": "Qwen3 device-map cudaErrorAssert and Gemma4 PLE forward device mismatch are separate model families and error sources." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Padding-mask batching differences are unrelated to a processor/model image-size mismatch." + "reason": "MIMI batch-padding-mask inconsistency is an encoder bug; OmDet-Turbo is a processor output-size mismatch." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window off-by-one and token-ID lookup performance regression are unrelated." + "reason": "One is an off-by-one in streaming window masking; the other is a tokenizer performance regression in convert_tokens_to_ids." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Accelerate+deepspeed MoE weight conversion and a missing gradient-checkpointing flag are different bugs." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is not the same as a missing supports_gradient_checkpointing flag." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion for a single tokenizer while the other affects token IDs across multiple models." - }, - { - "left": "issue:45823", - "right": "issue:46821", - "accept": false, - "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "mdeberta-v3-base special-token insertion regression is a tokenizer-specific bug, unlike the broader wrong-token-IDs regression across multiple models." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE markers and FP8 inference on B200 are completely different issues." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated issues." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "LM head weight tying and bfloat16 dtype mismatches are distinct code-path failures." + "reason": "AyaVision weight tying and dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths and model families." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broad quantization offloading report; not the same concrete bug." + "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError do not share the same underlying bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batch-padding behavior and Perceiver non-default resolution handling are separate model-specific bugs." + "reason": "MIMI padding-mask batching bug is unrelated to Perceiver non-default resolution interpolation failure." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying in AyaVision is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "AyaVision lm_head tying issue and BitNet packed-weight unpacking during accelerate loading are unrelated loading/model-structure bugs." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity evaluation on gpt-oss-20b is unrelated to gradient checkpointing with PEFT LoRA." + "reason": "High perplexity on a language model and ineffective gradient checkpointing with PEFT LoRA are different training/evaluation problems." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "A 3d_parallel.py runtime problem is not the same as a Qwen3Moe FP8 configuration failure." + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3MoE FineGrainedFP8Config support." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP RAM-efficient loading and non-persistent buffer junk are both loading-related, but not the same defect." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both v5-era issues, but they concern different mechanisms and symptoms." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Missing pad_token_idx in a config and unwrapping text_config for composite multimodal configs are different API issues." + "reason": "device_map auto dequantized model offload and quantization/offloading not working as expected are related at a high level, but the concrete failures are different and not mergeable as one bug." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo weight-tie metadata are unrelated." + "reason": "BeitImageProcessorFast reduce_labels and Molmo missing all_tied_weights_keys are unrelated processor vs model attribute bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config for composite Qwen multimodal configs." } ] }, @@ -4348,7 +4412,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:26413", "issue:28530", @@ -4405,246 +4469,246 @@ "issue:36331|issue:42617", "issue:44387|issue:45704", "issue:41720|issue:44977", - "issue:36331|issue:42915", "issue:44466|issue:45357", - "issue:44877|issue:44991", + "issue:36331|issue:42915", "issue:43450|issue:45701", - "issue:43065|issue:46402", "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:44877|issue:44991", "issue:44186|issue:45072", "issue:26413|issue:28530", - "issue:43873|issue:44756", "issue:41720|issue:42617", "issue:43550|issue:43720", + "issue:43873|issue:44756", "issue:46612|issue:46858", - "issue:45685|issue:46821", "issue:43577|issue:43708", "issue:43295|issue:45701", + "issue:45685|issue:46821", "issue:43550|issue:43606", - "issue:43646|issue:46665", "issue:44186|issue:44610", - "issue:42915|issue:43317", + "issue:43646|issue:46665", + "issue:44734|issue:46858", "issue:43404|issue:45357", "issue:44610|issue:44898", - "issue:44734|issue:46858", - "issue:36010|issue:42617", + "issue:42915|issue:43317", "issue:44423|issue:45406", + "issue:36010|issue:42617", "issue:44008|issue:45823" ], - "prepared_review_unit_hash": "30bd9a7719cc972eeb90c9eaba208966fa2366d75c67cb3ca39a025634d11545", + "prepared_review_unit_hash": "993f0f1ecd22ef5a973a48666253fd3c4f9c808c17debe661c4fefd6535af4d2", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36631, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "serialized_chars": 36635, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a grab-bag of unrelated trainer, tokenizer, multimodal, quantization, serving, and cache bugs. None of the soft pairs look like the same underlying defect, so all are rejected. Issue 43708 is the strongest standalone bug report, but there is no true cluster-wide canonical issue.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is noisy and heterogeneous: it mixes unrelated bugs across training, checkpoint resume, loading/offload, tokenizers, multimodal serving, quantization, and backend-specific failures. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43873 is the broadest representative of the loading/offloading/quantization theme that appears in a few nearby reports, but the cluster as a whole is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43708 is the clearest, most actionable regression report in the set, with a precise trainer checkpoint/max_steps repro; however, the overall collection is too heterogeneous to treat it as a real canonical cluster issue.", + "best_issue_reason": "issue:43873 is the closest overall representative because it is broad, open, and centered on the shared offloading/quantization motif, even though it does not unify the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Both are loading-related, but one is a Llava Next segfault and the other is a save/load breakage after sinq quantization; different models and failure modes." + "reason": "Different bugs: Llava Next loading segfault vs quantized save/load breakage after sinq serialization." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "GLM-4V model loading failure vs tokenizer loading for est-roberta; unrelated subsystems and artifacts." + "reason": "Unrelated failures: glm-4v-9b model loading vs tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Auto device map CUDA assert on Qwen3 vs segfault loading Llava Next; different model families and code paths." + "reason": "Different code paths and symptoms: auto device mapping CUDA assert vs Llava Next model-loading segfault." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected compute_loss keyword argument in Trainer vs a 3d_parallel.py runtime failure; no shared root cause." + "reason": "Trainer compute_loss signature change is unrelated to a failure running 3d_parallel.py." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM vs T5 using apex.FusedRMSNorm memory leak; both memory-related but not the same bug." + "reason": "Int4 quantization OOM from reserved memory is unrelated to T5's apex FusedRMSNorm memory leak." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Same broad Qwen family, but device-map CUDA assert and flash-attention generation failure are distinct code paths." - }, - { - "left": "issue:36331", - "right": "issue:42915", - "accept": false, - "reason": "CustomTrainer.compute_loss API mismatch vs Qwen3MoE FP8 loading failure; unrelated bugs." + "reason": "Qwen3 auto-device-map CUDA assert and Qwen3.5 flash-attention generation failure are distinct problems." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve serialization, but one is lm_head tying/device-dependent while the other is incorrect visual encoder key saving in Qwen3.5." + "reason": "Tied-weight serialization inconsistency is unrelated to Qwen3.5 visual encoder key saving regression." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Strict config loading for granite_speech vs tokenizer loading for est-roberta; unrelated issues." + "reason": "Unexpected num_items_in_batch in compute_loss is unrelated to FineGrainedFP8Config model failure." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug vs tokenizer version-dependent behavior; different components and symptoms." - }, - { - "left": "issue:43065", - "right": "issue:46402", - "accept": false, - "reason": "Sam3 pixel decoder Conv2d placeholder vs Sam3 text encoder weights not loading; same model family, different concrete problems." + "reason": "Batched video processor shape bug is not the same as a tokenizer behavior change across versions." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression on gpt-oss vs tokenization changes across versions; not the same failure." + "reason": "High perplexity on GPT-OSS with WikiText-2 is a different issue from version-dependent tokenization changes." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text encoder weights are separate model-loading bugs." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech is unrelated to tokenizer loading for est-roberta." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2Tokenizer crash vs dtype mismatch in SwitchTransformers/TimmWrapperModel; unrelated." + "reason": "LayoutLMv2Tokenizer crashes and dtype mismatches in bfloat16 inference are different subsystems and failures." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume epoch_iterator failure vs early stopping metric lookup disabling; both Trainer-related but different bugs." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Quantization offload expectations vs mmap OOM on Strix Halo; different memory/offload mechanisms and root causes." + "reason": "Checkpoint resume epoch_iterator failure is unrelated to early stopping requiring metric_for_best_model." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert vs 3d_parallel.py failure; no shared underlying bug." + "reason": "Qwen3 auto device mapping assert and inability to run 3d_parallel.py are not the same bug." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile + SDPA issue in Bamba vs packed-weight unpacking during accelerate loading for BitNet; distinct code paths." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Both touch generation cache logic, but one is missing cache reorder support and the other is device-tensor seq_length arithmetic; not the same bug." + "reason": "Quantization offload not working and disabling mmap on Strix Halo to avoid OOM are different root causes and fixes." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "MPS histogram on Int in moe vs TimesFM window_size AttributeError; unrelated." + "reason": "Beam-search cache reorder omission is not the same as the static-cache seq_length device-tensor bug." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation bug vs Trainer resume max_steps miscalculation; different models and layers." + "reason": "BLIP2 dtype propagation and Trainer resume max_steps calculation are unrelated training/loading issues." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer regression in custom model code vs version-driven tokenization changes; too broad and not the same defect." + "reason": "Processor.tokenizer regression with images is unrelated to version-dependent tokenization behavior." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs CPU offload device mismatch for bark-small; different model/runtime issues." + "reason": "MPS histogram_int failure and TimesFM window_size AttributeError are distinct backend/model bugs." }, { - "left": "issue:43646", - "right": "issue:46665", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Both mention custom model/loading behavior, but one is Transformers 5.0 init breakage and the other is inconsistent from_pretrained inside Python classes; not one concrete bug." + "reason": "Bamba torch.compile/SDPA failure is not the same as Bark CPU-offload device mismatch." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER/batched padding vs OmDet processor producing wrong image size; unrelated preprocessing bugs." + "reason": "Tokenizer crash on NER/padding and processor output size mismatch are different model-processing bugs." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5 is not the same as from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Qwen3MoE FP8 load failure vs dequantized model load failure with gpu+cpu offload; both quantization-related but different mechanics." + "reason": "KV-cache continuation indexing in serve is unrelated to static-cache seq_length arithmetic on non-CUDA backends." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head weight tying issue in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different models and serialization problems." + "reason": "Mistral3 tied lm_head weight bug and Qwen3.5 visual encoder key regression are different serialization issues." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Processor output resolution mismatch vs Perceiver non-default resolution failure; both vision-input related, but distinct bugs." + "reason": "Both mention image size, but OmDet-Turbo's processor/model size mismatch is not the same as Perceiver's interpolation failure." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "KV cache continuation tensor indexing bug vs cache.get_seq_length returning a device tensor; both cache-related but not the same code-path problem." + "reason": "FineGrainedFP8Config failure and dequantized-model loading with cpu/gpu offload are different quantization/loading bugs." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "GenerationMixin import error vs 3d_parallel.py failure; unrelated." + "reason": "Continuous-batching multimodal crash with str.to and Gemma4Processor missing _tokenizer are similar in area but not the same concrete failure." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Multimodal continuous-batching crash from calling .to() on a string vs Gemma4Processor missing _tokenizer; both serve-related but different attribute bugs." + "reason": "GenerationMixin import error and 3d_parallel.py execution failure are unrelated." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n forward variable collision vs Gemma4 device mismatch with auto device map; unrelated model/runtime issues." + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are distinct model-specific bugs." } ] }, @@ -4666,7 +4730,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:28530", "issue:29159", @@ -4689,7 +4753,6 @@ "issue:43572", "issue:43606", "issue:43653", - "issue:43716", "issue:43720", "issue:43746", "issue:43782", @@ -4714,227 +4777,228 @@ "issue:46291", "issue:46665", "issue:46821", - "issue:46858" + "issue:46858", + "issue:46869" ], "soft_pairs": [ "issue:45632|issue:45684", + "issue:46821|issue:46869", "issue:44464|issue:46858", "issue:41720|issue:45161", - "issue:43531|issue:43572", "issue:28530|issue:33666", - "issue:42915|issue:46291", "issue:44671|issue:44743", - "issue:36331|issue:41720", + "issue:43531|issue:43572", + "issue:42915|issue:46291", "issue:43526|issue:43881", + "issue:36331|issue:41720", "issue:44186|issue:44361", - "issue:43425|issue:46821", - "issue:43716|issue:46821", "issue:43316|issue:44913", + "issue:43425|issue:46821", "issue:42915|issue:43322", "issue:28530|issue:30064", "issue:33357|issue:35707", "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:43550|issue:43653", "issue:30064|issue:34634", + "issue:44387|issue:45701", "issue:44492|issue:44509", - "issue:43550|issue:43653", "issue:43873|issue:45704", - "issue:44387|issue:45701", - "issue:29159|issue:36032", "issue:43606|issue:43720", "issue:44534|issue:46665", "issue:43531|issue:45759", "issue:41720|issue:43746" ], - "prepared_review_unit_hash": "66729ca53b82b1b4a78d52fe6c948a6c9f74b96add6f7279480fd4647b953726", + "prepared_review_unit_hash": "8df3a58df54fc239843be48eac7c6ca2bff371dd603c9bd4bf04ac915980cadc", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 34990, - "estimated_input_tokens": 8748, - "estimated_eval_tokens": 17752 + "serialized_chars": 34972, + "estimated_input_tokens": 8743, + "estimated_eval_tokens": 17742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated model, tokenizer, cache, quantization, and docs/runtime issues. I do not see any true duplicates among the soft-edge pairs; they mostly share broad subsystem vocabulary rather than the same underlying bug. No PRs are present.", - "confidence": 0.82, - "canonical_issue_reason": "issue:46858 is the most concrete and technically specific runtime bug in the set, but there is no strong single canonical issue because the cluster is not a duplicate group.", + "summary": "This is not a single duplicate cluster: the items cover many unrelated bugs, configs, and model-specific regressions. All soft edges are only broad subsystem similarities, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits: the items span unrelated bugs/features and do not share one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 is the best representative issue here: it has a precise failure mode, clear code-path impact, and is more actionable than the broader or more generic reports.", + "best_issue_reason": "No issue is suitable as a global best representative; the similarities are too shallow and model/subsystem-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Different bugs: cache-path collision for local models vs read-only permission propagation in save_pretrained." + "reason": "Different bugs: cache path collision for trust_remote_code vs read-only permission propagation in save_pretrained." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated model failures: TimesFM window_size AttributeError vs YOLO auto device-map multi-GPU issue." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache, but one is inconsistent compiled chunked generation outputs and the other is a static-cache seq_length tensor arithmetic bug on non-CUDA backends." + "reason": "Both involve compiled generation/cache, but one is inconsistent chunked outputs and the other is a static-cache slice arithmetic bug on non-CUDA." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime failures: cudaErrorAssert with auto device mapping vs tensor-parallelism not working for GPT-OSS MoE." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Unrelated issues: Qwen3-MoE sliding window behavior vs a missing pad_token_idx in StableLmConfig." + "reason": "Different parallelism problems on different models: Qwen3 auto device map crash vs GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric selection problem is unrelated to Qwen2-VL multi-GPU training." + "reason": "Training config/early-stopping issue vs Qwen2-VL multi-GPU training support; not the same defect." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Qwen3Moe FP8 loading failure is unrelated to pipelines import breaking on kernels version/revision requirements." + "reason": "Different model paths and symptoms: CamemBERT MLM prediction regression vs Qwen3.5 recurrent-state cache reset." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Both are model correctness bugs, but one is CamemBERT masked-LM output drift and the other is Qwen3_5 cache state reset logic." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to StableLmConfig's missing pad_token_idx regression." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto-device-map cuda assertions." + "reason": "FineGrainedFP8 quantization failure is unrelated to the kernels v0.15 import-time version check failure." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "Different layers entirely: BeitImageProcessorFast label reduction vs glm-4v-9b model loading failure." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Both tokenizer-related, but they affect different tokenizers and different failure modes." + "reason": "Trainer API signature change is unrelated to Qwen3 auto device-mapping CUDA assert." }, { - "left": "issue:43425", - "right": "issue:46821", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same bug as TimesFM window_size AttributeError." + "reason": "Both are tokenizer bugs, but they affect different tokenizers with different failure modes and code paths." }, { - "left": "issue:43716", - "right": "issue:46821", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Image preprocessor dtype mismatch is unrelated to TimesFM window_size handling." + "reason": "Config API discrepancy vs GPTNeoX rotary_pct reload regression; same general area, different underlying bugs." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43425", + "right": "issue:46821", "accept": false, - "reason": "Different config serialization/API bugs: Gemma3TextConfig discrepancy vs GPTNeoX rotary_pct reload regression." + "reason": "Torch version incompatibility is not the same as the TimesFM window_size AttributeError." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "FP8 config failure for Qwen3Moe is unrelated to Llava Next segmentation faults on load." + "reason": "Different failure classes and models: FP8 quantization error vs Llava Next segmentation fault on load." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric lookup is unrelated to void segmentation map processing in an image processor." + "reason": "Early stopping/eval metric configuration is unrelated to image processor void-segmentation-map handling." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different code paths." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe is not the same as Qwen3VL weight_only from_pretrained failure." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated." + "reason": "Video input processing error vs Qwen3VL weight_only loading error; not the same code path." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to stale pipeline-task documentation." + "reason": "Slow/fast tokenizer inconsistency is a different issue from T5Tokenizer's add_special_tokens method conflict." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are separate problems." + "reason": "Image segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "int4 quantization memory growth is unrelated to tokenization changing across versions." + "reason": "Memory/OOM regression under int4 quantization is unrelated to tokenization changes across versions." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and stale docs about removed pipelines are documentation-level, but not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer load-time add_special_tokens conflict." + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are distinct problems." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch for bark-small and BitNet packed-weight unpacking are distinct accelerate/loading issues." + "reason": "Both mention loading/offload, but device mismatch on CPU offload and unpacking packed weights are different root causes." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk values in v5 are unrelated to from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer junk filling in v5 is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Qwen3-MoE sliding-window bug is not the same as composite Qwen 3.5/3.6 text_config unwrapping." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different failures." + "reason": "Qwen3 auto device-map CUDA assert and GraniteSpeech PEFT checkpoint loading are different subsystems and failures." } ] }, @@ -4956,7 +5020,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:34567", "issue:34634", @@ -4964,6 +5028,7 @@ "issue:39692", "issue:41720", "issue:42490", + "issue:42886", "issue:43329", "issue:43381", "issue:43388", @@ -4983,9 +5048,8 @@ "issue:44589", "issue:44610", "issue:44625", + "issue:44843", "issue:44898", - "issue:44918", - "issue:44936", "issue:44987", "issue:44991", "issue:45042", @@ -5009,237 +5073,240 @@ ], "soft_pairs": [ "issue:42490|issue:43329", - "issue:43388|issue:45059", "issue:45406|issue:45464", + "issue:43388|issue:45059", "issue:43606|issue:43653", - "issue:43531|issue:46821", "issue:34567|issue:35707", "issue:43540|issue:46858", + "issue:43531|issue:46821", "issue:34634|issue:41720", - "issue:43531|issue:44589", + "issue:45759|issue:45859", "issue:45357|issue:46402", "issue:44451|issue:44991", - "issue:45759|issue:45859", "issue:44077|issue:44625", + "issue:43531|issue:44589", "issue:43644|issue:46665", "issue:44062|issue:44451", "issue:44898|issue:45072", - "issue:44987|issue:45042", "issue:44625|issue:45479", + "issue:44987|issue:45042", "issue:43381|issue:43844", "issue:39692|issue:44610", "issue:44368|issue:45357", "issue:46655|issue:46693", "issue:43746|issue:46050", - "issue:41720|issue:45704", "issue:43421|issue:43927", - "issue:44918|issue:44936", + "issue:41720|issue:45704", "issue:43381|issue:45704", - "issue:45704|issue:45923" + "issue:45704|issue:45923", + "issue:42886|issue:44843" ], - "prepared_review_unit_hash": "0ab7effe1fab0b03f12e9325439d1aa6f1dc99d7716a5fa58d994ae398bc089f", + "prepared_review_unit_hash": "337cf23d5fd3c13ce417c4786925329f99d1fd38f87d44ddcc3085f908da25ef", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36428, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "serialized_chars": 36496, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the items span many unrelated bugs across trainers, tokenizers, multimodal processors, loading/saving, and performance regressions. None of the soft pairs look like the same underlying defect, so they should all stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45042 is the strongest representative bug report here: it is concrete, regression-like, and well-scoped to a specific image-processing code path, with broader triage value than the other heterogeneous items.", + "summary": "This cluster is mostly heterogeneous and does not form a single duplicate set. Nearly all pairs are different bugs in different models/subsystems. The only clear duplicate-like match is the offline tokenizer/cache loading failure pair: issue:42886 and issue:44843.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44843 is the best canonical issue because it identifies the specific root cause (`model_info()` called unconditionally in `_patch_mistral_regex`) behind the broader offline tokenizer/cache failure reported in issue:42886.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45042 is the best overall issue for the cluster because it is actionable, reproducible, and clearly describes a single code-path problem rather than a vague or example-only failure.", + "best_issue_reason": "issue:44843 is the strongest global representative of the one true duplicate pair in this cluster; it is specific, actionable, and explains the symptom in issue:42886.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Different failures: a trailing-slash local model import warning vs undefined helpers in multimodal video token counting." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Unrelated code paths: last-batch metric gathering truncation vs SAM3 text/bbox behavior." + "reason": "Different bugs: local-path trailing-slash warning vs undefined variables in multimodal video token counting." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Serve crashes from a missing processor attribute are not the same as a Qwen3.5 streaming chat/completions failure." + "reason": "Different failures: Gemma4Processor missing `_tokenizer` vs Qwen3.5 streaming chat/completions crash." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "CPU offload device mismatch and tokenizer special-token registration are separate bugs in different subsystems." + "reason": "Different code paths: `gather_for_metrics` label truncation vs SAM3 PCS text/bounding-box behavior." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Qwen3-MoE sliding-window handling is unrelated to TimesFM's missing window_size attribute." + "reason": "Different bugs: Bark CPU offload device mismatch vs BigBirdTokenizer special-token decode issue." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are distinct problems." + "reason": "Different functionality: TrainerState token counter bug vs generation with `inputs_embeds`/`past_key_values`." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe is unrelated to cache seq-length tensor arithmetic under torch.compile." + "reason": "Different issues: Qwen3OmniMoe video input ValueError vs cache seq_length/device-tensor arithmetic in `_prefill`." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Same broad theme of window sizing, but different models and failures (`sliding_window` vs `window_size` AttributeError)." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset handling and Qwen3 auto device mapping CUDA asserts are different bugs." + "reason": "Bark voice_preset processing and Qwen3 auto device mapping CUDA assert are unrelated." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "A sliding_window config issue is not the same as a float8 storage lookup/type error." + "reason": "Both involve Qwen family configs, but one is `from_config` unwrapping and the other is CPU-offload rotary embedding behavior." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect save_pretrained visual keys in Qwen3.5 is unrelated to Sam3Model text encoder weight loading." + "reason": "Different save/load regressions: incorrect visual encoder keys vs text encoder weights not loaded." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "These are separate model/tokenizer loading failures for different models and failure modes." + "reason": "Both are tokenizer/model loading complaints, but for different models and likely different root causes." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "from_config text_config unwrapping and CPU-offload incompatibility in rotary embedding are not the same bug." + "reason": "Different config problems: `post_init` validation for PatchTSMixer vs `num_labels` propagation in Qwen3.5." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Optional post_init policy for patchtsmixer is unrelated to num_labels propagation in Qwen3.5." + "reason": "Unrelated: Qwen3-MoE sliding window bug vs missing `Float8_e4m3fnStorage` type." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption and from_pretrained behavior inside Python classes do not share the same underlying defect." + "reason": "Different bugs: non-persistent buffer initialization vs inconsistent `from_pretrained` behavior inside Python classes." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "An AddedToken keyword collision is unrelated to ScandiBERT model loading." + "reason": "AddedToken keyword-argument error is a tokenizer construction bug, not the same as loading ScandiBERT." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are separate inference problems." + "reason": "Different model/runtime issues: Perceiver interpolation failure vs dtype mismatch in bfloat16 inference." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Model loading failure for one repo is not the same as PIL image processors incorrectly requiring torchvision." + "reason": "Both mention `num_labels`, but one is config propagation and the other is a zero-loss classification bug." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Num-label propagation into text config is different from the single-label-classification zero-loss bug." + "reason": "Different regressions: model loading failure vs image processor requiring torchvision." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and gradient explosion under ZeRO-3 are unrelated training issues." + "reason": "Both are training-related, but one is checkpointing in eval mode and the other is a ZeRO-3 gradient anomaly." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Documentation/example errors do not match a processor/model resolution mismatch in OmDet-Turbo." + "reason": "Both are processor/model mismatches, but for different model families and distinct failure modes." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys being saved." + "reason": "Different Qwen-related problems: warning about `tie_word_embeddings` vs incorrect visual encoder keys on save." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation and long-context FA2 performance regression are different bugs." + "reason": "Different areas: SmolVLM video padding bug vs FA2 long-context performance regression." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to quantized save/load breakage after sinq." - }, - { - "left": "issue:41720", - "right": "issue:45704", - "accept": false, - "reason": "A CUDA assert in Qwen3 auto device mapping is not the same as an apex RMSNorm memory leak." + "reason": "Different save/load issues: PEFT local checkpoint loading vs quantized model round-trip after save_pretrained." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates for special tokens and config token-ID persistence are distinct issues." + "reason": "Both involve token-related configuration, but one is runtime post-processor updates and the other is config persistence for custom token IDs." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "TRL SFT unpacking of Qwen3.5 embeddings is unrelated to trainer.evaluate failing after train()." + "reason": "Unrelated: Qwen3 auto device mapping CUDA assert vs T5 apex RMSNorm memory leak." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "These are entirely different failures: checkpointing mode restrictions vs a T5/apex memory leak." + "reason": "Completely different issues: gradient checkpointing eval-mode restriction vs T5 memory leak." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "A memory leak in apex FusedRMSNorm is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Different concerns: apex RMSNorm leak vs missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer-loading failure; 44843 gives the specific root cause (`model_info()` called in `_patch_mistral_regex`) that explains 42886's cache-load breakage." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate-like pair, issue:42886 and issue:44843, is well supported by the titles, which describe the same HF_HUB_OFFLINE tokenizer-cache failure with 44843 giving the more specific cause. The other pair verdicts read as appropriately cautious given the distinct titles and subsystems." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5254,27 +5321,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:30064", "issue:36010", "issue:39692", - "issue:42886", "issue:43295", "issue:43421", "issue:43531", "issue:43540", "issue:43550", "issue:43596", - "issue:43618", + "issue:43611", "issue:43643", "issue:43653", - "issue:43697", "issue:43720", "issue:43746", "issue:43782", "issue:43819", "issue:43873", + "issue:43927", "issue:43994", "issue:44008", "issue:44062", @@ -5284,11 +5350,10 @@ "issue:44488", "issue:44514", "issue:44545", - "issue:44661", "issue:44671", - "issue:44843", + "issue:44918", + "issue:44936", "issue:44995", - "issue:45072", "issue:45081", "issue:45356", "issue:45381", @@ -5300,250 +5365,244 @@ "issue:46032", "issue:46294", "issue:46463", + "issue:46665", "issue:46693", "issue:46829", "issue:46832", "issue:46858" ], "soft_pairs": [ - "issue:42886|issue:44843", "issue:44514|issue:44545", + "issue:44918|issue:44936", "issue:45759|issue:45923", "issue:46032|issue:46463", "issue:39692|issue:43873", - "issue:43994|issue:44671", "issue:43746|issue:43873", + "issue:43994|issue:44671", "issue:43421|issue:43653", - "issue:30064|issue:36010", - "issue:44995|issue:46858", "issue:43782|issue:45381", + "issue:44995|issue:46858", "issue:43421|issue:44186", - "issue:46829|issue:46832", "issue:45081|issue:45356", + "issue:30064|issue:36010", "issue:45356|issue:45907", + "issue:46829|issue:46832", "issue:45987|issue:46829", "issue:43720|issue:43819", "issue:43653|issue:43720", - "issue:43596|issue:44220", "issue:43295|issue:45834", - "issue:43550|issue:45072", "issue:43550|issue:44361", + "issue:43550|issue:43927", "issue:44062|issue:44488", "issue:43540|issue:46294", - "issue:44008|issue:46858", + "issue:43596|issue:44220", "issue:45381|issue:46693", - "issue:44220|issue:44661", + "issue:44008|issue:46858", "issue:43531|issue:43643", - "issue:43618|issue:43697" + "issue:43611|issue:46665" ], - "prepared_review_unit_hash": "05291698c8ea49de2446ff219d382eddb9cebd9cf668b3231286b4b136bcfa76", + "prepared_review_unit_hash": "18e30f02d3adffa0c5369f220f98fd9f4c66e9af46d6efe4b61519614bcb6cdd", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36839, - "estimated_input_tokens": 9210, - "estimated_eval_tokens": 18676 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35928, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: nearly all pairs are related only by broad subsystem overlap, not the same underlying bug. The only clear duplicate is the Qwen2.5-VL batched `apply_chat_template` crash pair.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44545 is the best canonical issue because it is the clearest duplicate representation of the Qwen2.5-VL batched `apply_chat_template` crash and has slightly more context/activity than issue:44514.", + "summary": "This cluster is mostly heterogeneous false positives across unrelated Transformers bugs. Only one soft edge looks like a true duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template reports about batched input with padding=False.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44514 is the best canonical for the confirmed duplicate pair: it reports the same apply_chat_template batched-input/padding=False crash as 44545, but is earlier and has the fuller report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest issue candidate overall: it cleanly captures the only true duplicate pair in this set and is well-scoped to the concrete crash.", + "best_issue_reason": "issue:44514 is the best local anchor in this cluster, but only for the one confirmed duplicate pair; the rest of the cluster is too mixed to justify a single global canonical beyond that.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42886", - "right": "issue:44843", - "accept": false, - "reason": "Both involve offline/tokenizer loading behavior, but one is cache resolution and the other is an unconditional `model_info()` call in Mistral regex patching; different bugs." - }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same crash report for `Qwen2_5_VLProcessor.apply_chat_template` on batched input with `padding=False`; titles are near-identical duplicate descriptions." + "reason": "Same function, same batched-input padding=False crash, and same underlying bug report." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training/evaluation flows, but one is a Qwen3.5 embedding/SFT issue and the other is a generic train-then-evaluate failure." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Both touch model config/flags, but one is about unwrapping `text_config` in multimodal configs and the other is a missing `supports_gradient_checkpointing` attribute; not the same bug." + "reason": "Different problems: composite multimodal config unwrapping vs missing gradient-checkpointing flag on a trust_remote_code variant." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Different components and failures: Mamba2 cache/use-cache correctness vs T5 decoder input validation error messaging." + "reason": "Unrelated code paths: Mamba2 use_cache correctness vs T5 decoder-input validation error messaging." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "One is a SigLIP2 docs/example mismatch plus quantization failure, the other is offloading behavior with quantization; related theme, not the same underlying defect." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Both mention wrong model outputs, but they are different models and code paths (SigLIP2 pipeline vs CamemBERT masked LM predictions)." + "reason": "Both mention multimodal/quantization topics, but one is a docs/example failure and the other is an offloading behavior bug." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to quantization offloading behavior." + "reason": "PEFT local checkpoint loading for GraniteSpeech is a different issue from quantization offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM regression." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both are tokenizer/special-token issues, but one is runtime post-processor updates and the other is BigBirdTokenizer mask token registration; different failure modes." + "reason": "Both touch tokenizer internals, but one is runtime post-processor updates and the other is mask-token registration/empty decode." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Completely unrelated: void segmentation map processing vs `GenerationMixin` import error." + "reason": "Different Qwen variants and different failures: weight_only loading vs video position-id computation." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache sequence length, but the first is a stale indexer cache in GlmMoeDsa and the second is a static-cache device-tensor arithmetic issue; different code paths." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen VL-family issues, but one is a `weight_only=True` load error and the other is wrong video `vision_position_ids`; not the same bug." + "reason": "Both are cache-related, but one is a stale indexer on second forward and the other is a static-cache seq-length tensor issue in prefill/compile." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both involve tokenizers, but the specific failures are different: special-token post-processor updates vs LayoutLMv2 NER/batching crashes." + "reason": "Tokenizer backend post-processor updates are unrelated to LayoutLMv2 NER padding/truncation crashes." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Same model family, but different defects: output field assignment vs a forward-pass TypeError on feature-level mismatch." + "reason": "Shared Mistral-regex theme, but one is an AttributeError in patching and the other is a Kimi-K2.5 codec/regression warning issue." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Both are about Mistral regex/tokenizer handling, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec-handling regression with a misleading warning; not clearly the same bug." + "reason": "Completely unrelated: image processor segmentation-map handling vs a transformers.GenerationMixin import error." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex/codec handling is unrelated to `list_repo_files` failing to forward `revision`." + "reason": "Tokenizer regression vs hub API forwarding bug; no shared underlying code path." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failures: VideoPrism output field mix-up vs RT-DETR feature-level mismatch TypeError." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq-length return type vs VideoPrism output field mismatch are unrelated." + "reason": "Static cache seq-length return type bug is unrelated to VideoPrism hidden_states assignment." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model families and failures: BitNet packed-weight loading vs DAC `from_latents`/STE mismatch." + "reason": "Different subsystems: BitNet packed-weight loading vs DAC latent reconstruction mismatch." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Both are CI/model-loading-related, but one is tokenizer special-token registration and the other is BitNet packed-weight unpacking; no shared concrete bug." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Different subsystems and symptoms: Deepspeed ZeRO-3/BertModel init vs audio fbank feature extraction." + "reason": "Tokenizer special-token registration bug is unrelated to BitNet accelerate loading." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal/model-loading issues, but one is processor/tokenizer access regression and the other is long OCR input index handling; not the same bug." + "reason": "Processor.tokenizer regression is different from Kosmos2.5 long OCR index errors." }, { "left": "issue:43550", - "right": "issue:45072", + "right": "issue:44361", "accept": false, - "reason": "Different dtype/compile failures in different models; only broad inference-performance overlap." + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43550", - "right": "issue:44361", + "right": "issue:43927", "accept": false, - "reason": "One is torch.compile + SDPA in Bamba, the other is an MLukeTokenizer AttributeError; unrelated." + "reason": "Bamba compile/SDPA bug is unrelated to DiaConfig token-ID persistence loss." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Both involve tokenizers, but one is an `AddedToken` argument duplication bug and the other is a model load failure for `cjvt/sleng-bert`." + "reason": "AddedToken argument conflict does not match the sleng-bert model-loading report." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both concern Qwen video input, but one is a Qwen3OmniMoe processing `ValueError` and the other is apply_chat_template feature/token count mismatch; different concrete failures." + "reason": "Both involve video inputs, but one is Qwen3OmniMoe input processing and the other is chat-template token/feature alignment in Qwen3.5." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Gemma3n variable name collision is unrelated to static cache sequence-length arithmetic." + "reason": "BertModel zero3-init index error and _torch_extract_fbank_features are unrelated." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug is unrelated to FA2 long-context performance regression." + "reason": "Vision-position-id handling and FA2 long-context performance regression are different problems." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Audio feature extraction failure vs add-new-model-like mapping failure; no shared underlying bug." + "reason": "Gemma3n variable-name collision is unrelated to static-cache seq-length tensor arithmetic." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `trust_remote_code=True` losing fields in `AutoConfig`." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig field loss." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "CLIPOutput attentions assignment and RT-DETR output differences are unrelated model-specific regressions." + "reason": "Both concern loading, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:44514 / issue:44545, is well-supported by near-identical titles and matching crash descriptions, and the other rejections are framed cautiously without overstating evidence. No mergeability issues apply here because this cluster contains issues only." + "feedback": "The summary is grounded in the packet and stays conservative about the mixed cluster. The one accepted soft edge is well supported by the nearly identical issue titles and closely matching descriptions; the remaining verdicts are appropriately cautious and do not overclaim duplicate status." }, "evaluator_used": true, "retried": false, @@ -5562,7 +5621,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:30064", "issue:34634", @@ -5575,26 +5634,27 @@ "issue:43388", "issue:43540", "issue:43550", - "issue:43577", "issue:43606", - "issue:43611", + "issue:43618", "issue:43643", "issue:43644", "issue:43653", + "issue:43697", "issue:43716", "issue:43749", "issue:43756", - "issue:43818", "issue:43819", "issue:43825", "issue:43994", "issue:44008", "issue:44186", + "issue:44220", "issue:44442", "issue:44448", "issue:44479", "issue:44485", "issue:44509", + "issue:44661", "issue:44671", "issue:44821", "issue:44843", @@ -5609,229 +5669,227 @@ "issue:45584", "issue:45685", "issue:45834", - "issue:46032", - "issue:46291", - "issue:46665" + "issue:46032" ], "soft_pairs": [ - "issue:43611|issue:46665", + "issue:43618|issue:43697", "issue:43653|issue:43819", "issue:44186|issue:44898", - "issue:30064|issue:36331", - "issue:41720|issue:44991", + "issue:44220|issue:44661", "issue:43643|issue:44877", + "issue:41720|issue:44991", "issue:43335|issue:43756", + "issue:30064|issue:36331", "issue:43550|issue:43819", - "issue:44821|issue:45084", "issue:44843|issue:45081", "issue:43540|issue:44008", "issue:44485|issue:44509", "issue:39692|issue:45834", + "issue:44821|issue:45084", "issue:44186|issue:44442", "issue:44448|issue:44671", "issue:43644|issue:43749", + "issue:45183|issue:45479", "issue:43322|issue:45685", "issue:34634|issue:36010", "issue:43606|issue:45072", - "issue:45183|issue:45479", "issue:45584|issue:45834", - "issue:43716|issue:44008", "issue:44479|issue:45834", "issue:43388|issue:46032", - "issue:44991|issue:46291", + "issue:43550|issue:45072", "issue:43825|issue:43994", - "issue:43577|issue:43818" + "issue:43716|issue:44008" ], - "prepared_review_unit_hash": "1247c1d841b199f923015e6d1db95cae1efb910b47c85f4571a08e5cd6fc312c", + "prepared_review_unit_hash": "0619e9294eb1bf859831e3a56b3ce3f38972907a6b5ff4104ed4ffb821f69a8b", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36179, - "estimated_input_tokens": 9045, - "estimated_eval_tokens": 18346 + "serialized_chars": 35414, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster emerges here: the items span unrelated bugs across tokenizers, model loading, generation, docs, and runtime backends. The soft pairs are mostly same-area but different concrete failures, so they should stay separate.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue; the set mixes unrelated bugs across tokenizer, model loading, generation, docs, and runtime backends.", + "summary": "This cluster is a semantic false positive: the issues span unrelated bugs across many different models and subsystems (tokenizers, configs, multimodal processors, training, inference, docs, and CI regressions). None of the soft edges look like true duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one concrete bug or fix target.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue for deduplication; none of these issues cleanly represents the others as the same underlying bug.", + "best_issue_reason": "No single issue is a good representative; picking any one would misrepresent the rest of the cluster because the failure modes and code paths are distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Both involve loading APIs, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside user classes; not the same bug." + "reason": "Both are v5 regressions, but they affect different model families and different code paths (CLIPOutput vs RTDetrV2 outputs)." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent decoding are unrelated code paths with different symptoms." + "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated bugs." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes and Perceiver interpolation failures are different model-specific bugs." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-size failures are separate model-specific issues." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "ImageProcessor segmentation-map handling and CustomTrainer loss signature mismatch are unrelated." + "reason": "Audio fbank feature extraction and the add-new-model-like script failure are unrelated." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Qwen3 auto device mapping CUDA asserts and est-roberta tokenizer loading failures are different failure modes." + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection for granite_speech." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Both are config-loading related, but one loses fields via trust_remote_code and the other rejects granite_speech under strict config checks." + "reason": "Qwen3 device-mapping CUDA asserts and tokenizer loading for est-roberta are unrelated." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are separate architecture issues." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer selection are different model bugs." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "torch.compile/SDPA on Bamba and DAC.from_latents missing STE are unrelated." + "reason": "Segmentation-map processing and CustomTrainer loss-signature handling are unrelated." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors do not share the same code path." + "reason": "torch.compile/SDPA behavior in Bamba is unrelated to DAC latent decoding mismatch." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline hub call issue and the other is a tokenizer attribute crash; separate bugs." + "reason": "Same helper function area, but different concrete failures: offline model_info call vs backend_tokenizer attribute error." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3Omni video processing and Gemma3n audio_mel_mask naming collision are different multimodal bugs." + "reason": "Video input validation in Qwen3OmniMoe and Gemma3n variable collision are different multimodal bugs." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation and outdated docs for removed pipeline tasks are not the same underlying problem." + "reason": "GLM-5 RoPE implementation discussion and v5 docs cleanup are not the same bug/change." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs example errors and Kosmos2.5 long-OCR indexing are unrelated." + "reason": "SigLIP2 docs/model mismatch and Kosmos2.5 OCR long-input indexing are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a template-compilation TypeError are unrelated code paths." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer batching/padding crashes and AutoTokenizer loading failure are different tokenizer issues." + "reason": "Both mention tokenizers, but they are different tokenizer/model failures with different symptoms and fixes." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different models and different symptoms: Pegasus output drift vs CamemBERT masked-LM regression." + "reason": "Different output regressions in different models; no shared concrete bug." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are distinct loading/runtime bugs." + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are separate issues." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and degenerate zero-loss classification are unrelated." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segfaults and MPS histogram unsupported for Int are unrelated backend/model failures." + "reason": "Llava Next segmentation faults and MPS histogram support are unrelated runtime issues." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import errors are completely separate." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch for Bark and bf16 dtype mismatches for SwitchTransformers/TimmWrapperModel are different issues." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Input validation messaging and single-label zero-loss behavior are not the same bug." + "reason": "Both are device/dtype mismatch reports, but they affect different models and execution paths." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription after special-token alignment and Kosmos2.5 long OCR indexing are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Mistral-3 preprocessor/model dtype mismatch and Gemma3n attribute collision are different multimodal failures." + "reason": "Whisper empty-transcription failure after token alignment is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are separate input-shape bugs." + "reason": "Qwen video-input regression and Kosmos2.5 long OCR indexing are unrelated." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache incorrect results are different training/inference bugs." + "reason": "Metric gathering on tuple labels and Mamba2 cache corruption are different bugs." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading for a specific model and kernels import/version requirements are unrelated." + "reason": "Bamba torch.compile/SDPA failure and bfloat16 dtype mismatches are not the same code-path problem." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline task deprecation messaging and SigLIP2 nonsensical outputs are different issues." + "reason": "Pipeline docs/error-message regression and SigLIP2 nonsensical outputs are unrelated." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." + "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n audio mask name collision are unrelated." } ] }, @@ -5853,7 +5911,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:28218", "issue:29159", @@ -5870,6 +5928,7 @@ "issue:43720", "issue:43749", "issue:43782", + "issue:43818", "issue:43819", "issue:43825", "issue:43827", @@ -5881,20 +5940,20 @@ "issue:44671", "issue:44805", "issue:44811", - "issue:44857", "issue:44912", "issue:44936", "issue:44977", + "issue:44991", "issue:45003", "issue:45020", "issue:45072", "issue:45081", "issue:45325", "issue:45381", - "issue:45406", "issue:45701", "issue:45987", "issue:46285", + "issue:46291", "issue:46294", "issue:46463", "issue:46512", @@ -5904,17 +5963,19 @@ "issue:46846" ], "soft_pairs": [ + "issue:43577|issue:43818", "issue:43950|issue:45987", - "issue:43582|issue:46512", "issue:43782|issue:44977", + "issue:43582|issue:46512", "issue:43421|issue:44811", "issue:46294|issue:46463", + "issue:44991|issue:46291", "issue:44561|issue:45020", "issue:43931|issue:46846", - "issue:44805|issue:44936", "issue:43540|issue:45381", "issue:43825|issue:43827", "issue:44610|issue:45072", + "issue:44805|issue:44936", "issue:43720|issue:45072", "issue:28218|issue:29159", "issue:43749|issue:44291", @@ -5924,207 +5985,202 @@ "issue:42175|issue:45081", "issue:34634|issue:36331", "issue:45003|issue:46285", - "issue:43653|issue:44912", "issue:46697|issue:46728", + "issue:43653|issue:44912", "issue:43262|issue:43819", - "issue:43782|issue:45325", - "issue:45081|issue:45406", - "issue:43582|issue:44857" + "issue:43782|issue:45325" ], - "prepared_review_unit_hash": "8adefc2b5f6e12a9474e204fb231761ee032e296ae9da91c20b6951988624c9f", + "prepared_review_unit_hash": "b3d9941364c15a95f7ec8c6a591efb58ffc22d2116e3d3b295945df052c85b97", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35344, - "estimated_input_tokens": 8836, - "estimated_eval_tokens": 17928 + "serialized_chars": 35988, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The tokenizer pair is a tentative title-level match: both reports center on tokenizer behavior, with 28218 open and 29159 closed, but the packet alone does not prove duplication. The other soft edges still look like different concrete bugs.", - "confidence": 0.52, - "canonical_issue_reason": "issue:28218 is the best issue candidate because it is open and directly names the added-token spacing symptom; issue:29159 is a closed tokenizer behavior report that may be related, but the packet only supports a tentative match.", + "summary": "No strong duplicate/merge candidates stand out: the pairs mostly share broad theme words (tokenizer, loading, dtype, video, etc.) but describe different concrete failures, models, or code paths. I would keep them separate and use the most active, well-scoped bug report as the cluster representative.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43749 is the best cluster representative: it has the highest discussion/inbound-reference activity and a concrete, reproducible regression around FSDP CPU RAM-efficient loading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the best global issue candidate because it is open and the title most directly states the symptom; issue:29159 is related at the title level, but the evidence is not strong enough to treat it as the same bug outright.", + "best_issue_reason": "Issue 43749 is the strongest global issue candidate because it is high-signal, actionable, and clearly describes a specific broken loading path with visible user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Different bugs: one concerns non-persistent buffer loading corruption, the other a return-type issue in StaticCache.get_seq_length()." + "reason": "Different bugs: Blip2 dtype/state loading vs Video-LLaVA missing temporal attention and near-duplicate weights." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Unrelated failures: Apple Silicon allocator warmup TypeError vs stale config dtype after from_config()." + "reason": "Unrelated failures: non-persistent buffer corruption during from_pretrained vs StaticCache.get_seq_length return-type mismatch." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen3 problems with different symptoms and code paths: weight_only loading error vs flash-attention generation failure." + "reason": "Different models and code paths: Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Different dtype-related issues: Apple Silicon allocator warmup TypeError vs from_config leaving config.dtype stale." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime special-token post-processing and the other is Whisper batch_decode skip_special_tokens handling." + "reason": "Different tokenizer issues: runtime special-token post-processor update vs Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different models and failures: Qwen3.5 video chat-template mismatch vs T5 decoder-input validation error message." + "reason": "Different problem areas: Qwen3.5 video token/features mismatch vs T5 decoder-input validation error message." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure and pipelines import dependency failure are unrelated regressions." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Related to remote_code breakage at a broad level, but the concrete issue is different: one names is_torch_fx_available removal, the other is a broader regression report." + "reason": "Broadly related to remote_code, but one is a specific removed helper and the other is a general remote_code breakage report." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Different shape-error causes: Qwen3-VL loading mismatch vs missing TP plan entries for linear_attn." - }, - { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "No shared underlying bug: mask/index shape mismatch vs trainer.evaluate() failing after train()." + "reason": "Different Qwen3-VL loading/shape problems: weight mismatch vs missing linear_attn TP plan entries." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both mention video inputs, but they affect different model families and different internals." + "reason": "Different multimodal bugs in different models: Qwen3OmniMoe video processing vs Qwen2.5-VL vision_position_ids." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an incorrect error message, the other is stale documentation; related topic, not the same bug." + "reason": "Runtime error-message issue vs documentation still referencing removed pipeline APIs; not the same underlying bug." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Completely different problems: image processor resolution mismatch vs bfloat16 dtype mismatch." + "reason": "Different subsystems and failures: OmDet-Turbo preprocessing mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different training/runtime failures: mask shape IndexError vs trainer.evaluate() breaking after train()." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different code paths and symptoms: packed-weight loading vs dtype mismatch in inference." + "reason": "BitNet packed-weight loading failure is unrelated to bfloat16 dtype mismatches in other models." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Tentative accept: the titles both point to tokenizer behavior, and one is open while the other is closed, but the packet only supports a cautious same-bug match." + "accept": false, + "reason": "Tokenizer spacing bug may be related thematically, but the second issue is a broader slow/fast inconsistency report, so this is not clearly the same bug." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights with an unexpected argument." + "reason": "Different loading regressions: FSDP CPU RAM-efficient loading vs init_empty_weights/_is_hf_initialized argument error." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Different contexts and failures: Jupyter custom model initialization vs from_pretrained inside Python classes." + "reason": "Both involve custom model loading, but one is a Jupyter/v5 regression and the other is generic from_pretrained behavior inside Python classes." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "No overlap in bug mechanism: BLIP2 dtype preservation vs Apple Silicon allocator warmup TypeError." + "reason": "Unrelated dtype/precision problems: Blip2 model dtype mismatch vs Apple Silicon allocator TypeError." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "A model prediction regression is not the same as a general tokenization-version change report." + "reason": "Different reports: CamemBERT masked-LM prediction correctness vs version-dependent tokenization changes." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Unrelated: backend installation packaging vs a Mistral tokenizer regex patch crash." + "reason": "Completely different areas: backend dependency packaging vs Mistral tokenizer regex patch crash." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different components entirely: BarkProcessor voice preset vs CustomTrainer.compute_loss signature error." + "reason": "Different functionality: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access safety and CLIP model structure are unrelated." + "reason": "Different issues: unsafe sys.modules access vs CLIP model structure inconsistency." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization loading are different bugs." + "reason": "Both are image-processing bugs, but they affect different models and different padding/count logic." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Both are image-processing/counting issues, but the padding regression and patch-count bug are not the same failure." + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization loading fallback; unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate behavior is unrelated to DAC latent reconstruction mismatch." + "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC.from_latents vs forward-pass mismatch." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL regressions: one is loading with weight_only, the other is rope-index scaling for still images." - }, - { - "left": "issue:45081", - "right": "issue:45406", - "accept": false, - "reason": "Different AttributeErrors in different components: Mistral tokenizer patching vs Gemma4Processor missing _tokenizer." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "Allocator warmup on Apple Silicon is unrelated to an AMP/CUDA image-loss crash." + "reason": "Different Qwen-VL regressions: weight_only loading error vs rope-index scaling of still-image positions." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The tokenizer pair looks plausible, but the writeup is a bit too confident for the evidence in the packet. Phrases like \"specific\" and \"reproducible\" are not grounded by the metadata alone, and calling 29159 a duplicate/broader version of 28218 is stronger than the packet supports. Please soften the claim to a tentative match based on the titles and open/closed status only. The other soft-edge rejections are 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 }, @@ -6139,7 +6195,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:36010", "issue:36331", @@ -6148,12 +6204,12 @@ "issue:42175", "issue:42490", "issue:43257", - "issue:43262", "issue:43329", "issue:43452", "issue:43526", "issue:43531", "issue:43550", + "issue:43582", "issue:43638", "issue:43643", "issue:43645", @@ -6166,23 +6222,23 @@ "issue:43854", "issue:43906", "issue:43927", - "issue:43931", "issue:44060", "issue:44368", - "issue:44387", "issue:44554", "issue:44589", "issue:44610", - "issue:44617", "issue:44811", + "issue:44857", "issue:44912", "issue:44936", "issue:44977", "issue:44991", "issue:45020", "issue:45042", + "issue:45081", "issue:45084", "issue:45372", + "issue:45406", "issue:45538", "issue:45600", "issue:45759", @@ -6191,238 +6247,231 @@ "issue:46326" ], "soft_pairs": [ - "issue:44589|issue:45042", + "issue:45081|issue:45406", "issue:45372|issue:46326", - "issue:43742|issue:45020", + "issue:43582|issue:44857", "issue:43550|issue:44912", - "issue:45084|issue:45538", + "issue:44589|issue:45042", + "issue:43742|issue:45020", "issue:43329|issue:45600", "issue:43526|issue:43697", "issue:44060|issue:44368", + "issue:45084|issue:45538", "issue:43452|issue:44991", "issue:43526|issue:44554", "issue:43257|issue:43329", "issue:43906|issue:46209", "issue:36010|issue:36331", - "issue:36010|issue:43645", "issue:43819|issue:43927", + "issue:36010|issue:43645", "issue:43638|issue:44936", "issue:43531|issue:45042", "issue:42175|issue:46291", "issue:43720|issue:44610", - "issue:39692|issue:44912", "issue:42490|issue:43257", - "issue:38175|issue:44610", + "issue:39692|issue:44912", "issue:43746|issue:44811", + "issue:38175|issue:44610", "issue:43643|issue:45759", - "issue:44387|issue:44617", "issue:43854|issue:44977", - "issue:43257|issue:43696", - "issue:43262|issue:44811", - "issue:43257|issue:43931" + "issue:43257|issue:43696" ], - "prepared_review_unit_hash": "e3321de8cd7d184645b541ca1b0b75698087035d3484d8df7dea969ad185e783", + "prepared_review_unit_hash": "ce38b97ec2560ed423633e34db26ff4bdad02025357cff3b835b8539433e957f", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36629, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "soft_pair_count": 28, + "serialized_chars": 36435, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "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 across model loading, quantization, processors, training, and backend-specific behavior. There is no single duplicate bug or PR target that cleanly explains the whole set, so every soft edge should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45020 is the closest thing to an umbrella because it covers a broad recent model-loading regression, but it still does not unify the rest of the cluster into one duplicate bug.", + "summary": "This cluster is a heterogeneous grab-bag of unrelated Transformers bugs; the soft pairs are only superficially similar and should all be rejected. The broadest umbrella candidate is the remote_code loading regression report.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-style report in the set and is the best fit as a cluster anchor for recent loading/regression failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best triage anchor for the cluster because it is the broadest, highest-level loading regression among otherwise unrelated reports.", + "best_issue_reason": "Issue 45020 is the most suitable global representative because its title is broad enough to cover multiple nearby loading-path regressions, unlike the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Different subsystems and symptoms: float8 storage lookup vs PIL image processor dependency handling." + "reason": "Different tokenizer/processor AttributeErrors in different models and code paths." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common-adjacent loading, but one is a missing import and the other is tokenizer chat-template behavior." + "reason": "Both mention mistral_common, but one is a missing import and the other is a continue_final_message behavior bug." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Model-specific key error is not the same bug as the broad remote_code loading regression." + "reason": "Apple Silicon allocator TypeError vs CUDA AMP crash; unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different model/runtime failures: torch.compile+SDPA on Bamba vs MXFP4 loading fallback on git-oss-20b." + "reason": "torch.compile/SDPA failure vs MXFP4 load fallback; different mechanisms." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Storage-object TypeError vs torchvision dependency regression; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Unrelated issues: template-node compile error vs tokenizer max_length constant." + "reason": "MobileLLM key error vs broad remote_code loading regression; not the same concrete bug." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Both touch multimodal/model plumbing, but one is a broken video token path and the other is stale auto_mapping references." + "reason": "Multimodal token counting bug vs removed config references in auto_mappings; unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different vision bugs: Beit label reduction vs RTDetrV2 output mismatch." + "reason": "Beit reduce_labels bug vs RTDetrV2 output drift; different models/code paths." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Similar theme of tied-weights warnings in Qwen variants, but the concrete bugs are different." + "reason": "Both mention Qwen3 warnings, but one is a tied-weights bug and the other is a fine-tuning warning/config issue." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compile TypeError vs CLIP tokenizer max-length constant; unrelated." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures, but they affect different code paths and models with different causes." + "reason": "gguf_file loading regression vs tokenizer load failure for a specific model; different causes." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Unrelated vision preprocessing bug vs MPS attention correctness issue." + "reason": "Image processor label reduction vs MPS attention correctness; unrelated." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different problems: Qwen3 MoE weight conversion under accelerate/deepspeed vs multimodal video token counting." + "reason": "Qwen3 MoE weight conversion vs multimodal token counting; different bugs." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "No overlap beyond being isolated runtime issues; one reproduces an upstream bug, the other is an FP8 inference failure." + "reason": "Isolated reproduction of another issue vs FP8 B200 inference failure; not the same bug." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import path breakage and custom trainer API mismatch are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:43645", - "accept": false, - "reason": "Different bugs: GenerationMixin import path vs custom model initialization in notebooks." + "reason": "GenerationMixin import error vs CustomTrainer kwarg regression; unrelated." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different model/config bugs: DAC forward mismatch vs DiaConfig save/load losing custom token IDs." + "reason": "DAC forward/from_latents mismatch vs DiaConfig save/load metadata loss; different models." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import-path issue vs custom model initialization in notebooks; only vaguely related." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Both mention training flow, but the specific failures and code paths are different." + "reason": "Zero3/BERT indexing crash vs post-train evaluate failure; different lifecycle bugs." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + "reason": "Qwen3 sliding-window behavior vs PIL backend dependency regression; unrelated." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging/backend dependency omission and pipelines import failure with kernels are not the same issue." + "reason": "Missing tensorflow extra vs kernels package version requirement; unrelated." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Accelerate unpacking of BitNet weights and OmDet processor image-size mismatch are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "Doc/example errors for SigLIP2 are not the same as a quantization-loading regression for git-oss-20b." + "reason": "BitNet packed-weight loading bug vs OmDet processor size mismatch; unrelated." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion under distributed loading." + "reason": "Local-path trailing-slash warning vs accelerate/deepspeed MoE loading; unrelated." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Both are vision-related, but the bug mechanisms differ completely." + "reason": "SigLIP2 docs/model-processor mismatch vs MXFP4 quantization load issue; unrelated." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT checkpoint loading and Whisper batch_decode token skipping are unrelated." + "reason": "PEFT checkpoint loading bug vs Whisper batch_decode skip_special_tokens bug; unrelated." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Both concern config handling, but they affect different APIs and different failure modes." + "reason": "SigLIP2 zero-probabilities issue vs OmDet input-size mismatch; unrelated." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "General int4 memory regression is not the same bug as Sam3Video OOM." + "reason": "Both are config-loading regressions, but one is trust_remote_code field loss and the other is text_config unwrapping; distinct bugs." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and different failure modes: GLM-4.7-Flash test loading vs Qwen3.5 flash-attn generation." + "reason": "GLM-4.7-Flash unit-test load issue vs Qwen3.5 flash-attention generation bug; different models/code paths." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "MoE weight conversion bug and plain CUDA OOM are not the same underlying issue." - }, - { - "left": "issue:43262", - "right": "issue:44811", - "accept": false, - "reason": "Different audio bugs: apply_chat_template sampling-rate default vs batch_decode skip_special_tokens handling." - }, - { - "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Different loading failures: distributed MoE conversion vs weight-shape mismatch on Qwen3-VL." + "reason": "Qwen3 MoE weight conversion vs GPT-oss OOM; completely unrelated." } ] }, @@ -6444,7 +6493,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:28282", "issue:29159", @@ -6453,11 +6502,10 @@ "issue:34567", "issue:34689", "issue:40990", - "issue:42175", "issue:42915", + "issue:43257", + "issue:43262", "issue:43329", - "issue:43404", - "issue:43425", "issue:43450", "issue:43454", "issue:43525", @@ -6468,23 +6516,23 @@ "issue:43697", "issue:43742", "issue:43749", - "issue:43824", "issue:43906", "issue:43927", + "issue:43931", "issue:44291", + "issue:44387", "issue:44479", "issue:44568", + "issue:44617", "issue:44756", + "issue:44811", "issue:44821", "issue:44857", "issue:44912", "issue:44987", "issue:45042", - "issue:45127", - "issue:45137", "issue:45356", "issue:45357", - "issue:45405", "issue:45459", "issue:45538", "issue:45803", @@ -6493,234 +6541,228 @@ "issue:46421", "issue:46424", "issue:46701", - "issue:46832" + "issue:46832", + "issue:46869" ], "soft_pairs": [ - "issue:43329|issue:44479", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", "issue:45459|issue:45803", "issue:46421|issue:46424", - "issue:42915|issue:43742", + "issue:43329|issue:44479", "issue:43329|issue:43450", - "issue:43650|issue:43906", - "issue:44291|issue:45042", + "issue:42915|issue:43742", "issue:43749|issue:44756", - "issue:42915|issue:44821", + "issue:43650|issue:43906", "issue:34567|issue:40990", - "issue:43606|issue:45859", + "issue:44291|issue:45042", "issue:43540|issue:46701", - "issue:43927|issue:44912", - "issue:44857|issue:46832", + "issue:43606|issue:45859", + "issue:42915|issue:44821", "issue:29159|issue:34567", - "issue:43525|issue:46291", + "issue:43927|issue:44912", "issue:28282|issue:29870", + "issue:44857|issue:46832", "issue:43454|issue:43577", - "issue:44987|issue:45538", "issue:44568|issue:45356", + "issue:43525|issue:46291", + "issue:45538|issue:46869", "issue:28282|issue:34689", - "issue:43425|issue:46291", - "issue:42915|issue:45538", + "issue:44987|issue:45538", "issue:43697|issue:45357", - "issue:33357|issue:34567", - "issue:43404|issue:45127", - "issue:42175|issue:43824", - "issue:45137|issue:45405" + "issue:33357|issue:34567" ], - "prepared_review_unit_hash": "5d80f225ac2c26af1d6166fd70c75c9cd15b48eadf828e5b576c990911c0dde0", + "prepared_review_unit_hash": "884dd0fa5043a80d9257b1fdb83be4ac4a52ed01d3decc2761c9e639a99eb935", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36240, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "soft_pair_count": 27, + "serialized_chars": 35907, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the soft pairs are mostly same-subsystem but clearly different bugs, so I reject all duplicate links. There is no strong canonical issue or PR candidate here.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated bugs, regressions, and models/components.", + "summary": "This cluster is heterogeneous: it mixes unrelated bugs across loading, tokenizers, multimodal/video processing, quantization, cache behavior, and training utilities. None of the soft pairs look like the same underlying defect, so I would not deduplicate within this set.", + "confidence": 0.93, + "canonical_issue_reason": "No safe canonical issue: the items span unrelated subsystems and failure modes, so none can represent the cluster reliably.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster is not a coherent duplicate set, so any single issue would be arbitrary.", + "best_issue_reason": "No global best issue for deduping; if forced, issue:44479 is the broadest regression candidate, but it still does not match the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: audio chat-template sampling-rate handling vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Both are video/multimodal regressions, but they describe different failures and likely different code paths/models." + "reason": "Both mention OOM, but one is an int4 CUDA memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: Qwen3 MoE conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve error handling, but one is tokenizer protobuf error masking and the other is Fuyu tensor conversion swallowing exceptions." + "reason": "Both involve error handling, but they target different tokenizer/batch-feature code paths and different bugs." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both mention cache behavior, but one is lazy init recompilation and the other is max_cache_length handling for quantized cache." + "reason": "Same cache area, but one is lazy-init recompilation and the other is max_cache_length being ignored outside quantized cache." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Different models and different loading failures; the shared 'key error' wording is too broad to be the same bug." + "reason": "Related to video/multimodal paths, but this is a token-counting helper bug while 44479 is a broader video-input regression across models." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both touch video processing, but one is an undefined variable in multimodal token counting and the other is a batched-shape bug in video processors." - }, - { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "No meaningful overlap; one is an empty low-signal issue and the other is an isolated reproduction of a specific upstream bug." + "reason": "Token counting with undefined helpers vs batched video processor output shape; different code paths." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "These are unrelated: init_empty_weights argument handling vs PIL image processors incorrectly requiring torchvision." + "reason": "Different problems: FineGrainedFP8Config failure vs loading a specific model with a key error." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both are memory/loading related, but one is FSDP CPU RAM efficient loading and the other is mmap OOM on Strix Halo." + "reason": "One is FSDP CPU RAM efficient loading; the other is Strix Halo mmap/OOM behavior." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Unrelated failures: Qwen3Moe FP8 loading vs AutoImageProcessor loading from URL." + "reason": "Not a technical duplicate; one is an invalid issue title, the other is a reproducible bug report." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token counting bug and high perplexity on a specific model are unrelated problems." + "reason": "Training metric update bug vs perplexity evaluation on a specific model; no shared underlying defect." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both involve CPU offload, but they affect different models and different failure modes." + "reason": "Different layers: init_empty_weights argument handling vs image-processor torchvision dependency checks." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different pipelines/models and different symptoms; not the same underlying bug." + "reason": "Different models and pipelines: Qwen3OmniMoe video processing vs DiffusionGemma image-text-to-text output handling." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Different subsystems entirely: config save/load token IDs vs quantization fallback behavior." + "reason": "Both involve CPU offload, but they are distinct model-specific failures with different code paths." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both are RT-DETR-related, but one is an AMP loss crash and the other is a forward shape/type error from feature-level mismatch." + "reason": "Quantization config failure vs AutoImageProcessor URL loading; unrelated." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer inconsistency and trainer token counter updates are unrelated issues." + "reason": "Tokenizer inconsistency vs TrainerState token-count tracking; different functionality entirely." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to pipelines import failure from kernels version/revision requirements." + "reason": "Save/load custom token IDs causing IndexError vs MXFP4 quantization fallback to bf16; unrelated bugs." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "One is missing PyTorch dependency detection; the other is a BART generate variable-initialization bug." + "reason": "Import-time PyTorch dependency error vs Bart generate decoder_attention_mask initialization bug." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "Different model families and different bugs: weight tying vs dtype propagation." + "reason": "Same RT-DETR family, but one is AMP/OOM in the loss and the other is a forward-path feature-level mismatch." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "A loading regression for a specific model is not the same as CLIPTokenizer's incorrect model_max_length." + "reason": "Weight tying/generation quality vs dtype loading behavior; different model init issues." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is codec/warning handling." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "General import dependency error vs a specific model-loading regression are not the same defect." + "reason": "Config attribute error vs importing pipelines with a kernels dependency constraint; unrelated." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Torch version incompatibility and kernels dependency validation are unrelated." + "reason": "Tokenizer model_max_length constant vs multi-GPU device-mapping failure for YOLO; unrelated." }, { - "left": "issue:42915", + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different load failures: missing PyTorch dependency vs a Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated issues." + "reason": "Model load failure for a specific repo vs a tokenizer max-length constant bug." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different models and different output/save-path regressions; not mergeable as one fix." + "reason": "RT-DETR output regression vs Qwen3.5 save_pretrained key serialization; different code paths." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Bus error on MacOS with a CLIP model is unrelated to trainer token accounting." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "lm_head tying in Mistral3 is a distinct bug from LoRA merge collapse with extended vocabulary." - }, - { - "left": "issue:42175", - "right": "issue:43824", - "accept": false, - "reason": "Missing TensorFlow backend and missing Qwen2_5_VL export are unrelated import/package issues." - }, - { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version pin bump." + "reason": "MacOS bus error in CLIP model loading vs TrainerState token count not updating; unrelated." } ] }, @@ -6742,7 +6784,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:24643", "issue:27957", @@ -6756,22 +6798,22 @@ "issue:42175", "issue:42915", "issue:43257", - "issue:43317", + "issue:43404", + "issue:43425", "issue:43452", "issue:43540", "issue:43577", "issue:43582", - "issue:43716", "issue:43742", "issue:43749", "issue:43756", + "issue:43824", "issue:44062", "issue:44291", "issue:44479", "issue:44488", "issue:44560", "issue:44568", - "issue:44589", "issue:44792", "issue:44821", "issue:44849", @@ -6780,259 +6822,245 @@ "issue:44964", "issue:44987", "issue:44991", - "issue:45042", - "issue:45081", + "issue:45127", + "issue:45137", "issue:45381", + "issue:45405", "issue:45488", "issue:45538", "issue:45701", "issue:45907", - "issue:46399", + "issue:46291", "issue:46512", "issue:46693", - "issue:46701", "issue:46821" ], "soft_pairs": [ + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:42175|issue:43824", "issue:28282|issue:29127", - "issue:43317|issue:45538", - "issue:43742|issue:44291", - "issue:44936|issue:46821", "issue:44479|issue:46693", - "issue:44062|issue:44991", "issue:44849|issue:45701", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:44936|issue:46821", "issue:43577|issue:46512", "issue:42915|issue:43749", "issue:43452|issue:43582", - "issue:41720|issue:43540", "issue:27957|issue:28282", "issue:24643|issue:29159", - "issue:43540|issue:44560", - "issue:42175|issue:44488", + "issue:41720|issue:43540", "issue:44987|issue:45907", - "issue:43540|issue:44479", - "issue:44291|issue:44821", - "issue:38175|issue:44898", + "issue:43540|issue:44560", "issue:44479|issue:45381", + "issue:42175|issue:44488", "issue:44568|issue:45488", + "issue:43540|issue:44479", "issue:44792|issue:44964", - "issue:34567|issue:36331", + "issue:38175|issue:44898", "issue:43257|issue:43756", - "issue:44062|issue:45081", - "issue:43742|issue:44589", - "issue:43582|issue:46821", - "issue:45042|issue:45081", - "issue:43756|issue:46399", - "issue:43716|issue:46701" + "issue:34567|issue:36331", + "issue:44291|issue:44821" ], - "prepared_review_unit_hash": "0768d1ed8c9937b46f80b2e96f5ad6a7f94475bb376543f3060afce12d16f41b", + "prepared_review_unit_hash": "d8c7cded80911e80ce3bd5d356bc857c06a6161a91b36a52c77d1e2fb4ebfcd6", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36672, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "soft_pair_count": 28, + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous grab-bag of unrelated bug reports (tokenizers, trainers, multimodal models, dtype/loading, and device-map issues). None of the soft candidate pairs look like the same underlying bug/change closely enough to merge as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "No clear canonical issue: the items span many unrelated regressions and no soft pair appears to be a true duplicate of another.", + "summary": "This cluster is a mixed bag of mostly unrelated bug reports with a few loose overlaps around tokenization and model-loading regressions. None of the soft pairs look like true duplicates or the same fixable code-path change, so all soft edges should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45701 is the broadest and most representative of the small tokenizer/version-regression subset; it best fits the cluster as a whole better than the very specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is globally best for the cluster because the cluster is not cohesive; picking any one would be arbitrary.", + "best_issue_reason": "issue:45701 is the most central issue here because it describes a general version-dependent tokenization regression that overlaps conceptually with several nearby tokenizer-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Both are loading-related, but one is a missing PyTorch dependency error and the other is a layoutlmv3 box-validation message; different root causes." + "reason": "Both mention tied weights/LM heads, but they are different models and different failure modes; not the same underlying bug." }, { - "left": "issue:43317", + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "One is a Torch compatibility complaint; the other is a kernels import requirement regression. Different issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "One is device_map/offload loading failure for a dequantized model; the other is a tokenizer max-length oddity. Not the same bug." + "reason": "FP8/Qwen3MoE failure and CLIPTokenizer max_length behavior are unrelated." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Both occur during model loading, but the failures are different: a key error for MobileLLM-125M vs an unexpected init argument with init_empty_weights." + "reason": "Backend packaging omission is unrelated to a missing Qwen2.5-VL class import." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Trainer lifecycle failure and TimesFM window_size AttributeError are unrelated code paths and symptoms." + "reason": "PyTorch import absence is unrelated to a LayoutLMv3 error-message clarity issue." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both mention Qwen/video/FA2 performance, but one is a video-input regression and the other is a long-context generation slowdown; different problems." + "reason": "Both involve video/attention performance themes, but one is a functional video-input regression and the other is a long-context performance regression." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Output_hidden_states behavior in Qwen3.5 is a model-specific bug, not the same as the broader tokenization-version report." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Tokenizer bugs, but one is AddedToken argument handling and the other is model-specific tokenizer loading for EMBEDDIA/est-roberta." + "reason": "AddedToken keyword collision and tokenizer loading failure are different tokenizer bugs." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights argument handling are different load-path failures." + }, + { + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "One is a Qwen3.5 hidden-state output bug; the other is a broader version-dependent tokenization change. Not the same issue." + "reason": "Trainer evaluate/train state issue is unrelated to TimesFM's window_size AttributeError." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both concern dtype, but one is model/qformer weights staying float32 and the other is config.dtype not being updated. Different bugs." + "reason": "Both are dtype-related, but one is about model weights staying float32 while the other is about config.dtype being stale; not the same bug." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Different loading/runtime failures: Qwen3Moe with FineGrainedFP8Config versus FSDP CPU RAM efficient loading." + "reason": "Qwen3MoE FP8 failure and FSDP CPU RAM efficient loading are unrelated training/loading issues." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF tokenizer/model loading regression is unrelated to an Apple Silicon caching_allocator_warmup TypeError." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "Auto device-mapping CUDA assert for Qwen3 is unrelated to a video-processing ValueError in Qwen3OmniMoe." + "reason": "gguf_file/from_pretrained breakage is unrelated to the Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing-PyTorch ImportError." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to missing PyTorch import detection." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-dimension error and tokenizer slow/fast inconsistency are different subsystems and failure modes." + "reason": "DeepSpeed training weight shape error and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Both are video-input issues in Qwen models, but they affect different model families and show different errors; not clearly the same bug." - }, - { - "left": "issue:42175", - "right": "issue:44488", - "accept": false, - "reason": "Package/backend installation issue versus a specific model loading failure; no shared underlying defect." + "reason": "Auto device mapping cuda assert and video-input processing in Qwen3OmniMoe are different code paths and symptoms." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast and repo-file revision forwarding in CI are unrelated." + "reason": "Model loading on transformers>=5.1.0 and list_repo_files revision forwarding are unrelated repo/API issues." }, { "left": "issue:43540", - "right": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and the v5.3.0 Qwen video regression are related in theme but not the same concrete code-path problem." + "reason": "Both touch video inputs, but they affect different models and different errors; not clearly the same bug." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to loading AutoImageProcessor from a URL." + "reason": "45381 is a specific qwen2.5-vl vision_position_ids bug, while 44479 is a broader multi-model video-input regression; too broad to treat as the same duplicate." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Different vision-model issues: unexpected zero probabilities in SigLIP2 vs Perceiver non-default resolution failure." + "reason": "TensorFlow backend packaging and a model-loading failure for sleng-bert are unrelated." }, { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Both involve Qwen video regressions, but the titles indicate different model versions and symptoms (general regression vs wrong vision_position_ids)." + "reason": "Special-token insertion in mdeberta-v3-base and LlamaTokenizer pre-tokenizer override in v5 are different tokenizer regressions." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Special-token addition regression in mdeberta-v3-base is not the same as LlamaTokenizer overriding ByteLevel pre-tokenizer behavior." + "reason": "These are both Qwen video issues, but they target different models and different failure signatures; not the same concrete bug." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus test failure and Phi-4 multimodal loading failure are distinct multimodal issues with different failure surfaces." + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are related only at a high level." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "TrainerState token counter not updating and custom compute_loss signature mismatch are different trainer regressions." + "reason": "Siglip2 zero-probabilities and Perceiver non-default resolution failure are distinct vision-model bugs." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE FP8 loading bug and Smollm3 RoPE-layer dropping are unrelated model-specific issues." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "Both are tokenizer-related, but one is AddedToken special-kwarg duplication and the other is a Mistral regex patch crash." - }, - { - "left": "issue:43742", - "right": "issue:44589", - "accept": false, - "reason": "Both are loading-time TypeErrors, but one is a missing key for a model file and the other is a missing Float8 storage type. Different root causes." - }, - { - "left": "issue:43582", - "right": "issue:46821", - "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and Smollm3 RoPE-layer dropping are unrelated model-construction issues." }, { - "left": "issue:45042", - "right": "issue:45081", - "accept": false, - "reason": "Image processor torchvision dependency regression and Mistral tokenizer regex crash are different subsystems." - }, - { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Smollm3 RoPE-layer issue and Qwen3.5 apply_rotary_pos_emb registration failure are not the same code-path problem." + "reason": "TrainerState token-count tracking and a custom compute_loss signature change are unrelated trainer bugs." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma image-text pipeline failure are different multimodal bugs." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to loading AutoImageProcessor from a URL." } ] }, @@ -7054,41 +7082,38 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:24643", "issue:28282", "issue:29870", "issue:32090", - "issue:41762", "issue:43452", "issue:43526", "issue:43531", "issue:43540", "issue:43577", - "issue:43643", + "issue:43582", "issue:43697", - "issue:43720", + "issue:43716", + "issue:43742", "issue:43756", - "issue:43761", "issue:43906", - "issue:44466", + "issue:44062", "issue:44488", "issue:44568", + "issue:44589", "issue:44625", "issue:44737", "issue:44821", "issue:44877", - "issue:44898", "issue:44913", - "issue:44936", - "issue:45005", + "issue:45042", "issue:45072", - "issue:45200", + "issue:45081", "issue:45216", "issue:45325", "issue:45357", - "issue:45375", "issue:45405", "issue:45479", "issue:45588", @@ -7097,232 +7122,235 @@ "issue:45823", "issue:45920", "issue:46121", + "issue:46399", "issue:46463", "issue:46468", "issue:46491", "issue:46693", + "issue:46701", + "issue:46821", "issue:46829", "issue:46846" ], "soft_pairs": [ + "issue:44062|issue:45081", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:45042|issue:45081", "issue:43756|issue:45325", - "issue:44737|issue:46463", - "issue:43531|issue:44821", - "issue:43906|issue:46468", "issue:44568|issue:46491", + "issue:43716|issue:46701", "issue:45405|issue:45600", + "issue:44737|issue:46463", "issue:43577|issue:45072", + "issue:43906|issue:46468", "issue:45823|issue:46463", + "issue:43531|issue:44821", "issue:43906|issue:46693", "issue:24643|issue:29870", - "issue:43697|issue:46829", "issue:43452|issue:44488", + "issue:43697|issue:46829", "issue:44625|issue:44877", - "issue:43526|issue:45479", "issue:45663|issue:46846", - "issue:44737|issue:45588", - "issue:43540|issue:46693", + "issue:43526|issue:45479", "issue:45357|issue:45920", + "issue:43540|issue:46693", + "issue:44737|issue:45588", "issue:44913|issue:46121", "issue:28282|issue:32090", - "issue:43697|issue:45216", - "issue:43720|issue:44898", - "issue:43761|issue:46829", - "issue:43643|issue:45375", - "issue:45200|issue:46463", - "issue:44466|issue:45005", - "issue:41762|issue:44936" + "issue:43697|issue:45216" ], - "prepared_review_unit_hash": "91c6f470ff69145a20a66125190cdce0ac63beb8ac6db6f8217291aa9d4ecc7a", + "prepared_review_unit_hash": "5e785c045f4c22b0bb5b4587f6aaba5b227019ec0071c511db2f1133f3e5685f", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35863, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "serialized_chars": 35697, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues that only share broad keywords like loading, configs, dtype, or tied weights. None of the soft pairs look like the same underlying bug or a PR that would plausibly merge together.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out: the set spans many distinct model families and code paths, with only superficial textual overlap.", + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in tokenizers, configs, vision models, generation, training, and device/dtype handling. The soft pairs mostly share broad subsystem keywords but do not describe the same concrete code-path failure.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable as a duplicate target because there is no coherent duplicate family here.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: one is an AddedToken duplicate-argument error, the other is a Mistral regex patch crash on a missing backend_tokenizer attribute." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated errors in different paths: Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError." + }, { "left": "issue:43756", - "right": "issue:45325", + "right": "issue:46399", "accept": false, - "reason": "Both mention RoPE/position handling, but one is about Smollm3 dropping layers and the other is a Qwen2.5-VL temporal scaling bug. Different models and different failure modes." + "reason": "Both mention Qwen3.5, but one is about RoPE layer dropping while the other is a missing decorator for apply_rotary_pos_emb registration; not the same bug." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "XLNet CPU device placement in relative positional encoding is unrelated to T5 decoder-input validation error messaging." + "reason": "Distinct loading/runtime failures: MobileLLM config key error vs missing Float8 storage object type." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated subsystems." + "reason": "One is a PIL backend processor dependency regression, the other is a tokenizer regex patch crash; different code paths and fixes." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "One is just a reproduction of an earlier issue; the other is a broken Nemotron example. No evidence they are the same bug." + "reason": "Both are Qwen-related but describe different RoPE/position-id behaviors in different models and functions." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is a leading-space encode/decode issue in CodeLlama." + "reason": "Both are tokenizer regressions, but one is BOS/EOS not being added and the other is encode-decode spacing loss; not the same underlying issue." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "One is a dtype mismatch in Mistral-3 image preprocessing; the other is a broken diffusion/generation pipeline output type. Different failures." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency version bump and a removed-config CI breakage are different problems." + "reason": "PEFT version pinning problem vs stale auto_mappings references to removed configs; separate maintenance issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug vs T5 decoder-input validation error; no shared code-path." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype handling, but they affect different models and different code paths." + "reason": "Both involve dtype mismatches, but in different models and mechanisms: BLIP2 dtype propagation vs SwitchTransformers/TimmWrapper bfloat16 inference issues." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is a reproduction of an existing issue, the other is a broken Nemotron example; not the same bug." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder validation wording." + "reason": "Gemma4 PLE device mismatch and T5 decoder input validation are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading failure; different subsystems entirely." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "A reproduction issue and a long-context FA2 performance regression are not the same underlying defect." + "reason": "One is a reproduction report, the other is a FlashAttention2 performance regression; different problem classes." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape failure and Bart generate() decoder_attention_mask initialization are separate errors." + "reason": "DeepSpeed training weight-shape RuntimeError and BART generate unbound-local error are unrelated training/generation bugs." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Different models and different output bugs: RTDetrV2 output divergence vs VideoPrism hidden_states assignment." + "reason": "gguf_file loading failures and sleng-bert tokenizer/model loading failures are different model-loading issues." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Both are loading problems, but one is gguf_file handling for Auto* loaders and the other is a specific model load failure for cjvt/sleng-bert." + "reason": "RTDetrV2 output divergence and VideoPrism hidden_states misassignment are separate output-shape/field bugs." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is missing num_labels propagation and the other is strict config blocking granite_speech." + "reason": "num_labels propagation bug vs strict config rejection for granite_speech; different config-loading behaviors." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:45663", + "right": "issue:46846", "accept": false, - "reason": "The first is an image-processor label reduction bug; the second is a sequence-classification loss bug with num_labels=1." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 missing linear_attn TP plan entries are different model-parallelism bugs." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Same model family, but one is an FSDP2 shared_kv_states KeyError and the other is a tensor-parallel plan omission causing OOM/shape errors." + "reason": "BEiT image label reduction and zero-loss sequence classification are unrelated issues." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "XLNet CPU arange placement and flash_attention s_aux=None handling are unrelated bugs." + "reason": "Qwen3.5 save_pretrained visual-key regression and broad AutoTokenizer wrong-ID regression are different serialization vs tokenization bugs." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and FA2 long-context performance regression are different issues." + "reason": "Video input processing ValueError in Qwen3OmniMoe and FA2 long-context performance regression are unrelated." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Saving incorrect visual encoder keys and wrong tokenizer IDs are different serialization/tokenization problems." + "reason": "XLNet device placement bug vs flash_attention s_aux=None AttributeError; separate code paths." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "One is config persistence on reload; the other is rope-parameter validation on JSON-loaded lists." + "reason": "GPTNeoX rotary_pct reload default bug and convert_rope_params_to_dict TypeError are distinct configuration-validation issues." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import detection and a NoneType broadcast error in Trainer are unrelated." + "reason": "Missing PyTorch import and NoneType broadcast error in Trainer are unrelated environment vs distributed-runtime failures." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output differences and Qwen3.5 checkpoint save corruption are separate regressions." - }, - { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model-specific bugs." - }, - { - "left": "issue:43761", - "right": "issue:46829", - "accept": false, - "reason": "Both mention hidden_states, but one is CLIPVisionModel returning None and the other is VideoPrism mislabeling last_hidden_state as hidden_states." - }, - { - "left": "issue:43643", - "right": "issue:45375", - "accept": false, - "reason": "Both are config-field issues, but they affect different models and different mechanisms (remote-code missing fields vs strict dropping a vision config field)." - }, - { - "left": "issue:45200", - "right": "issue:46463", - "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation messaging are unrelated." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": false, - "reason": "Both touch tied weights, but one is device-dependent serialization of lm_head.weight and the other is a broader translation-model tied-weights regression." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading and trainer.evaluate() after train() are different failure paths with no clear shared root cause." + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained regression are not the same underlying bug." } ] }, @@ -7344,71 +7372,77 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:29159", "issue:33357", "issue:38175", + "issue:41762", "issue:42898", "issue:43295", "issue:43452", "issue:43525", "issue:43531", - "issue:43550", "issue:43577", + "issue:43643", "issue:43646", "issue:43653", "issue:43688", + "issue:43720", "issue:43742", "issue:43749", "issue:43756", + "issue:43761", "issue:43819", "issue:43927", "issue:43994", "issue:44361", "issue:44442", "issue:44464", - "issue:44479", - "issue:44484", + "issue:44466", "issue:44493", "issue:44568", - "issue:44625", - "issue:44704", "issue:44743", "issue:44811", - "issue:44821", "issue:44843", "issue:44898", - "issue:44991", + "issue:44936", + "issue:45005", + "issue:45200", "issue:45356", "issue:45372", - "issue:45491", + "issue:45375", "issue:45542", - "issue:45701", "issue:45704", - "issue:46002", "issue:46050", "issue:46170", "issue:46178", "issue:46402", + "issue:46463", "issue:46491", "issue:46701", - "issue:46821" + "issue:46829" ], "soft_pairs": [ - "issue:44361|issue:44442", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43761|issue:46829", + "issue:45200|issue:46463", + "issue:44466|issue:45005", "issue:44493|issue:46050", - "issue:43653|issue:44361", + "issue:44361|issue:44442", "issue:43819|issue:44811", + "issue:43653|issue:44361", + "issue:41762|issue:44936", "issue:43525|issue:46701", "issue:38175|issue:43295", "issue:43688|issue:43749", "issue:43452|issue:44843", "issue:43994|issue:44898", "issue:45372|issue:46170", - "issue:43531|issue:43742", - "issue:45542|issue:46178", "issue:42898|issue:46491", + "issue:45542|issue:46178", + "issue:43531|issue:43742", "issue:43295|issue:45356", "issue:43653|issue:44568", "issue:43646|issue:43749", @@ -7417,205 +7451,204 @@ "issue:43452|issue:43577", "issue:43688|issue:45704", "issue:43653|issue:43927", - "issue:44464|issue:44743", - "issue:43688|issue:45701", - "issue:44843|issue:44991", - "issue:43550|issue:43927", - "issue:44821|issue:46821", - "issue:44484|issue:44704", - "issue:44479|issue:44625", - "issue:45491|issue:46002" + "issue:44464|issue:44743" ], - "prepared_review_unit_hash": "a2a7d617ceb7a3a68fafdc2cfee2dc3876d19cd50f66f53ab0e2d20e8900b98a", + "prepared_review_unit_hash": "6fb19a540c3a08b50812d85ebd4e8a2513720f11bcfa76147f52f6992dd37b29", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "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": 28, + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a collection of distinct transformers/model-loading regressions, not one duplicate bug. The only broad commonality is tokenizer/processor-related breakage, but the paired items still point to different concrete code paths and models.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue clearly covers this heterogeneous set; the closest broad anchor is issue 29159 because it is the most general tokenizer-consistency report, but it is still not a true umbrella for the whole cluster.", + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, config/loading errors, model output bugs, and training/runtime issues. I don\u2019t see a single issue that cleanly represents all items, and none of the soft edges are strong enough to merge as the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue is a reliable canonical for this cluster; the items span unrelated tokenizer regressions, config deserialization problems, model-loading failures, and output-shape bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 29159 is the broadest and most reusable summary of the shared tokenizer theme, but it is too generic to represent all items cleanly.", + "best_issue_reason": "No strong global best issue emerges from the set. The titles are too diverse for one issue to serve as a trustworthy representative duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Both are tokenizer-loading failures, but they affect different tokenizer classes and different failure modes; not the same underlying bug." + "reason": "Different models and failure modes: BitNet accelerate loading vs Perceiver image classification resolution handling." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but the code paths and symptoms differ; not the same concrete bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but one is CLIP vision output regression and the other is VideoPrism output packaging." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token IDs vs T5 decoder-input validation error; no shared underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related to tied weights, but one is a device-dependent serialization issue and the other is a broader translation-model regression." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "One is a position-id key regression across models, the other is a save/load issue for sinq-quantized models; unrelated code paths." + "reason": "Both are model/config loading problems, but they concern different artifacts and different failure mechanisms." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Both involve tokenizers, but one is about BigBird special-token registration and the other about MLuke task-time AttributeError; not duplicates." + "reason": "Both are tokenizer-related loading failures, but for different tokenizers and different error conditions." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different components and symptoms: DAC forward/from_latents mismatch versus Whisper batch_decode skip_special_tokens handling." + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLuke tokenizer task failures are separate bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading index error vs trainer evaluate-after-train failure; different subsystems." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "A config attribute error for Llama4 is unrelated to a DiffusionGemma pipeline/output issue." + "reason": "Llama4 config attribute error is unrelated to DiffusionGemma pipeline output handling." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are different failures." + "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are different codepaths and symptoms." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM-efficient loading." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM loading are unrelated training/runtime bugs." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both hit tokenizer/model loading, but one is gguf_file support and the other is offline model_info calling; different bugs." + "reason": "gguf_file loading breakage is distinct from the mistral-regex offline model_info call." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model regressions with different failing behaviors and model families." + "reason": "Both involve vision models, but they fail for different reasons and at different stages." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import/load failure and Windows ROCm torch.distributed import issues are unrelated." + "reason": "Gemma processor import dependency breakage and Windows ROCm torch.distributed issues are unrelated." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Different model-specific loading/runtime issues; no shared concrete code path." + "reason": "Both are tokenizer regressions, but one is a v5 cleanup-space behavior change and the other is a CodeLlama round-trip spacing issue." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both concern backend availability, but one is TensorBoard/TensorFlow backend detection and the other is an invalid tensorflow_text backend mapping entry." + "reason": "Both concern backend availability, but tensorboard-without-TensorFlow and tensorflow_text mapping errors are different problems." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "General clean_up_tokenization_spaces behavior changes are not the same as CodeLlama\u2019s leading-space round-trip regression." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated model-loading issues." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different regressions: custom model init/processor handling versus Kimi-K2.5 codec handling and warning behavior." + "reason": "Both are regressions involving tokenization/processor flow, but they affect different models and different mechanics." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve special tokens, but the tokenizers and the exact failure modes differ." + "reason": "Special-token handling is a broad theme, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are not the same bug." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage is unrelated to FSDP RAM-efficient loading." + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading are separate failure domains." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer fast/slow inconsistency does not match a MacOS bus error in a CLIP community model." + "reason": "Tokenizer slow/fast inconsistency and MacOS CLIP bus error are unrelated." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 and missing text encoder weights in Sam3Model are different model-construction bugs." + "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are different model-configuration bugs." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage and BLIP2 dtype propagation are separate issues." + "reason": "gguf_file loading breakage is not the same as Blip2 dtype preservation." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak are unrelated." + "reason": "Aux-loss normalization in MoE models is unrelated to T5 using apex.FusedRMSNorm." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration in BigBird and DiaConfig token-ID loss after save/load are different persistence/decoder problems." + "reason": "Special-token decode failure in BigBird and DiaConfig token-id loss after save/load are different bugs." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/caching, but one is compiled-forward chunked generation inconsistency and the other is recurrent state reset in modular_qwen3_5." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization is not the same as a broad tokenization-version change report." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Offline model_info handling and est-roberta tokenizer loading failures may both be tokenizer-related, but they are different bugs." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig token ID persistence." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Video-input regression across Qwen VL variants is different from num_labels propagation in Qwen3.5." - }, - { - "left": "issue:45491", - "right": "issue:46002", - "accept": false, - "reason": "Both mention NaNs, but they occur in different models and stages: Gemma3 attention embeddings versus classification-head init/checkpointing." + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are distinct generation/cache issues." } ] }, @@ -7637,7 +7670,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:32090", "issue:33666", @@ -7648,12 +7681,9 @@ "issue:43262", "issue:43278", "issue:43295", - "issue:43452", "issue:43493", "issue:43504", - "issue:43525", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43611", @@ -7661,279 +7691,276 @@ "issue:43688", "issue:43720", "issue:43782", - "issue:43825", "issue:43927", "issue:44361", - "issue:44451", "issue:44464", "issue:44466", + "issue:44479", + "issue:44484", "issue:44514", "issue:44554", "issue:44561", "issue:44610", "issue:44625", + "issue:44704", "issue:44734", + "issue:44821", + "issue:44843", "issue:44964", "issue:44977", + "issue:44991", "issue:45290", "issue:45405", "issue:45440", - "issue:45584", - "issue:45823", + "issue:45491", + "issue:45701", + "issue:46002", "issue:46050", - "issue:46209", - "issue:46365", "issue:46612", "issue:46693", + "issue:46821", "issue:46846" ], "soft_pairs": [ - "issue:33666|issue:36010", + "issue:44843|issue:44991", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:44821|issue:46821", "issue:43688|issue:45440", - "issue:32090|issue:33666", + "issue:33666|issue:36010", "issue:44734|issue:46612", + "issue:32090|issue:33666", "issue:44466|issue:46050", - "issue:44464|issue:44977", - "issue:43504|issue:43550", "issue:43504|issue:43720", - "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:44464|issue:44977", "issue:44977|issue:46693", + "issue:41720|issue:44464", "issue:43643|issue:44561", "issue:43611|issue:46846", "issue:43577|issue:44554", "issue:43720|issue:43927", - "issue:33666|issue:36331", "issue:43504|issue:44610", + "issue:43782|issue:46693", "issue:43606|issue:43927", "issue:43278|issue:43688", - "issue:43782|issue:46693", + "issue:33666|issue:36331", "issue:43262|issue:43295", "issue:44514|issue:45290", "issue:39692|issue:43493", - "issue:43525|issue:43572", "issue:43720|issue:44361", - "issue:44964|issue:45405", - "issue:44554|issue:46365", - "issue:43493|issue:43825", - "issue:44977|issue:46209", - "issue:44625|issue:45584", - "issue:43452|issue:44451", - "issue:45823|issue:46050" + "issue:44964|issue:45405" ], - "prepared_review_unit_hash": "43cc2b173d3da616c32a08747ff7b6cfb0adc03bf5ac0c2ff71f59e3115ca8eb", + "prepared_review_unit_hash": "486ec51859f63e939804d27763477a8b8fa6fc3abab3ca2105f0cc69d87d668f", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36583, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous set of unrelated Transformers issues. The soft pairs are mostly broad semantic matches (e.g. generation, loading, processors, config) but do not describe the same concrete bug or fix, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This set is a heterogeneous mix of unrelated Transformers issues across training, tokenization, multimodal processors, generation, loading, and quantization. None of the soft pairs look like the same underlying bug or change, so I did not accept any duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: these reports span unrelated bugs and subsystems, so none is a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single best issue: any choice would be arbitrary because the cluster is not a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Different failures: Qwen2-VL multi-GPU training vs GenerationMixin import error; no shared underlying bug." + "reason": "Both are tokenizer-loading regressions, but one is offline Mistral regex patching and the other is a separate tokenizer failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "One is a video-input regression in Qwen VL models; the other is missing num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the root causes are different: Gemma3 sliding-window attention vs classification-head init/checkpoint behavior." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard sizing is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are different code paths and failures." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are model correctness issues, but they affect different models and mechanisms (aux-loss normalization vs DeepSeekV3 divergence)." + "reason": "Aux-loss normalization is unrelated to DeepseekV3MoE diverging from the remote implementation." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Trainer GPU broadcast TypeError is a different training-path bug from Qwen2-VL multi-GPU support." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import errors are unrelated issues." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both involve generation/cache handling, but one is server KV continuation indexing and the other is beam-search cache reorder skipping for specific model classes." + "reason": "Serve KV-cache continuation indexing is a different generation bug from beam-search cache reorder being skipped for certain models." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Both touch save/load behavior, but one is tied-weight serialization and the other is sinq quantization persistence." + "reason": "Trainer _gpu_broadcast_one NoneType errors are not the same as Qwen2-VL multi-GPU training support." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Both are generation-output bugs, but the code paths differ: compiled forward chunking vs flash-attention on Qwen3.5." + "reason": "lm_head serialization tied-weights inconsistency is separate from sinq quantization save/load breakage." }, { "left": "issue:43504", - "right": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Unrelated bugs: legacy preset loading for BEiT vs torch.compile/SDPA failure for Bamba." + "reason": "Legacy-field loading failure for BEiT segmentation is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43504", - "right": "issue:43720", + "right": "issue:43550", "accept": false, - "reason": "Both are model-loading issues, but they are different root causes and different model families." + "reason": "BEiT pretrained-load failure and Bamba torch.compile SDPA failure are different bugs." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Different runtime failures: auto device-mapping cuda assert vs compiled forward chunked generation inconsistency." + "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Same broad FA2 area, but one is incorrect generation and the other is a performance regression; not the same fix." + "reason": "A Qwen3.5 correctness bug with flash-attention is distinct from a broader FA2 long-context performance regression." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert is unrelated to chunked generation with compiled forward." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code breakage, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + "reason": "Missing fields from AutoConfig trust_remote_code is different from removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Loading with base_model_prefix is unrelated to missing TP plan entries for Qwen3.5 linear_attn." + "reason": "base_model_prefix loading regression is not the same as Qwen3.5 TP-plan missing linear_attn entries." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Different problems: dtype propagation in BLIP2 load vs an MPS attention correctness issue." + "reason": "BLIP2 dtype propagation and an MPS attention correctness bug are unrelated." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Both are save/load related, but packed-weight loading and DiaConfig token IDs are separate bugs." + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different model-specific bugs." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and Trainer compute_loss signature mismatch are unrelated." + "reason": "BEiT legacy-field loading and OmDet-Turbo processor/model size mismatch do not share a bug path." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Different model-loading/processor bugs: BEiT legacy field vs OmDet-Turbo size mismatch." + "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID persistence." + "reason": "CPU offload device mismatch and DiaConfig save/load token-ID loss are unrelated." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Different model behaviors: BF16/FP32 dtype regression vs auxiliary-loss normalization." + "reason": "Embedding dtype drift in evaluate is not the same as auxiliary-loss normalization in MoE models." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression are separate issues." + "reason": "Qwen2-VL multi-GPU training and compute_loss num_items_in_batch signature mismatch are different trainer issues." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Both involve processor APIs, but one is audio sampling rate defaulting and the other is tokenizer/image handling regression." + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-passing regression are separate processor bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both crash in apply_chat_template, but on different inputs and different code paths (batched padding vs tool-call assistant messages)." + "reason": "Both hit apply_chat_template, but one is batched padding=False handling and the other is tool-call messages with no content." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same SigLIP2 model family, but docs-example mistakes and HF-vs-JAX implementation discrepancy are not the same bug." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both are missing config token fields after v5, but they affect different attributes and model configs." + "reason": "Documentation example errors are not the same as SigLIP2 implementation divergence from JAX." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different failures: accelerate loading of packed BitNet weights vs MLukeTokenizer task AttributeError." + "reason": "BitNet loading/unpacking and MLukeTokenizer AttributeError affect different components." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to the unreleased PEFT version bump." - }, - { - "left": "issue:44554", - "right": "issue:46365", - "accept": false, - "reason": "MPS attention correctness and Trainer import failure are unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message regression." - }, - { - "left": "issue:44977", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are different issues." - }, - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "Different model-specific bugs: Qwen3.5 label propagation vs Whisper empty-transcription generation failure." - }, - { - "left": "issue:43452", - "right": "issue:44451", - "accept": false, - "reason": "Both are loading failures, but gguf_file breakage and inability to load ScandiBERT do not share the same root cause." - }, - { - "left": "issue:45823", - "right": "issue:46050", - "accept": false, - "reason": "Different bug classes: Gemma4 device-map mismatch during forward vs sinq quantized save/load breakage." + "reason": "Phi-4 multimodal loading failure is unrelated to the unreleased PEFT version bump." } ] }, @@ -7955,7 +7982,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:28218", "issue:33357", @@ -7966,285 +7993,279 @@ "issue:43278", "issue:43295", "issue:43299", - "issue:43334", + "issue:43452", "issue:43493", "issue:43504", + "issue:43525", "issue:43572", "issue:43575", "issue:43606", "issue:43646", "issue:43701", "issue:43824", + "issue:43825", "issue:43844", "issue:43927", "issue:43994", - "issue:44112", - "issue:44291", "issue:44361", + "issue:44451", "issue:44466", "issue:44488", + "issue:44554", "issue:44568", "issue:44589", + "issue:44625", "issue:44792", "issue:44843", "issue:44849", "issue:44977", - "issue:45072", - "issue:45245", "issue:45357", "issue:45405", - "issue:45520", - "issue:45759", + "issue:45584", "issue:45812", + "issue:45823", + "issue:46050", "issue:46192", "issue:46209", + "issue:46365", "issue:46399", "issue:46489", "issue:46710", - "issue:46821", - "issue:46832", "issue:46846" ], "soft_pairs": [ + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050", "issue:28218|issue:33357", - "issue:42796|issue:44977", "issue:43994|issue:46192", + "issue:42796|issue:44977", "issue:44849|issue:46209", "issue:43278|issue:43844", - "issue:39692|issue:43295", "issue:43493|issue:43844", - "issue:33357|issue:33666", - "issue:43646|issue:44466", + "issue:39692|issue:43295", "issue:46209|issue:46710", + "issue:43646|issue:44466", "issue:44849|issue:45357", - "issue:43278|issue:43701", + "issue:33357|issue:33666", "issue:44568|issue:46489", + "issue:43278|issue:43701", "issue:44792|issue:45405", - "issue:43824|issue:44589", "issue:43927|issue:44361", "issue:44488|issue:44843", - "issue:44589|issue:45520", "issue:44568|issue:45812", - "issue:46821|issue:46832", - "issue:45072|issue:46832", "issue:43575|issue:45405", "issue:43504|issue:43606", + "issue:43824|issue:44589", "issue:43257|issue:43299", - "issue:46399|issue:46846", - "issue:43334|issue:45759", - "issue:43606|issue:44112", - "issue:43334|issue:43572", - "issue:43572|issue:44291", - "issue:45245|issue:46710" + "issue:46399|issue:46846" ], - "prepared_review_unit_hash": "d56fe5fd23a9a3a1b68d31e520fc0e505acbd729bbfda955b9668c2254b4c79e", + "prepared_review_unit_hash": "604d81b3ad7577c848a41359337e218147e4bd767df66f54761d187c035affa0", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36267, - "estimated_input_tokens": 9067, - "estimated_eval_tokens": 18390 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36411, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains many unrelated issues across tokenizers, Qwen/VL loading, dtype/offload, CI, and model-specific regressions. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate links should stay rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue is safe here: the items span multiple distinct bugs and subsystems, so none can represent the cluster without over-merging.", + "summary": "The set is highly heterogeneous: most items are distinct tokenizer, loading, model-parallel, or config regressions rather than duplicates. I did not find any soft pair that clearly describes the same concrete bug/change, so all soft edges are rejected.", + "confidence": 0.9, + "canonical_issue_reason": "No single duplicate cluster stands out; if one issue must anchor the set, issue 45812 is the strongest high-signal regression report because it describes a broad silent v4\u2192v5 tokenizer break affecting all Granite models.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be used as a loose representative, issue 45812 is the strongest because it describes a broad tokenizer regression affecting all Granite models and has the clearest impact signal, but it still does not unify the rest of the set.", + "best_issue_reason": "Issue 45812 is the best standalone representative: broad impact, concrete regression framing, and multiple inbound references make it the clearest triage target in this group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Tokenizer whitespace bug vs MacOS bus error on a CLIP model; completely different symptoms and code paths." + "reason": "Different failures: SigLIP2 model behavior vs pipeline translation-task messaging/support." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Different model families and failures: tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." + "reason": "MPS attention correctness bug and Trainer import conflict are unrelated code paths." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "SigLIP2 model/pipeline mismatch vs a text_kwargs/return_tensors behavior bug; unrelated functionality." + "reason": "Flash-attention generation issue and FP8/B200 inference issue are different problems." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Qwen3.5 hidden-state output bug vs FP8 inference on B200; no shared concrete code path." + "reason": "Missing pad_token_id in Llama4Config is separate from missing pad_token_idx in StableLmConfig." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Training/eval dtype change for embeddings vs ZeRO-3 gradient explosion; too different to be duplicates." + "reason": "Num_labels propagation and Whisper empty-transcription generation are unrelated." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Documentation example errors vs a regression in processor/tokenizer API behavior; not the same bug." + "reason": "Loader gguf_file regression and ScandiBERT load failure do not share a concrete root cause." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs DeepSpeed training instability; unrelated issues." + "reason": "Gemma4 device-map mismatch is unrelated to sinq save/load quantization breakage." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "MacOS bus error in CLIP loading vs Qwen2-VL multi-GPU training question; no overlap in failure mode." + "reason": "Tokenizer spacing bug and MacOS bus error on CLIP are different symptoms and subsystems." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Custom model init regression vs state serialization inconsistency; separate code paths and symptoms." + "reason": "SigLIP2 wrong outputs and return_tensors being ignored are separate API issues." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "FP8 inference issue vs accuracy regression after upgrade; not the same underlying defect." + "reason": "BPE marker handling and Qwen3.5 flash-attention generation are not the same bug." }, { "left": "issue:44849", - "right": "issue:45357", + "right": "issue:46209", "accept": false, - "reason": "Hidden-states behavior in Qwen3.5 vs incorrect visual encoder keys on save_pretrained; distinct bugs." + "reason": "Hidden-states behavior in Qwen3.5 is unrelated to FP8 inference on B200." }, { "left": "issue:43278", - "right": "issue:43701", + "right": "issue:43844", "accept": false, - "reason": "Embedding dtype mismatch vs resume_from_checkpoint key mismatch; unrelated failures." + "reason": "Eval dtype drift and ZeRO-3 gradient growth are both training-related but not the same defect." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "mDeBERTa special-token insertion bug vs DeepSeek-Coder tokenizer output regression; both tokenizer-related but not the same concrete issue." + "reason": "SigLIP2 discrepancy and DeepSpeed gradient regression are unrelated." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Janus test failure vs PEFT version bump; no common bug or fix." + "reason": "Documentation example errors are not the same as processor.tokenizer regression." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Missing Qwen2.5-VL import symbol vs Float8 storage lookup error; unrelated." + "reason": "Both are performance/accuracy regressions, but one is FP8 inference on B200 and the other is a post-upgrade accuracy drop." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "DiaConfig save/load token IDs loss vs MLukeTokenizer AttributeError; different models and failure modes." + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different code paths." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Model loading failure vs offline model_info call in a tokenizer patch; not the same underlying problem." + "reason": "Qwen3.5 hidden_states bug and incorrect visual encoder keys on save_pretrained are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Float8 storage deserialization vs flash_attn import_utils KeyError on Python 3.13; unrelated." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Different tokenizer regressions in different model families; similar theme is not enough to merge them." - }, - { - "left": "issue:46821", - "right": "issue:46832", + "right": "issue:46489", "accept": false, - "reason": "TimesFM window_size attribute error vs RT-DETR feature-level mismatch; separate model-specific bugs." + "reason": "Both are tokenizer-related, but they involve different models and distinct special-token/BPE symptoms." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "bfloat16 dtype mismatch in inference vs RT-DETR forward shape/type error; no shared code path." + "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43575", + "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "TP OOM on a Qwen model vs a dependency version bump; completely unrelated." + "reason": "Janus test failure and PEFT version pinning are unrelated." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Legacy field preventing Beit loading vs CPU offload device mismatch in bark-small; unrelated." + "reason": "Save/load token ID corruption and MLukeTokenizer AttributeError are different issues." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Both mention Qwen3 MOE loading, but one is accelerate/deepspeed weight conversion and the other is a dev loading regression; too different to treat as one bug." + "reason": "Model loading failure and offline Hub lookup in _patch_mistral_regex are not the same bug." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Kernel-registration crash vs TP plan omissions causing OOM/shape errors; distinct defects." + "reason": "Tensor-parallel OOM and unreleased PEFT minimum version are unrelated." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL text config vs composite config unwrapping in AutoModelForCausalLM.from_config; related area but different bug." + "reason": "Legacy preset loading failure and CPU offload device mismatch are different defects." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Model CPU offload failure vs stale CI test in another model; not duplicates." + "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Qwen3-VL pad_token_id issue vs StableLmConfig pad_token_idx issue; same token-field theme but different models and root causes." + "reason": "Both mention Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a broader Qwen3VL loading regression." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Missing config field vs init_empty_weights argument incompatibility; unrelated." + "reason": "Different tokenizer families and different failure modes; not the same underlying bug." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Category-count limit error vs downstream accuracy regression; no shared bug." + "reason": "Missing decorator on apply_rotary_pos_emb and missing linear_attn TP-plan entries are separate Qwen3.5 problems." } ] }, @@ -8266,276 +8287,282 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ - "issue:15354", "issue:28218", "issue:29159", "issue:29942", "issue:30333", "issue:32090", "issue:34567", - "issue:38175", - "issue:41720", "issue:42490", "issue:43065", - "issue:43493", + "issue:43334", "issue:43504", + "issue:43572", + "issue:43606", "issue:43653", "issue:43696", - "issue:43701", "issue:43844", "issue:43873", "issue:43937", "issue:43994", - "issue:44423", + "issue:44112", + "issue:44291", "issue:44464", "issue:44493", - "issue:44554", - "issue:44734", + "issue:44589", "issue:44869", "issue:44964", "issue:44977", + "issue:45072", "issue:45084", "issue:45200", "issue:45229", - "issue:45406", - "issue:45446", + "issue:45245", "issue:45479", "issue:45520", "issue:45588", + "issue:45759", "issue:45823", "issue:46050", - "issue:46121", "issue:46285", "issue:46369", "issue:46424", "issue:46701", "issue:46710", "issue:46752", + "issue:46821", "issue:46829", "issue:46832", "issue:46858" ], "soft_pairs": [ + "issue:45072|issue:46832", + "issue:46821|issue:46832", + "issue:43606|issue:44112", + "issue:45245|issue:46710", "issue:44493|issue:46285", + "issue:44589|issue:45520", + "issue:43334|issue:45759", + "issue:43334|issue:43572", "issue:43504|issue:43653", "issue:44464|issue:46424", + "issue:43572|issue:44291", "issue:46832|issue:46858", "issue:43937|issue:46701", "issue:45200|issue:45229", "issue:43844|issue:44964", - "issue:45229|issue:45823", "issue:43873|issue:46050", "issue:44869|issue:46752", + "issue:45229|issue:45823", "issue:29942|issue:30333", "issue:43994|issue:44493", "issue:45588|issue:46050", "issue:29159|issue:32090", "issue:42490|issue:43696", - "issue:45084|issue:45520", "issue:44977|issue:46701", - "issue:43065|issue:46369", + "issue:45084|issue:45520", "issue:28218|issue:34567", - "issue:45479|issue:46829", - "issue:44423|issue:44734", - "issue:44554|issue:45446", - "issue:15354|issue:38175", - "issue:43493|issue:43701", - "issue:41720|issue:46710", - "issue:45406|issue:46121", - "issue:44977|issue:46710" + "issue:43065|issue:46369", + "issue:45479|issue:46829" ], - "prepared_review_unit_hash": "d13655258cbad8d1ac50ede075371f9df30ccfcbf803b3793cedbdbf163420ab", + "prepared_review_unit_hash": "b8d0c6ada71cdcba0ea103fc4422f370b04620f1d73469cb1a49dc929327513b", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35970, - "estimated_input_tokens": 8993, - "estimated_eval_tokens": 18242 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35625, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; the issues span many unrelated subsystems (tokenizers, serving, quantization, multimodal models, training, and backend-specific bugs). No PRs are present. If a representative issue is needed, the most active broad bug report is the best anchor, but it does not imply duplication across the cluster.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 43873 is the strongest representative by activity and scope: it is open, has multiple inbound references, and concerns a broadly impactful quantization/offloading bug. However, the cluster itself does not look like one coherent duplicate set.", + "summary": "This cluster is a grab bag of unrelated bug reports across tokenizers, model loading, inference, training, and CI. All soft pairs look like superficial similarity only, not the same underlying bug.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43873 is the strongest anchor in the set: it has the most discussion/inbound references and a broad offloading/quantization scope.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best issue candidate because it is actively discussed, open, and likely to draw follow-up fixes. It is more representative than the model-specific or one-off reports, even though the items here are not duplicates.", + "best_issue_reason": "43873 is the most representative issue overall by engagement and breadth; the rest are mostly isolated, model-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different failures: bfloat16 dtype mismatch in inference vs RT-DETR feature-level/backbone mismatch." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError is unrelated to RT-DETR forward TypeError." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but one is CPU offload with quantization and the other is a stale device override test; different bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime limit vs accuracy regression after upgrade; no shared code-path." + }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Both involve model/output structure changes, but they affect different models and different failure modes: unexpected key/position-id handling vs CLIP text-model attribute layout." + "reason": "Unexpected key/position-id issue is distinct from CLIP structural inconsistency." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error differs from AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different configs and fields: Qwen3-VL pad_token_id vs StableLmConfig pad_token_idx." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Both are loading/tokenizer-related bugs, but one is a legacy field during BEiT model loading and the other is BigBirdTokenizer special-token registration; different code paths." + "reason": "BEiT legacy-field load failure and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both mention cache/forward behavior, but one is chunked generation with compiled forward and the other is cache length handling for quantized cache. Not the same bug." + "reason": "Chunked generation/compiled-forward inconsistency is not the same as max_cache_length only applying to quantized cache." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is separate from init_empty_weights receiving _is_hf_initialized." }, { "left": "issue:46832", "right": "issue:46858", "accept": false, - "reason": "Both involve tensor/index arithmetic, but one is RT-DETR feature-level mismatch and the other is static-cache seq-length on non-CUDA backends. Different subsystems." + "reason": "RT-DETR backbone/output mismatch is unrelated to cache.get_seq_length device-tensor arithmetic in static cache." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Both relate to generation, but one is GenerationConfig validation and the other is a multimodal pipeline output/type issue. No shared concrete fix." + "reason": "Invalid GenerationConfig for GLM-5 is a different failure than the DiffusionGemma pipeline bug." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "One is a missing default for mm_token_type_ids in fine-tuning; the other is multi-GPU inference OOM. Different problems and remedies." + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Different failures: ZeRO-3 gradient growth versus model loading failure for Phi-4 multimodal. Only a loose training/model-inference theme is shared." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Both are Gemma4-related, but one is CUDA OOM in multi-GPU inference and the other is a device mismatch during forward. Not the same concrete bug." + "reason": "DeepSpeed ZeRO-3 gradient growth and model-load failure are different problems." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both mention quantization/offloading, but one is about offloading not working as expected and the other is post-save/load breakage for sinq quantization. Distinct issues." + "reason": "Both mention quantization, but one is runtime offloading behavior and the other is save/load corruption after sinq quantization." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Both crash on edge cases, but one is Whisper timestamp decoding with a trailing replacement character and the other is apply_chat_template on an empty list. Different code paths." + "reason": "Whisper trailing replacement-character crash is unrelated to apply_chat_template on an empty list." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM in Gemma4 multi-GPU inference is not the same as device mismatch with device_map=auto." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention test failures and MLflow reporting after training failure are unrelated." + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "One is a SigLIP2 inference discrepancy, the other is a model key/position-id structure issue. No shared underlying bug." + "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline is a different bug from unexpected position-id keys." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention aux state handling and sinq save/load breakage are unrelated; both are quantization-adjacent but not the same fix." + "reason": "flash_attention.py crashing on s_aux=None is unrelated to sinq save_pretrained/from_pretrained breakage." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer GPU broadcast NoneType error." + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast TypeError." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Import-path warning and CUDA OOM are completely different." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Compilation failure for non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Slash-suffixed local model import warning and GPT-oss-20b CUDA OOM are not the same issue." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure do not share the same code path." + "reason": "Qwen3.5 flash-attention generation issue does not match the DiffusionGemma pipeline failure." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Both are Sam3-related, but one is about a dummy Conv2d in the pixel decoder and the other is a memory overflow when calling the model; too weak to treat as one bug." + "reason": "Compilation error for non-template nodes is unrelated to flash_attn import KeyError." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer added-token spacing and TrainerState token-count tracking are unrelated." - }, - { - "left": "issue:45479", - "right": "issue:46829", - "accept": false, - "reason": "Sequence-classification zero-loss behavior and VideoPrism output field confusion are different model/task bugs." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both are serve crashes, but one is a multimodal string-to-device error and the other is KV-cache continuation tensor indexing. Distinct code paths." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "MPS attention correctness and a PyTorch version check in flex_attention are not the same defect." - }, - { - "left": "issue:15354", - "right": "issue:38175", - "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability inference are unrelated." + "reason": "Added-token spacing bug is unrelated to TrainerState.num_input_tokens_seen not updating." }, { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:46710", - "accept": false, - "reason": "Auto device mapping cudaErrorAssert and a model accuracy regression after upgrade are separate issues." - }, - { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and rope-parameter validation TypeError are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are different model issues." }, { - "left": "issue:44977", - "right": "issue:46710", + "left": "issue:45479", + "right": "issue:46829", "accept": false, - "reason": "Flash-attention generation failure and an accuracy regression after upgrade do not indicate the same underlying bug." + "reason": "Degenerate zero-loss classification behavior is unrelated to VideoPrism hidden_states being misreported." } ] }, @@ -8557,19 +8584,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ - "issue:28218", + "issue:15354", "issue:29870", "issue:29942", - "issue:35141", "issue:37428", "issue:38175", "issue:39692", + "issue:41720", "issue:42490", - "issue:42915", "issue:43232", - "issue:43278", "issue:43295", "issue:43450", "issue:43493", @@ -8577,19 +8602,20 @@ "issue:43550", "issue:43572", "issue:43575", - "issue:43653", + "issue:43701", "issue:43824", "issue:43844", - "issue:43856", "issue:43873", "issue:43957", - "issue:44112", "issue:44186", + "issue:44423", "issue:44466", "issue:44521", "issue:44554", "issue:44610", + "issue:44734", "issue:44849", + "issue:44977", "issue:44987", "issue:45072", "issue:45127", @@ -8597,249 +8623,265 @@ "issue:45200", "issue:45290", "issue:45356", - "issue:45381", + "issue:45406", + "issue:45446", "issue:45520", "issue:45588", "issue:45759", "issue:45823", + "issue:46121", "issue:46178", "issue:46192", - "issue:46209", + "issue:46710", "issue:46821" ], "soft_pairs": [ - "issue:37428|issue:43957", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", "issue:45072|issue:45198", "issue:43295|issue:43450", "issue:45588|issue:45759", + "issue:37428|issue:43957", "issue:43540|issue:45200", - "issue:43572|issue:46821", "issue:44186|issue:46192", "issue:43295|issue:43873", "issue:45200|issue:45823", "issue:45823|issue:46192", "issue:43295|issue:44610", - "issue:45520|issue:46178", + "issue:43572|issue:46821", "issue:29870|issue:29942", - "issue:43572|issue:44987", "issue:43232|issue:44849", "issue:43550|issue:43844", + "issue:45520|issue:46178", "issue:43450|issue:43575", + "issue:43572|issue:44987", "issue:44554|issue:45356", - "issue:37428|issue:43824", "issue:42490|issue:43493", - "issue:38175|issue:43493", + "issue:37428|issue:43824", "issue:44521|issue:45290", "issue:39692|issue:46192", - "issue:43653|issue:44112", - "issue:44466|issue:45127", - "issue:45381|issue:46209", - "issue:43278|issue:43856", - "issue:42915|issue:43824", - "issue:28218|issue:35141" + "issue:38175|issue:43493", + "issue:44466|issue:45127" ], - "prepared_review_unit_hash": "70d43b4f6565a753e83a07f6495ac3e17337dce9c708c590f1889ae0a875eba5", + "prepared_review_unit_hash": "320f629bfc66d9c8ff55c8eb7c7ce0e19c5fa5c73584d9b386a07f27ab060d39", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36027, - "estimated_input_tokens": 9007, - "estimated_eval_tokens": 18270 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37389, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous; most soft pairs share only broad subsystem or model-family similarity, not the same concrete bug. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 43295 is the broadest, most user-facing regression in the set and overlaps with several nearby multimodal/tokenizer candidates, making it the best single representative issue here.", + "summary": "The set is heterogeneous and does not form a coherent duplicate cluster; all soft edges are rejectable from titles alone. The best single issue anchor is the high-engagement quantization/offloading bug, but it is only a weak canonical because the other items are largely unrelated.", + "confidence": 0.52, + "canonical_issue_reason": "issue:43873 is the strongest representative by engagement and breadth: it is active, has the most discussion/inbound references, and describes a concrete runtime bug in a core quantization/offloading path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 has a clear reproduction scope, regression framing, and broad impact on processor/tokenizer behavior, so it is the strongest canonical issue candidate among these mostly unrelated issues.", + "best_issue_reason": "issue:43873 is the best overall issue anchor because it is a well-scoped, high-signal bug with broad impact; however, the surrounding items are too diverse to treat as one duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but one is multimodal continuous batching and the other is KV-cache continuation indexing; different code paths and failure modes." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import-version check are unrelated bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated symptoms in different subsystems." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and a resume_from_checkpoint key mismatch are different problems with no clear shared code path." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "One is an A800 cudaErrorAssert with auto device mapping; the other is an accuracy regression after a version upgrade." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope parameter JSON list handling." + }, + { + "left": "issue:44977", + "right": "issue:46710", "accept": false, - "reason": "Both are loading/import problems, but one is a flash-attention symbol import error and the other is a meta-device model-loading regression; different code paths and fixes." + "reason": "Flash-attention generation failure for Qwen3.5 is a runtime incompatibility, not the same issue as a model accuracy regression." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "One is a bfloat16 dtype mismatch in inference, the other is a Wav2Vec2 save/tokenization failure; not the same bug." + "reason": "dtype mismatch inference issues and Wav2Vec2 save/tokenization failures are different bugs." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both involve multimodal processing, but one is a tokenizer/processor image-passing regression and the other is a batched video-shape issue; distinct failures." + "reason": "A processor.tokenizer regression is unrelated to batched video processor shape handling." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "These touch model loading and multimodal config handling, but one is a flash_attention None-attribute crash and the other is text_config unwrapping in AutoModel; different root causes." + "reason": "Flash-attention integration crashing on s_aux=None and AutoModelForCausalLM.from_config text_config unwrapping are separate failures." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Qwen3OmniMoe video processing failure and Gemma4 mm_token_type_ids defaulting are unrelated multimodal bugs." + "reason": "An import error for flash attention utilities and a meta-device model-loading regression are distinct problems." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "StableLm pad_token_idx config regression and TimesFM window_size AttributeError are unrelated config/API issues." + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal bugs." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and return_tensors being ignored are different tokenizer API bugs." + "reason": "LayoutLMv2Tokenizer NER/padding crashes and return_tensors being ignored are not the same bug." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer image regression and quantization offloading behavior are different subsystems and failure modes." + "reason": "Processor/tokenizer regression and quantization/offloading behavior are unrelated." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 text-only fine-tuning defaults and a device_map forward mismatch are different problems." + "reason": "Missing default mm_token_type_ids and a device_map auto forward mismatch in Gemma4 are different issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "A Gemma4 device-placement bug and ignored return_tensors kwarg do not share a concrete code-path problem." + "reason": "A Gemma4 device placement bug is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both are processor-related, but one is tokenizer/image access regression and the other is an OmDet-Turbo image-size mismatch." + "reason": "Processor/tokenizer access regression and OmDet-Turbo input-size mismatch are separate bugs." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Both are import/backend mapping issues, but they concern unrelated backend names and code paths." + "reason": "A StableLmConfig pad_token_idx regression and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "A decoder_attention_mask generation bug and failing Flash Attention 2 tests are not the same issue." - }, - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "One is missing StableLmConfig pad_token_idx, the other is a model-loading failure for a specific repo; no clear shared root cause." + "reason": "BART generate UnboundLocalError and Flash Attention 2 test failures do not describe the same underlying defect." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync behavior and a Qwen3.5 output_hidden_states bug are separate generation/model issues." + "reason": "Generation kwargs sync_gpus handling and Qwen3.5 output_hidden_states behavior are different code paths." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and ZeRO-3 gradient growth are different training/runtime bugs." + "reason": "A torch.compile SDPA failure and a ZeRO-3 gradient anomaly are distinct training/runtime issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import bookkeeping and a tensorflow_text backend mapping error are unrelated." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape errors and a tensor-parallel OOM are unrelated." + "reason": "Video processor batching shape and Qwen2-57B-A14B tensor-parallel OOM are different problems." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "An MPS attention correctness issue and a Kimi tokenizer regression are not the same code path." + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast on 5.1.0 are unrelated regressions." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Both are import errors, but for different missing symbols and modules; no shared fix is evident." + "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec handling are unrelated." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A trailing-slash local-path import warning and a SigLIP2 implementation discrepancy are unrelated." + "reason": "A trailing-slash import warning and a SigLIP2 implementation discrepancy are not the same bug." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Both concern SigLIP2, but one is zero probabilities on a model and the other is a broader HF-vs-JAX discrepancy; insufficient evidence they are the same concrete bug." + "reason": "Missing flash-attention utility import and missing Qwen2_5_VL class export are different import issues." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both are chat-template related, but one is assistant mask generation and the other is a crash with tool-call messages; different failures." + "reason": "All-zero assistant masks for multimodal inputs and crashes on tool-call assistant messages are both apply_chat_template bugs, but with different triggering conditions and failure modes." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 documentation example errors and a return_tensors kwarg bug are unrelated." + "reason": "SigLIP2 doc example/model-processor issues and ignored return_tensors are unrelated." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "A tokenizer special-token registration bug and a GraniteSpeech CI device-override failure are unrelated." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is an HF-vs-JAX discrepancy; the symptoms do not clearly point to one duplicate bug." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Tied-weight serialization inconsistency and LoRA-merge collapse with extended vocab are different tied-weight problems, not the same concrete bug." - }, - { - "left": "issue:45381", - "right": "issue:46209", - "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids and FP8 inference on B200 are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "A BF16-to-FP32 dtype change in evaluation and Qwen3 MoE memory inefficiency are different issues." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FP8 failure and a Qwen2_5_VL import error are unrelated." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer added-space behavior and post_init reinitializing resized embeddings are separate tokenization/model-initialization bugs." + "reason": "lm_head.weight serialization differences and LoRA merge collapse with extended vocab are different tied-weights problems." } ] }, @@ -8861,32 +8903,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ - "issue:37428", - "issue:38175", + "issue:28218", + "issue:35141", "issue:41720", + "issue:42915", "issue:43262", + "issue:43278", "issue:43334", "issue:43335", "issue:43388", - "issue:43425", "issue:43450", "issue:43452", "issue:43525", "issue:43526", "issue:43550", - "issue:43606", + "issue:43653", "issue:43819", "issue:43824", "issue:43827", + "issue:43856", "issue:43901", "issue:43950", "issue:43975", "issue:44112", "issue:44206", "issue:44442", - "issue:44479", "issue:44561", "issue:44610", "issue:44792", @@ -8896,13 +8939,12 @@ "issue:45198", "issue:45200", "issue:45325", + "issue:45381", "issue:45412", - "issue:45520", "issue:45563", "issue:45584", "issue:45593", "issue:45759", - "issue:46170", "issue:46192", "issue:46209", "issue:46234", @@ -8913,224 +8955,237 @@ "issue:46858" ], "soft_pairs": [ + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:42915|issue:43824", "issue:43950|issue:46285", "issue:43824|issue:43975", - "issue:43334|issue:43525", "issue:43452|issue:46512", + "issue:43334|issue:43525", "issue:43262|issue:43450", "issue:44442|issue:45198", "issue:44792|issue:45563", - "issue:44898|issue:45412", "issue:43819|issue:44112", - "issue:44479|issue:46192", + "issue:43526|issue:46192", + "issue:44898|issue:45412", "issue:45200|issue:45325", "issue:43827|issue:43901", "issue:43388|issue:43526", - "issue:44561|issue:46234", - "issue:43335|issue:43550", "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", "issue:43819|issue:45083", "issue:44857|issue:45593", "issue:44206|issue:45584", - "issue:44610|issue:44857", "issue:46424|issue:46858", - "issue:45759|issue:46285", + "issue:44610|issue:44857", "issue:46512|issue:46821", - "issue:45520|issue:46170", - "issue:43606|issue:45083", - "issue:38175|issue:45412", - "issue:37428|issue:43425" + "issue:45759|issue:46285" ], - "prepared_review_unit_hash": "8ce4e20dc91566561b1d25f05870bd76810b4b6cc4d435002ddd53da288893a0", + "prepared_review_unit_hash": "9547833e66cee58485bb5ae0fce3111392d9ece6dd8c0e64aa46d0ae9df19c8f", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36142, - "estimated_input_tokens": 9036, - "estimated_eval_tokens": 18328 + "soft_pair_count": 28, + "serialized_chars": 36423, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the suggested pairs mostly share only broad themes like multimodal configs, import utilities, or cache handling, but they describe different code paths and fixes. None of the soft edges looks like a true duplicate or mergeable same-bug pair.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue clearly subsumes the cluster; the items are largely unrelated bug reports across different models, processors, and runtime paths.", + "summary": "All listed soft pairs are false positives: they share broad subsystem or symptom similarity, but they describe different bugs, different models/configs, or different code paths. No PR pairs are present, and no soft pair is similar enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43950 is the most broadly scoped, concrete core-library regression in the set; it has a clear load-path failure mode and a strong reproduction, so it is the best representative issue here.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue stands out, since the cluster does not represent one underlying defect or change.", + "best_issue_reason": "issue:43950 is the strongest standalone bug report among these issues: specific, actionable, and high-impact, with a clear regression in from_pretrained behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token handling vs a GraniteSpeech CI/device-override failure; unrelated bugs." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL position-id bug vs FP8 inference failure on B200; different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Evaluation dtype drift vs Qwen3 MoE memory usage; same broad area, but not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Added-token spacing issue vs embedding reinit on resize; distinct tokenizer/model-init problems." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen2.5-VL import error; unrelated." + }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Both involve model/config structure, but one is a from_pretrained buffer regression and the other is a CLIP class layout inconsistency; different bugs." + "reason": "Non-persistent buffer corruption on load vs CLIP text-model structure inconsistency; different regressions." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "One is a missing Qwen2.5-VL export import error; the other is a detokenization regression in DeepSeek Coder. Not the same issue." + "reason": "Import error for a missing class vs incorrect detokenization in DeepSeek; not the same underlying bug." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Both mention missing pad_token_id on configs, but they affect different model families and likely different code paths." + "reason": "gguf_file loading breakage vs stale config dtype after from_config; different failure modes." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "gguf_file loading breakage and stale dtype on from_config are unrelated API regressions." + "reason": "Both mention missing pad_token_id, but they affect different config/model families and no shared fix path is shown." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video shape handling are separate processor bugs." + "reason": "Audio chat-template sampling-rate default vs batched video output shape; different processors and bugs." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer loading failure and save_pretrained/tokenization failure are different model-specific issues." + "reason": "Tokenizer load failure vs save_pretrained/tokenization failure; related domain, but not the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch vs GraniteSpeech stale CI test; unrelated." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A janus image-generation test failure and a stale paged-generate warning are unrelated." + "reason": "Janus image-generation test failure vs stale paged-generate warning; not the same behavior." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are different subsystems and failure modes." + "reason": "DAC forward/latents mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "DAC.from_latents mismatch and a GraniteSpeech CI device-override failure are not the same bug." + "reason": "AMP/CUDA crash in loss computation vs missing auxiliary losses when denoising is off; different training bugs." }, { - "left": "issue:44479", - "right": "issue:46192", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "A video-input regression and return_tensors being ignored when text_kwargs is passed are different multimodal behaviors." + "reason": "Unsupported feature-extractor arg vs Whisper empty-transcription failure after token alignment; distinct paths." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max length honoring vs device-tensor seq-length arithmetic in static cache; both cache-related but not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch vs float16 AMP crash; unrelated." + }, + { + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Both are multimodal Qwen issues, but one is mm_token_type_ids defaults and the other is rope position scaling." + "reason": "Stale dtype in model.config vs TimesFM window_size AttributeError; unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions, but they concern different pipeline docs and different deprecated/changed arguments." + "reason": "Different docs regressions for different pipeline APIs; not duplicate issues." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Tuple label dropping in gather_for_metrics and BeitImageProcessorFast reduce_labels are separate label-handling bugs." + "reason": "gather_for_metrics label truncation vs BeitImageProcessorFast reduce_labels bug; different label-handling code." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Both touch import_utils helpers, but they are different missing symbols with different downstream breakages." + "reason": "A800 cudaErrorAssert under auto device mapping vs B200 FP8 inference failure; different hardware/backend problems." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are unrelated model/runtime issues." + "reason": "Sparse-layer creation bug in SwitchTransformersConfig vs torch.compile+SDPA failure in Bamba-9B-v2; unrelated." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Different hardware-specific failures: Qwen3 auto device mapping on A800 vs FP8 inference on B200." + "reason": "Missing different import_utils helpers; same area, but distinct symbols and failures." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent conversion mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Same as above: unrelated DAC vs qwen3_omni_moe bugs." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "A CUDA AMP loss crash and missing auxiliary losses are distinct detection-training bugs." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription handling are separate audio issues." + "reason": "Same as above: unrelated loss crash vs denoising-loss omission." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Processor image-size mismatch and LwDetr loss AMP crash do not share the same underlying defect." + "reason": "mm_token_type_ids defaulting issue vs Qwen2.5-VL RoPE temporal scaling bug; different multimodal paths." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Both concern cache internals, but one is a max_cache_length config limitation and the other is device-tensor seq-length arithmetic on static cache." + "reason": "Docs-only issues for different pipeline classes; no shared underlying change." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen text_config unwrapping and CLIP text-model structure drift are unrelated config/model-API regressions." - }, - { - "left": "issue:46512", - "right": "issue:46821", - "accept": false, - "reason": "Stale model.config.dtype after from_config and TimesFM window_size AttributeError are different bugs." - }, - { - "left": "issue:45520", - "right": "issue:46170", - "accept": false, - "reason": "A flash_attn import_utils KeyError on Python 3.13 and a Windows ROCm torch.distributed import problem are unrelated compatibility issues." - }, - { - "left": "issue:43606", - "right": "issue:45083", - "accept": false, - "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length helper behavior are different paths." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory retention are unrelated model behaviors." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Missing private flash-support helper import and Torch 2.10 incompatibility are different versioning/import problems." + "reason": "Composite Qwen text_config unwrap bug vs CLIP text-model structure inconsistency; unrelated." } ] }, @@ -9152,24 +9207,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ - "issue:26413", "issue:28282", "issue:29127", "issue:29942", - "issue:31501", "issue:32090", "issue:33357", "issue:34689", "issue:35141", "issue:37428", - "issue:39692", + "issue:38175", "issue:42490", "issue:43278", "issue:43335", + "issue:43425", "issue:43504", - "issue:43526", "issue:43550", "issue:43606", "issue:43611", @@ -9188,25 +9241,31 @@ "issue:44743", "issue:44779", "issue:44855", - "issue:44857", "issue:45083", "issue:45127", "issue:45200", "issue:45245", "issue:45290", "issue:45310", + "issue:45412", "issue:45478", + "issue:45520", "issue:45588", "issue:45593", "issue:45859", + "issue:46170", "issue:46326", "issue:46431", "issue:46566" ], "soft_pairs": [ + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:38175|issue:45412", "issue:43335|issue:43653", "issue:43550|issue:44112", "issue:29942|issue:32090", + "issue:37428|issue:43425", "issue:28282|issue:33357", "issue:43611|issue:43931", "issue:43335|issue:43504", @@ -9214,234 +9273,237 @@ "issue:44855|issue:45083", "issue:43278|issue:43825", "issue:44514|issue:44521", - "issue:43335|issue:45083", "issue:29127|issue:32090", "issue:43720|issue:44112", - "issue:37428|issue:44351", + "issue:43335|issue:45083", "issue:43335|issue:45593", "issue:43335|issue:44112", "issue:45290|issue:46326", + "issue:37428|issue:44351", "issue:46431|issue:46566", "issue:45588|issue:45859", - "issue:34689|issue:35141", "issue:45127|issue:45245", + "issue:34689|issue:35141", "issue:42490|issue:43854", "issue:45310|issue:45478", - "issue:45200|issue:45588", "issue:43819|issue:44493", - "issue:43606|issue:44857", - "issue:39692|issue:43526", - "issue:44448|issue:44779", - "issue:26413|issue:31501" + "issue:45200|issue:45588", + "issue:44448|issue:44779" ], - "prepared_review_unit_hash": "4544e82ec6f5241fbbb6514229015a7b34d3796d0199009bd96ada822910674d", + "prepared_review_unit_hash": "7351c585589b36fb18024caa7a7542a9f4bf61a3fa547418e56e12099b69624c", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36687, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "soft_pair_count": 30, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated issue reports. The only clear duplicate-like pair is the repeated Qwen3.5 MoE from_pretrained regression (issue 45310 / 45478). No pull requests are present.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45310 is the clearest canonical issue: it is the earlier report and has the same exact title as 45478, indicating the same Qwen3.5 MoE from_pretrained regression.", + "summary": "Most pairs are only superficially similar and should stay separate; the only clear duplicate is the two Qwen3.5 MoE from_pretrained regression reports.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the earlier, more detailed report of the same transformers>=5.4.0 Qwen3.5 MoE loading regression that issue:45478 repeats.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the best overall issue candidate because it is a direct, repeated bug report with the clearest duplicate signal and no competing issue is more central.", + "best_issue_reason": "issue:45310 is the strongest issue anchor overall because it clearly describes the concrete loading failure, affected version range, and model family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/runtime dependency problems, but they hit different code paths, platforms, and missing dependencies." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems: CPU offload/device mismatch in Bark vs a qwen3_omni_moe helper behavior issue." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated failures: zero probabilities in SigLIP2 vs RT-DETR memory not released." + }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration/decode issue." + "reason": "Different components and bugs: SwitchTransformers config construction vs BigBirdTokenizer special-token registration." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Both mention model/runtime failures on CI, but one is torch.compile+SDPA for Bamba and the other is a stale device-override test in GraniteSpeech; not the same code path." + "reason": "A model compile/runtime bug in Bamba is not the same as a GraniteSpeech CI test flake." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated failures." + "reason": "Flash Attention 2 test failures and Trainer broadcast NoneType errors are different problems." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing internal import; the other is broad Torch 2.10 compatibility." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to a MacOS bus error with a community CLIP model." + "reason": "PyTorch-not-found import error and MacOS bus error on CLIP are not the same failure." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are different model-loading problems." + "reason": "Different model-loading regressions with different symptoms: base_model_prefix vs weight shape mismatch." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BEiT legacy preset loading are unrelated." + "reason": "SwitchTransformers layer creation bug is unrelated to Beit legacy-field loading failure." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3 recurrent-state reset are different behavior regressions." + "reason": "Different areas and symptoms: Pegasus output drift vs Qwen3.5 modular recurrent-state reset." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 TorchScript parsing failure is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 import parsing issue in DebertaV2 is unrelated to qwen3_omni_moe feature extraction behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift in training/eval is unrelated to a pipeline task-support error message." + "reason": "Embedding dtype drift during evaluate and a pipeline error message regression are unrelated." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both concern apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks for multimodal inputs; different defects." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "SwitchTransformers config bug and qwen3_omni_moe output-length helper bug do not share the same underlying issue." + "reason": "Both are chat-template related, but one crashes on batched padding=False and the other returns empty assistant masks for multimodal input." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and NoneType GPU broadcast failure are not the same bug." + "reason": "Different error classes and code paths: LayoutLMv3 box validation vs GPU broadcast of NoneType." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight unpacking on accelerate load is unrelated to the GraniteSpeech stale device-override test." + "reason": "BitNet accelerate-loading failure and GraniteSpeech CI stale override are unrelated." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Missing _flash_supports_window_size and missing HybridCache are separate import regressions." + "reason": "SwitchTransformers config bug and qwen3_omni_moe helper logic are different issues." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Sparse-layer config creation and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug and GraniteSpeech CI test issue are unrelated." + "reason": "SwitchTransformers config bug is not the same as a CI-only GraniteSpeech test issue." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templates, but one crashes on assistant tool-call messages with no content and the other is a continue_final_message bug for mistral_common tokenizers." + "reason": "Both involve chat templates, but the failures are different: tool-call/no-content crash vs continue_final_message behavior." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing internal import of one symbol does not match a different missing export for HybridCache." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template on a processor and DiffusionGemma staying on meta with device_map=auto are different loading problems." + "reason": "No chat template available error and meta-device loading bug are unrelated." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash attention crash on sink-less models with s_aux=None is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + "reason": "Different flash-attention/offload failures with different models and call sites." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Llama 3.2 Vision loading regression and token-embedding reinitialization on resize are different bugs." + "reason": "LoRA/tie_word_embeddings collapse is unrelated to the categories>2^24 runtime error." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to the category-count limit runtime error." + "reason": "Llama 3.2 vision loading regression and post_init embedding reinitialization are different problems." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are unrelated." + "reason": "Local-path slash warning and GLM-4.7-Flash loading failure are not the same bug." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same title and same reported Qwen3.5 MoE from_pretrained error; clear duplicate pair." - }, - { - "left": "issue:45200", - "right": "issue:45588", - "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to flash attention s_aux handling." + "reason": "These are the same Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0; 45478 is a later duplicate of 45310." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC from_latents / missing STE mismatch is unrelated to unexpected position-id keys." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "CPU offload device mismatch and float16 AMP CUDA crash are different runtime issues." + "reason": "DAC latent/forward mismatch and unexpected position-id keys are unrelated." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "SigLIP2 documentation example errors are unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "Gemma 4 token-type defaults and flash_attention.py s_aux=None crash are different issues." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output differences and Deepseek tokenizer regressions are unrelated." - }, - { - "left": "issue:26413", - "right": "issue:31501", - "accept": false, - "reason": "Checkpoint resume epoch-iterator failure and FineWeb training not starting are different training issues." + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are separate bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. It correctly identifies 45310/45478 as the only clear duplicate pair based on the exact matching title and matching bug description, and the other soft-edge rejections are conservative rather than overstated. No PR pairs are present, so there is nothing mergeability-related to flag." + "feedback": "The summary is grounded in the packet metadata, and the soft-edge judgments stay conservative. The only accepted duplicate pair, issue:45310 vs issue:45478, is well supported by matching titles and chronology." }, "evaluator_used": true, "retried": false, @@ -9460,24 +9522,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:10000", "issue:15354", + "issue:26413", "issue:27957", "issue:28218", "issue:29870", "issue:29942", + "issue:31501", "issue:32090", - "issue:33290", "issue:33357", "issue:34689", "issue:35141", - "issue:37428", "issue:38175", "issue:39692", "issue:40444", - "issue:42175", "issue:42490", "issue:43278", "issue:43329", @@ -9485,6 +9546,7 @@ "issue:43526", "issue:43550", "issue:43575", + "issue:43606", "issue:43701", "issue:43927", "issue:44206", @@ -9512,14 +9574,17 @@ "issue:46697" ], "soft_pairs": [ - "issue:44617|issue:46697", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:26413|issue:31501", "issue:28218|issue:32090", "issue:45459|issue:46234", + "issue:44617|issue:46697", "issue:39692|issue:44493", - "issue:44206|issue:45823", "issue:43701|issue:45083", - "issue:44857|issue:45072", + "issue:44206|issue:45823", "issue:32090|issue:33357", + "issue:44857|issue:45072", "issue:42490|issue:43575", "issue:44360|issue:44561", "issue:43550|issue:45083", @@ -9528,215 +9593,225 @@ "issue:29942|issue:35141", "issue:29870|issue:32090", "issue:43278|issue:43329", - "issue:44448|issue:44977", - "issue:45920|issue:46192", "issue:45290|issue:45381", + "issue:45920|issue:46192", + "issue:44448|issue:44977", "issue:40444|issue:43526", - "issue:10000|issue:15354", + "issue:45290|issue:46655", "issue:44977|issue:45229", "issue:43278|issue:43381", - "issue:45290|issue:46655", - "issue:44855|issue:46399", "issue:43927|issue:45698", - "issue:29870|issue:33290", - "issue:37428|issue:42175" + "issue:10000|issue:15354", + "issue:44855|issue:46399" ], - "prepared_review_unit_hash": "fb21b20bf68f0c4879e5f960228cf5dd2293465b95ec77043cd691312385c57d", + "prepared_review_unit_hash": "505f273521f2463e5a8c4102c181bf27d6f873c9dc703d85064561c367bb4f6d", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36180, - "estimated_input_tokens": 9045, - "estimated_eval_tokens": 18346 + "soft_pair_count": 29, + "serialized_chars": 36491, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated issues across tokenization, vision, training, serialization, and model-specific regressions. None of the soft pairs look like true duplicates, so there is no strong canonical issue or PR candidate here.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the suggested pairs span unrelated tokenizer, training, vision, loading, and export bugs, so none of the soft matches look like true duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45698 is the best single representative here: it is open, well-discussed, and describes a broadly scoped loading regression with multiple inbound references. The rest of the cluster is too mixed to form a cleaner canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45698 has the strongest triage value as a representative issue: broad user impact, active discussion, and a concrete save/load regression path. It is not a duplicate of the other items, but it is the most generally useful issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors and BEiT label handling are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failure modes: CPU offload device mismatch vs AMP loss crash." + }, + { + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Both involve image/video models, but one is CUDA OOM in Sam3Video and the other is over-padding in Swin2SR; different bugs and code paths." + "reason": "Checkpoint resume iterator bug and FineWeb startup failure are not the same issue." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-space behavior and Trainer broadcast NoneType error are unrelated subsystems and failure modes." + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "One is tokenizer error handling with missing protobuf, the other is a missing import_utils availability symbol; not the same bug." + "reason": "Tokenizer error masking and missing import_utils symbol are distinct problems." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Doc example model/processor mismatch and a position-id warning regression are different issues with different root causes." + "reason": "Video OOM and image over-padding are different processor issues." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Feature extractor center-arg crash and Gemma4 device mismatch are unrelated regressions." + "reason": "Example docs errors do not match the position-id regression report." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and a helper-function bug in qwen3_omni_moe are not the same underlying problem." + "reason": "Checkpoint key mismatch and feature-length helper behavior are unrelated." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "AMP loss crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths." + "reason": "Unsupported argument in image processor is not the same as PLE device mismatch." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and MacOS CLIP bus error are unrelated runtime failures." + "reason": "Trainer broadcast NoneType and Mac bus error are separate runtime failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and code paths." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM when loading Qwen2-57B are unrelated." + "reason": "Path parsing warning and tensor-parallel OOM are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Missing ReLU in DSA indexer and removal of is_torch_fx_available breaking trust_remote_code are not the same bug." + "reason": "DSA ReLU concern and removed import helper are different regressions." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper behavior are different model-specific issues." + "reason": "torch.compile SDPA failure and feature-length helper bug do not match." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 zero-probabilities and unexpected position-id keys are distinct symptoms with no shared code path shown." + "reason": "Unexpected zero probabilities and unexpected key warnings are not the same defect." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "FlashAttention 2 support for XLMRoberta and Llama 3.2 90B Vision model loading are unrelated." + "reason": "Flash Attention 2 support and model-loading regression are different issues." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and embedding reinitialization in post_init are different issues." + "reason": "Failing FA2 tests and embedding reinitialization on resize are unrelated." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "Bart generate decoder_attention_mask UnboundLocalError and Trainer broadcast NoneType are unrelated." + "reason": "Generation decoder mask bug and GPU broadcast NoneType are separate paths." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 evaluation dtype drift and undefined multimodal-token helpers in video branch are different bugs." + "reason": "Training/eval dtype drift and multimodal token counting are unrelated." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failure are not the same underlying change." + "reason": "Chat-template tool-call crash and video position-id bug are different layers." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Both involve tokenizers, but wrong token IDs and silently ignored return_tensors are separate API regressions." + "reason": "Wrong token IDs and ignored return_tensors are distinct tokenizer behaviors." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id issue affect different paths." + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning and BeitImageProcessorFast reduce_labels are unrelated." + "reason": "Multi-image IterableDataset finetuning failure and BEiT label reduction bug are different." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." + "reason": "Chat-template tool-call crash and video padding calculation bug do not align." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug in Qwen3.5 and multi-GPU CUDA OOM in Gemma4 are different problems." + "reason": "Flash-attention generation bug and multi-GPU OOM are different failure classes." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype mismatch in eval and gradient checkpointing in eval mode are separate behaviors." + "reason": "Dtype mismatch during eval and gradient-checkpointing eval restriction are unrelated." }, { - "left": "issue:45290", - "right": "issue:46655", - "accept": false, - "reason": "Assistant tool-call chat-template crash and SmolVLM video padding bug are different code paths." - }, - { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model import and missing decorator registration for qwen3_omni_moe are both scripting-related, but not the same bug." + "reason": "Config token-id loss and wrong custom-module loading are separate save/load bugs." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Both concern save/load behavior, but DiaConfig token-ID loss and wrong custom module loading are different serialization bugs." + "reason": "DistilBert German issue and torch.jit.script generator-expression export error are unrelated." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Generation-time UnboundLocalError and deepspeed/adafactor OOM are unrelated." + "reason": "Python 3.13 IndentationError and missing decorator registration are different script-related bugs." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:44617", + "right": "issue:46655", "accept": false, - "reason": "Missing flash-support helper import and torch-only pip install lacking tensorflow backend are unrelated dependency issues." + "reason": "Sam3Video OOM and SmolVLM video padding are different video-processing problems." } ] }, @@ -9758,7 +9833,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:25251", "issue:29127", @@ -9768,26 +9843,26 @@ "issue:33357", "issue:34567", "issue:34689", + "issue:37428", "issue:39692", "issue:41720", + "issue:42175", "issue:42490", "issue:42915", "issue:42994", "issue:43278", "issue:43381", - "issue:43412", "issue:43575", "issue:43611", "issue:43653", "issue:43701", + "issue:43756", "issue:43873", "issue:43976", "issue:44186", - "issue:44206", "issue:44361", "issue:44448", "issue:44466", - "issue:44479", "issue:44561", "issue:44568", "issue:44743", @@ -9810,238 +9885,245 @@ "issue:46858" ], "soft_pairs": [ + "issue:29870|issue:33290", "issue:44857|issue:45588", "issue:46421|issue:46858", + "issue:37428|issue:42175", "issue:32090|issue:33290", "issue:44561|issue:44779", "issue:43873|issue:45229", "issue:25251|issue:32090", - "issue:44448|issue:44466", "issue:43976|issue:45440", + "issue:44448|issue:44466", "issue:42490|issue:43873", "issue:44568|issue:45491", "issue:45588|issue:45823", "issue:43278|issue:43575", - "issue:41720|issue:45229", - "issue:43381|issue:43701", "issue:29127|issue:34567", "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:41720|issue:45229", "issue:33357|issue:39692", "issue:44977|issue:45563", "issue:45198|issue:45803", - "issue:43653|issue:44743", "issue:44361|issue:45198", "issue:44186|issue:45198", + "issue:43653|issue:44743", "issue:43611|issue:46121", "issue:45372|issue:45588", - "issue:42915|issue:42994", "issue:29870|issue:34689", + "issue:42915|issue:42994", "issue:45372|issue:45406", - "issue:43412|issue:45588", - "issue:44206|issue:44479" + "issue:43756|issue:45440" ], - "prepared_review_unit_hash": "e2d776b69457c7a0c9dc8701752ca9e4f745f2ba8c9e68f04d39e5505623471e", + "prepared_review_unit_hash": "8137f386c632f47be17f26ec7c05ef88129b2b2c552dad2823d399e2e5129a28", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36620, - "estimated_input_tokens": 9155, - "estimated_eval_tokens": 18566 + "soft_pair_count": 30, + "serialized_chars": 36942, + "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 very loose: the paired items are mostly unrelated model-specific bugs, regressions, or docs issues that only share broad Transformers vocabulary. No soft edge is strong enough to merge, and there is no sensible single canonical issue for the whole cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits: the cluster mixes many unrelated code paths (tokenization, generation, training, cache/offloading, quantization, model loading, and docs examples) across different models and versions.", + "summary": "This set is a heterogeneous grab bag of unrelated issue reports; none of the suggested soft pairs look like the same underlying bug or change. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated failures in generation, tokenizers, cache logic, device mapping, quantization, and packaging, so choosing one would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a good global representative because the cluster is not centered on one underlying defect; picking any one would misrepresent the rest.", + "best_issue_reason": "No global best issue stands out. Even the closest-looking pairs only share broad subsystems or model families, not the same concrete code-path defect.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generate() decoder mask initialization and Adafactor/DeepSpeed OOM are different failures with different causes and code paths." + }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different failures: LWDETR AMP/CUDA crash vs flash-attention s_aux=None AttributeError." + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to the flash_attention s_aux=None AttributeError." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both cache-related, but one is spurious recompilation from lazy init and the other is a device-tensor seq-length arithmetic bug." + "reason": "Both involve cache/prefill, but one is recompilation behavior and the other is device-tensor slice arithmetic on non-CUDA backends; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "An import error for flash-support utilities and a missing TensorFlow extra are unrelated packaging/import issues." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are unrelated symptoms and code paths." + "reason": "Trainer GPU broadcast NoneType and DeepSpeed Adafactor OOM are distinct runtime problems." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "One is a removed helper breaking trust_remote_code models; the other is a DeepSeek tokenizer correctness regression." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer regressions." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and multi-GPU OOM on Gemma4 are different resource-management issues." + "reason": "Quantization offloading issues and Gemma4 multi-GPU OOM are both memory-related but not the same concrete failure." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast NoneType handling." + "reason": "Pipeline top_k nesting behavior has nothing to do with Trainer GPU broadcast of NoneType." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Both are v5 regressions, but one is generation output divergence and the other is serialization of tied weights; different bugs." + "reason": "Python version compatibility and DeepSeekV3MoE divergence are unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Python version compatibility failure and DeepSeekV3MoE implementation divergence are not the same underlying issue." + "reason": "Different output for Pegasus and lm_head.weight serialization inconsistency are separate v5 regressions." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning is unrelated to quantization offloading behavior." + "reason": "Trailing-slash import warning and quantization/offloading behavior are unrelated." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token insertion and Gemma3 NaN embeddings are separate model/runtime defects." + "reason": "Tokenizer add_special_tokens regression and Gemma3 NaN embeddings from mixed-length batching are different bugs." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention crash on sink-less models and Gemma4 PLE device mismatch are different forward-path bugs." + "reason": "flash_attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-path failures." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval and tensor-parallel OOM on Qwen2-57B are unrelated." + "reason": "Embedding dtype mismatch in eval and tp-related OOM while loading Qwen2-57B are unrelated." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different failure modes and models." + "reason": "LayoutLMv3 error messaging and TrainerState token counter not updating do not describe the same issue." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and resume checkpoint key mismatch do not share a concrete bug." + "reason": "Gemma-3 eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are unrelated model-specific bugs." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different Trainer behaviors." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Gemma3 eos_token_id mismatch and Qwen3.5 flash-attention generation regression are separate issues." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are not the same failure mode." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 docs example errors are not the same bug." + "reason": "MacOS CLIP bus error and SigLIP2 documentation mistakes are unrelated." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation regression and a stale paged-generate warning are different problems." + "reason": "Qwen3.5 flash-attention generation correctness and a stale paged-generate warning are different concerns." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and a bare-except in Fuyu tensor conversion are unrelated code paths." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "BigBird mask-token registration and Qwen3.5 recurrent-state reset are different tokenizer/model behaviors." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except error swallowing are unrelated." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer task crash and Wav2Vec2 save/tokenization failure are not the same defect." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer issues." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/truncation crash and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are unrelated." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Model loading with base_model_prefix and rope-parameter JSON list validation are separate concerns." + "reason": "base_model_prefix loading breakage and rope-validation list handling are separate v5 regressions." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import dependency failure is unrelated to flash-attention s_aux=None crash." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Both mention quantization, but one is FineGrainedFP8Config load failure and the other is quantized-model saving failure." + "reason": "Gemma4 processor import failure from mistral_common and flash_attention s_aux=None are different root causes." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate decoder mask bug and Llama 3.2 Vision model loading regression are unrelated." + "reason": "Bart generate() UnboundLocalError and Llama 3.2 90B Vision model-loading breakage are unrelated." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Gemma4 processor import error and serve-time missing _tokenizer attribute are different failures." + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but clearly different bugs." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "ExecuTorch export guard/erfinv issue and flash-attention sink-less crash do not share the same underlying code path." + "reason": "Gemma4 processor import error and transformers serve missing _tokenizer are related by model family but not the same concrete defect." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Feature-extractor unsupported argument and Qwen video-input regression are unrelated model components." + "reason": "Smollm3 RoPE layer count mismatch and DeepSeekV3MoE divergence are unrelated model implementation issues." } ] }, @@ -10063,7 +10145,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:27957", "issue:29127", @@ -10071,31 +10153,30 @@ "issue:30064", "issue:33290", "issue:33357", - "issue:34689", "issue:35141", "issue:42490", "issue:42915", "issue:43065", "issue:43066", - "issue:43334", "issue:43381", + "issue:43412", "issue:43421", "issue:43526", - "issue:43531", "issue:43575", "issue:43653", "issue:43701", - "issue:43756", "issue:43824", "issue:43931", "issue:43994", "issue:44186", + "issue:44206", "issue:44265", "issue:44279", "issue:44387", "issue:44442", "issue:44462", "issue:44464", + "issue:44479", "issue:45072", "issue:45198", "issue:45245", @@ -10107,6 +10188,7 @@ "issue:45491", "issue:45563", "issue:45584", + "issue:45588", "issue:45593", "issue:45712", "issue:45834", @@ -10115,266 +10197,259 @@ "issue:46693" ], "soft_pairs": [ - "issue:43756|issue:45440", - "issue:29942|issue:30064", "issue:43653|issue:44442", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:29942|issue:30064", "issue:45491|issue:46693", - "issue:43065|issue:45412", - "issue:43065|issue:43994", "issue:45459|issue:45712", "issue:45245|issue:45563", "issue:29127|issue:33357", "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:43065|issue:45412", "issue:43575|issue:43701", - "issue:45440|issue:45593", "issue:43066|issue:44462", + "issue:45440|issue:45593", "issue:45372|issue:45459", "issue:42490|issue:43381", - "issue:43994|issue:45412", "issue:29127|issue:35141", - "issue:45412|issue:46369", "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43994|issue:45412", "issue:43575|issue:44387", - "issue:44442|issue:45072", "issue:44464|issue:45584", + "issue:44442|issue:45072", "issue:42915|issue:43931", "issue:43526|issue:45834", "issue:43526|issue:46693", "issue:43824|issue:44279", - "issue:43526|issue:44186", "issue:27957|issue:29127", - "issue:43994|issue:46369", + "issue:43526|issue:44186", "issue:27957|issue:33290", - "issue:43334|issue:43531", - "issue:45250|issue:46640", - "issue:33290|issue:34689" + "issue:43994|issue:46369", + "issue:45250|issue:46640" ], - "prepared_review_unit_hash": "abf81fd6405b502cbcd3a5a605631f318970232572f1e989ffb7a0ff1d97becd", + "prepared_review_unit_hash": "eca47cfc5b7d94f24fdf71d6d68130c3b1022834f07fa5e118600f06b765064c", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37307, - "estimated_input_tokens": 9327, - "estimated_eval_tokens": 18910 + "soft_pair_count": 32, + "serialized_chars": 37045, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bugs/regressions spanning tokenizers, model loading, memory, and Flash Attention. The soft pairs usually share only a broad subsystem or keyword, not the same concrete failure mode, so no reliable duplicate cluster emerges.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The set is highly heterogeneous, with only a loose Flash Attention 2 theme appearing in a few items; I do not see any strong duplicate pairs to merge.", + "confidence": 0.27, + "canonical_issue_reason": "If a representative issue is needed, issue 46693 is the most concrete FA2-related report because it names a specific regression, version context, and affected behavior.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46693 is the most actionable issue in the set: specific symptom, version scope, and a clear performance regression description.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Different model-specific correctness bugs: Smollm3 RoPE-layer mismatch vs DeepSeekV3 native/remote divergence." - }, - { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Both are model/processor regressions, but one is Flash Attention 2 test failures and the other is void segmentation-map handling." + "reason": "Different components and failures: BigBird tokenizer special-token decode bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Both involve tokenizers, but the bugs are different: special-token registration vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Unrelated regressions: LasrFeatureExtractor unsupported arg crash vs Qwen VL/video input regression." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Same FA2 umbrella, but one is NaNs from sliding-window/all-padding behavior and the other is a performance regression in long-context generation." + "reason": "Different code paths: executorch export failure in Gemma3n vs flash_attention integration crash on sink-less models." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Unrelated failures: a dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not being released." + "reason": "Both mention failures, but one is FA2 tests and the other is an image processor segmentation-map bug; no same underlying defect." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Different issues in different model paths; the shared model/vision theme is too broad to be a duplicate." + "reason": "Both involve FA2-adjacent behavior, but one is a Gemma3 NaN correctness bug and the other is a long-context performance regression." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking from missing protobuf is not the same as leftover dummy classes leaking into package introspection." + "reason": "Tokenizer error masking from protobuf handling is unrelated to leftover dummy classes and repo-check failures." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Completely different behaviors: category-limit runtime error vs stale warning in paged generation." + "reason": "Different generation/runtime issues: category-count limit error vs stale warning in paged generate()." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a MacOS CLIP bus error are unrelated." + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "Different code paths: torch.export with torch_compilable_check vs Wav2Vec2 save/tokenization failure." + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization breakage." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "One is tensor-parallel OOM for a Qwen model; the other is a resume_from_checkpoint key mismatch." + "reason": "Different models and symptoms: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 incorrect outputs." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory release are separate issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "DeepSeekV3 implementation divergence is unrelated to D-FINE missing auxiliary losses." + "reason": "Qwen2-57B tensor-parallel OOM is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both touch tokenization/loading, but one is decoder-type handling in v5 and the other is ignoring tokenizer.json." + "reason": "Tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different tokenizer-loading bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE remote-implementation divergence is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "ImportError from mistral_common and protobuf-related tokenizer error masking are different bugs." + "reason": "Gemma 4 processor import failure from mistral_common is unrelated to protobuf error masking." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Path-trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Siglip2 bad outputs and RT-DETR memory leaks are different problems in different models." + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different bugs." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Error-message clarity for layout boxes is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Runtime post-processor update bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related, but one is a leak on deletion and the other is overflow when calling sam3-litetext." + "reason": "RT-DETR GC/memory-release issue and sam3-litetext memory overflow are different memory problems in different models." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "TokenizerBackend post-processor updates and Gemma3 NaN embeddings do not share the same bug." + "reason": "SigLIP2 bad outputs and RT-DETR memory release are unrelated." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but the causes are distinct: tensor-parallel loading vs int4 quantization reserved-memory growth." + "reason": "Model-load OOM with tensor parallelism is not the same as the int4 quantization CUDA reserved-memory regression." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated." + "reason": "Chunked generation inconsistency under compiled forward is unrelated to Whisper empty-transcription failure after token alignment." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Chunked-generation inconsistency with compiled forward is unrelated to Whisper empty-transcription handling." + "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatch in model inference are different bugs." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3 variants and different failures: FP8 config handling vs weight-shape mismatch." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are unrelated." + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long OCR index error are unrelated." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "No shared concrete code path; label-reduction bug and FA2 performance regression are unrelated." + "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression do not share the same underlying bug." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2_5_VL import and a general dependency issue are not the same bug." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "Different processors/tokenizers with different failure modes; not a duplicate." + "reason": "Missing Qwen2_5_VL import is not the same as a generic dependency issue report." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and LayoutLMv3 error-message clarity are unrelated." + "reason": "FA2 support for XLMRoberta and LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Different model families and different symptoms: incorrect results vs memory overflow." + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer/image-processing bugs." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention 2 model issue and Adafactor/DeepSpeed OOM are unrelated." + "reason": "Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Both are Qwen3-related, but one is a missing pad_token_id attribute and the other is a sliding_window issue." + "reason": "SigLIP2 wrong outputs and sam3-litetext memory overflow are different model-specific failures." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are about Flash Attention 2 in general, but the reports are too vague to establish the same underlying bug." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Optimizer OOM and Llama 3.2 Vision model-loading break are different issues." + "reason": "Both are vague FA2 titles, but there is no evidence they describe the same concrete bug or change." } ] }, @@ -10396,20 +10471,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:27957", "issue:29870", "issue:33290", + "issue:34689", "issue:35141", "issue:42175", "issue:42490", "issue:43262", "issue:43316", + "issue:43334", "issue:43381", "issue:43493", "issue:43525", - "issue:43643", + "issue:43531", "issue:43646", "issue:43720", "issue:43723", @@ -10418,7 +10495,6 @@ "issue:43873", "issue:44062", "issue:44077", - "issue:44079", "issue:44206", "issue:44442", "issue:44479", @@ -10428,7 +10504,6 @@ "issue:44855", "issue:44871", "issue:44898", - "issue:44913", "issue:44977", "issue:45003", "issue:45137", @@ -10439,7 +10514,6 @@ "issue:45479", "issue:45588", "issue:45600", - "issue:45759", "issue:45859", "issue:45907", "issue:46121", @@ -10448,11 +10522,13 @@ "issue:46697" ], "soft_pairs": [ + "issue:33290|issue:34689", "issue:46121|issue:46399", + "issue:43334|issue:43531", "issue:33290|issue:35141", "issue:45588|issue:45600", - "issue:43381|issue:43873", "issue:44514|issue:45381", + "issue:43381|issue:43873", "issue:43761|issue:45859", "issue:43646|issue:44077", "issue:43262|issue:44206", @@ -10463,209 +10539,200 @@ "issue:42490|issue:44743", "issue:43720|issue:44442", "issue:42175|issue:46234", - "issue:43316|issue:43525", "issue:43723|issue:45479", "issue:27957|issue:29870", - "issue:43493|issue:43827", + "issue:43316|issue:43525", "issue:44077|issue:44479", + "issue:43493|issue:43827", "issue:45325|issue:46697", "issue:44062|issue:45907", "issue:43873|issue:44871", - "issue:43761|issue:44079", - "issue:44855|issue:45137", - "issue:43643|issue:44913", - "issue:43316|issue:45759" + "issue:44855|issue:45137" ], - "prepared_review_unit_hash": "2e9b297a7fb80e9964e4541f89704b0d342e4cdc2e2c7cf980064805ef6402ed", + "prepared_review_unit_hash": "f0ff92b8433b14108dfeacc9ad77140bafd8b747aa63a5e570e579820dae146f", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36128, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35201, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a mix of unrelated bugs across models, configs, processors, tokenizer/loading paths, and infra. I don\u2019t see any soft-edge pair that clearly describes the same underlying bug or change, so I would keep all pairs separate.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43873 has the broadest ongoing discussion and the most inbound references, making it the strongest single anchor in this set.", + "summary": "No soft-edge pair looks like a true duplicate; the items span unrelated regressions across different models, loaders, processors, and training/runtime paths. If one issue must anchor the set, #43873 is the broadest and most active, but it is not a duplicate of the others.", + "confidence": 0.94, + "canonical_issue_reason": "#43873 is the most central and actively discussed issue in the set, with inbound references and a broad runtime/quantization scope, so it is the best representative if forced to choose one.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the most representative target for triage because it is still open and has the highest activity/reference signal.", + "best_issue_reason": "#43873 has the strongest triage signal (open, broad impact, discussion, inbound refs) and is the most plausible representative issue among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: Deepspeed/Adafactor OOM vs Llama 3.2 Vision model loading regression." + }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Both mention rotary/rope, but one is a JSON-list TypeError in rope validation and the other is a missing-decorator registration crash in Qwen3.5 kernels; different failures." + "reason": "Both involve rope-related code, but one is a JSON list type error in validation and the other is a missing decorator during rotary embedding registration." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3 areas and symptoms: missing pad_token_id during load vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM and embedding reinitialization in post_init are unrelated bugs affecting different code paths." + "reason": "Unrelated: optimizer memory blowup in Deepspeed vs embedding reinitialization after resize." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention sinkless-model AttributeError vs. removed Sam3LiteText auto_mappings references; different subsystems and symptoms." + "reason": "Flash-attention crash on s_aux=None is a different code path from stale auto_mappings references." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantized offloading behavior are separate issues, not the same underlying bug." + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding failure and the other is wrong video position ids." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Both are Qwen2.5-VL regressions, but one is batched apply_chat_template padding behavior and the other is incorrect video position IDs." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization offloading behavior." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states output and Qwen3.5 MoE CPU offload compatibility are unrelated failures." + "reason": "Different models and bugs: CLIP hidden_states output regression vs Qwen3.5-MoE CPU offload incompatibility." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is a different bug from patchtsmixer's post_init policy change." + "reason": "General custom model init breakage is not the same as a specific patchtsmixer post_init policy issue." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and a feature extractor passing an unsupported center arg are distinct audio bugs." + "reason": "Both audio-related, but one is wrong default sampling rate and the other is an unsupported feature arg crash." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation failure and the 2^24 category-count limit are unrelated." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the categories limit error." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state/cache reset and Whisper batch_decode skip_special_tokens handling are different code paths." + "reason": "Different components and failures: recurrent cache reset vs Whisper batch_decode skipping special tokens." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "AutoTokenizer failing for a tokenizer class and Perceiver image classification padding/resizing are unrelated." + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different bugs with no shared concrete code path." + "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE divergence." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path trailing-slash import warnings and Qwen3.5 cache-state reset are unrelated." + "reason": "Local-path import warning does not share the same underlying bug as Qwen3 recurrent-state reset." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading unpacking and tokenizer loading for FastSpeech2Conformer are separate failures." + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are different failures." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Missing TensorFlow in an install extra and a missing import_utils helper are not the same bug." - }, - { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Both are config-API inconsistencies, but they concern different models and different missing/mismatched fields." + "reason": "Packaging/backends omission is unrelated to a missing import_utils availability helper." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and degenerate zero loss in sequence classification are unrelated." + "reason": "Tokenizer loading in v5 and zero-loss single-label classification are different issues." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and a Bart generate decoder_attention_mask error are different issues." + "reason": "XLMRoberta flash-attention support and BART generate() decoder_attention_mask bug are unrelated." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "SigLIP2 JAX parity and docs still referencing removed pipeline() are unrelated." + "reason": "Both mention config API gaps, but they affect different model families and likely different loading paths." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are not the same underlying bug." + "reason": "Patchtsmixer post_init allowance is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and v5 docs still referencing pipeline() are unrelated." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are unrelated image/video processing bugs." + "reason": "Qwen2.5-VL rope/position-id scaling bug is unrelated to Swin2SR over-padding." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-kwarg conflict and list_repo_files revision forwarding are separate API bugs." + "reason": "AddedToken special-arg conflict and list_repo_files revision forwarding are different APIs and bugs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading behavior and Gemma-3 eos_token_id mismatch are different issues." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "These are both output-structure related, but one is a model-specific hidden_states regression and the other is a generic ModelOutput key-assignment bug; not clearly the same fix." + "reason": "Quantization offloading behavior does not match the Gemma-3 eos_token_id configuration mismatch." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "A Python 3.13 torch.jit parsing/IndentationError and a DeepSpeed ZeRO3 deque IndexError are unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Missing fields from trust_remote_code config loading and GPTNeoX rotary_pct not persisting on reload are different config bugs." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Gemma3TextConfig API mismatch and AutoModelForCausalLM failing to unwrap text_config for composite Qwen configs are distinct problems." + "reason": "Python 3.13 torch.jit parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." } ] }, @@ -10687,7 +10754,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:16998", "issue:22355", @@ -10701,10 +10768,10 @@ "issue:43295", "issue:43316", "issue:43388", - "issue:43452", "issue:43550", "issue:43575", "issue:43606", + "issue:43643", "issue:43646", "issue:43701", "issue:43716", @@ -10714,20 +10781,20 @@ "issue:43825", "issue:43931", "issue:44077", - "issue:44162", + "issue:44079", "issue:44188", "issue:44190", "issue:44442", "issue:44464", "issue:44496", "issue:44534", - "issue:44792", "issue:44871", "issue:44913", "issue:44987", "issue:45216", "issue:45584", "issue:45698", + "issue:45759", "issue:45803", "issue:46050", "issue:46178", @@ -10739,13 +10806,16 @@ "issue:46821" ], "soft_pairs": [ + "issue:43643|issue:44913", "issue:43749|issue:43931", - "issue:44987|issue:46178", + "issue:43761|issue:44079", + "issue:43316|issue:45759", "issue:43761|issue:44188", "issue:44190|issue:44496", "issue:43931|issue:45216", - "issue:42907|issue:45698", "issue:44442|issue:45803", + "issue:44987|issue:46178", + "issue:42907|issue:45698", "issue:43232|issue:43388", "issue:43701|issue:46506", "issue:42617|issue:43575", @@ -10755,222 +10825,220 @@ "issue:43606|issue:43701", "issue:25251|issue:28282", "issue:46234|issue:46291", - "issue:16998|issue:22355", "issue:43295|issue:43825", + "issue:16998|issue:22355", "issue:44464|issue:46421", "issue:43295|issue:44871", "issue:44871|issue:45584", "issue:43316|issue:43716", - "issue:43316|issue:46821", "issue:44077|issue:44534", + "issue:43316|issue:46821", "issue:44871|issue:46050", "issue:45803|issue:46365", - "issue:43646|issue:44913", - "issue:44162|issue:44792", - "issue:43452|issue:44496" + "issue:43646|issue:44913" ], - "prepared_review_unit_hash": "86abe83cac1217f59b6063ad7138a076f57c7542586b7459a96bf8cad9e8bf89", + "prepared_review_unit_hash": "d284de9cb80a777b0e6f7c4dde77415ca9be0abb0ca7ca396605dc267dd5745e", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36188, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "soft_pair_count": 30, + "serialized_chars": 36566, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated single-bug reports across different models and subsystems; none of the soft pairs look like true duplicates or mergeable as one fix. The strongest representative issue here is the open custom-module save/load regression (#45698).", - "confidence": 0.78, - "canonical_issue_reason": "#45698 is the most representative actionable bug: it is open, actively discussed, has inbound references, and describes a concrete save/load regression with a clear failure mode for custom modules.", + "summary": "This cluster is highly heterogeneous and does not contain any strong duplicate pair. Most items are distinct model-loading, generation, config, or environment bugs with only superficial overlap in keywords.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45698 is the best anchor because it is the most active open issue and concerns a broad save/load deserialization regression around custom modules, which is a common and recurring class of transformer bug.", "canonical_pr_reason": null, - "best_issue_reason": "#45698 is the best overall issue candidate because it is specific, reproducible, and broad enough to serve as the cluster representative without being overgeneralized.", + "best_issue_reason": "issue:45698 is the strongest global issue candidate: open, well-discussed, and broadly impactful. Even though the cluster is mixed, this is the most representative issue for a central serialization/loading problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config reload behavior, but one is missing fields with trust_remote_code and the other is rotary_pct resetting on GPTNeoX reload; different models and different failure modes." + }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading failures, but one is FSDP CPU RAM efficient loading and the other is a Qwen3-VL shape mismatch; different code paths and root causes." + "reason": "Both are model loading failures, but one is FSDP RAM-efficient loading and the other is Qwen3-VL weight-shape mismatch; not the same underlying bug." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel failing to return hidden_states, the other is ModelOutput key assignment when a value was previously None; related to outputs but different code paths." + }, + { + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Different import/load failures: one is a model load regression in transformers>=5.1.0, the other is a missing backend mapping for tensorflow_text." + "reason": "Both touch composite config API behavior, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "One is CLIPVision hidden_states being None; the other is attention-kernel divergence under torch.compile. Not the same bug." + "reason": "Different problems: missing hidden_states vs divergent attention kernels under torch.compile." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Different failures in different entrypoints: local dataset loading in a training script versus unrecognized OLMo model config." + "reason": "One is a local dataset loading issue in a training script, the other is an unrecognized model/config error; unrelated failures." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen models, but one is a load-time weight-shape mismatch and the other is a save_pretrained regression; not the same underlying issue." + "reason": "Both involve Qwen VL models, but one is a load-time shape mismatch and the other is a save_pretrained regression; not the same bug." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Both mention save/load behavior, but one is about saving dequantized models and the other is wrong custom-module resolution after save_pretrained." + "reason": "Tokenizer loading failure vs a bare-except bug in Fuyu tensor conversion; different subsystems and symptoms." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "One is a version-specific model loading regression, the other is a backend mapping error for tensorflow_text; unrelated root causes." + }, + { + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Tokenizer loading failure versus a bare-except bug in tensor conversion; unrelated code and symptoms." + "reason": "Both mention save/load workflows, but one is about saving dequantized models and the other about loading the wrong custom module after save_pretrained; different underlying issues." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus versus metric gathering dropping tuple labels; different training/eval paths." + "reason": "Generation kwargs synchronization and metric gathering with tuple labels are separate training/runtime bugs." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Both involve distributed/parallel execution, but one is a script execution problem and the other is an OOM when tensor-parallel loading a specific model." + "reason": "Both involve parallelism/loading, but one is a script execution problem and the other is tensor-parallel OOM on a large model." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a Trainer broadcast NoneType error are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta and a Trainer GPU broadcast TypeError are different layers and failures." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile + SDPA behavior for Bamba-9B-v2 is unrelated to checkpoint key mismatch on resume." + "reason": "torch.compile SDPA divergence is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Both are model loading issues, but one is OOM during tensor-parallel load and the other is a key error for a different model; not the same bug." + "reason": "OOM during tensor-parallel load and a key error loading MobileLLM are both loading issues, but they are not the same defect." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is a different failure mode from resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch is a distinct runtime bug from checkpoint resume key mismatches." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape behavior and missing PyTorch import are completely different issues." + "reason": "Pipeline output shape change is unrelated to a missing PyTorch installation/import error." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Both are import-related, but one is a missing utility function and the other is a kernels package version/revision requirement." + "reason": "One is a missing availability helper in import_utils, the other is a pipelines import failure due to kernels version/revision requirements; same area but different bugs." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + "reason": "A regression in processor/tokenizer usage is not the same as a pipeline error message that incorrectly mentions unsupported translation tasks." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "A processor/tokenizer regression and an incorrect pipeline error message are different bugs with different fixes." + "reason": "DeBERTa model_max_length confusion and a missing transformers.onnx module are unrelated." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked generation/compile, but one reports inconsistent outputs while the other reports spurious recompilation from cache initialization." + "reason": "Both mention chunked generation, but one is inconsistent outputs with compiled forward while the other is spurious recompilation from cache lazy initialization." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency is unrelated to the processor.tokenizer regression in custom model code." + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are different model behaviors and failure modes." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 EOS config mismatch and Whisper empty-transcription failure are distinct model-specific issues." + "reason": "Gemma eos_token_id config mismatch and Whisper empty transcription after align_special_tokens are unrelated issues." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "API mismatch in Gemma3TextConfig versus image preprocessor/model dtype mismatch for Mistral-3 are unrelated." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are distinct multimodal model bugs." }, { - "left": "issue:43316", - "right": "issue:46821", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Different model families and failure modes: Gemma3 config API discrepancy versus TimesFM window_size AttributeError." + "reason": "One is about patchtsmixer post_init validation, the other about non-persistent buffers being filled with junk in v5; different fixes." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43316", + "right": "issue:46821", "accept": false, - "reason": "A model post_init API constraint and non-persistent buffer corruption in v5 are unrelated." + "reason": "Gemma3TextConfig API differences and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "EOS token configuration inconsistency is not the same as quantized model save/load breakage." + "reason": "Gemma eos_token_id inconsistency is not the same as sinq quantized model save/load corruption." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing interrupts in Fuyu conversion and Trainer import problems with datasets are unrelated." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Breaking custom model initialization in v5 and rotary_pct not persisting on reload are different configuration/load issues." - }, - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "ESM2 workflow breakage and a janus image-generation test failure are unrelated." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "gguf_file handling for AutoTokenizer/AutoModelForCausalLM and an unrecognized OLMo model config are different loading problems." + "reason": "Bare except in Fuyu tensor conversion and Trainer import failing until datasets is uninstalled are unrelated." } ] }, @@ -10992,7 +11060,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:35141", "issue:41950", @@ -11002,6 +11070,7 @@ "issue:43388", "issue:43404", "issue:43441", + "issue:43452", "issue:43475", "issue:43504", "issue:43525", @@ -11012,7 +11081,9 @@ "issue:43673", "issue:43688", "issue:43761", + "issue:44162", "issue:44190", + "issue:44496", "issue:44514", "issue:44534", "issue:44610", @@ -11031,223 +11102,220 @@ "issue:45632", "issue:45698", "issue:45803", - "issue:46082", "issue:46170", "issue:46178", "issue:46202", "issue:46234", "issue:46369", "issue:46424", - "issue:46617", "issue:46640", - "issue:46697", "issue:46832" ], "soft_pairs": [ + "issue:44162|issue:44792", + "issue:43452|issue:44496", "issue:43404|issue:43441", "issue:45803|issue:46170", "issue:45632|issue:46424", "issue:44610|issue:46369", "issue:43650|issue:46202", "issue:43761|issue:46832", - "issue:43572|issue:46178", "issue:43540|issue:44514", - "issue:45542|issue:46234", "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43572|issue:46178", "issue:43065|issue:44617", - "issue:43388|issue:43688", "issue:43352|issue:46640", "issue:44792|issue:45600", - "issue:45127|issue:45200", + "issue:43388|issue:43688", "issue:44792|issue:44977", + "issue:45127|issue:45200", "issue:43673|issue:44743", "issue:41950|issue:43475", - "issue:43525|issue:43531", "issue:44190|issue:44964", + "issue:43525|issue:43531", "issue:44734|issue:45406", "issue:44534|issue:44913", - "issue:35141|issue:42490", - "issue:46082|issue:46697", - "issue:45632|issue:46617" + "issue:35141|issue:42490" ], - "prepared_review_unit_hash": "d1a097d4a50dda3e4a7a158539e183ab47ec32c910b0c96eb57bbe07f17c207a", + "prepared_review_unit_hash": "3669adfb10bcbebb18d7bf3122844ac6326e7cd46c62c221f1e1f255638272c7", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35155, - "estimated_input_tokens": 8789, - "estimated_eval_tokens": 17834 + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated issues across models, processors, caching, configs, serving, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so there is no clear canonical issue or PR.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue stands out because the cluster is not a true duplicate set; the items span unrelated subsystems and failure modes.", - "canonical_pr_reason": "No PRs are present in this cluster, so there is no canonical PR candidate.", - "best_issue_reason": "No issue is a good global anchor for deduping here because the reported problems are unrelated rather than variations of one defect.", - "best_pr_reason": "No PR is applicable because this cluster contains no pull requests.", + "summary": "This cluster is not a duplicate set; it is a grab bag of unrelated Transformers issues across loading, caching, multimodal processors, attention kernels, and model configs. No soft pair looks like the same underlying bug/change, so all soft edges are rejected. If a single representative issue is needed, the `from_pretrained`/`save_pretrained` custom-module bug is the strongest anchor because it is concrete, high-impact, and well discussed.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:45698` is the strongest representative: it describes a concrete, reproducible loading/persistence bug with active discussion and inbound references, and it is broader/more actionable than the other isolated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45698` is the best global issue candidate because it has the clearest user impact, strongest discussion signal, and a specific failure mode that is likely to attract/fix the cluster's most serious loading regression theme.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different model families and failure modes: ESM2 runtime breakage vs a Janus image-generation test failure." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading-related, but one is gguf/tokenizer path handling and the other is missing `model_type` in config; distinct root causes." + }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Different problems: tied lm_head weights vs FlashAttention support failure for a different model family." + "reason": "Mistral3 tied-weights bug vs Ministral FlashAttention support failure; related surface area, but not the same bug." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "One is a bare-except tensor conversion bug; the other is a Windows/ROCm import dependency issue." + "reason": "Bare `except` swallowing errors in Fuyu tensor conversion is unrelated to Windows/ROCm import dependency issues." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is a max_cache_length semantics bug." + "reason": "Cache path collision for local models is unrelated to `max_cache_length` only applying to quantized cache." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor input-size mismatch vs memory overflow in a different SAM3-lite-text model path." + "reason": "Both involve Sam3/LiteText, but one is an image-size mismatch and the other is memory overflow; different code-path problems." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "ADD THE DATA is unrelated to a Gemma pipeline roundtrip failure." + "reason": "`ADD THE DATA` is not a concrete technical bug, and the Gemma roundtrip issue is a specific tokenizer/pipeline regression." }, { "left": "issue:43761", "right": "issue:46832", "accept": false, - "reason": "CLIPVision hidden_states regression and RT-DETR feature-level mismatch are unrelated code paths." + "reason": "CLIP hidden-states regression and RT-DETR feature-level TypeError are unrelated model-specific failures." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Missing config field after v5 update vs missing backend mapping for tensorflow_text." + "reason": "Both are multimodal, but one is Qwen3OmniMoe video processing and the other is Qwen2.5-VL batched chat-template handling." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Both are multimodal, but they affect different Qwen models and different processor failures." + "reason": "Both are model-loading bugs, but one is a legacy-field preset load failure and the other is wrong custom-module selection after save/load." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TF backend installation issue is unrelated to a missing import_utils symbol." + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to a missing `is_falcon_mamba_ssm_available` utility export." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Legacy preset field load failure is not the same as loading the wrong custom module after save_pretrained." + "reason": "StableLmConfig pad-token field regression and tensorflow_text backend mapping error are unrelated." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in a decoder is not the same as a CUDA OOM in Sam3Video." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "Metric label truncation in gather_for_metrics is unrelated to auxiliary loss normalization." + "reason": "Dummy `Conv2d` placeholder in Sam3PixelDecoder and Sam3Video OOM are different classes of issues." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Both mention FlashAttention, but they target different models and different failure surfaces." + "reason": "A specific model lacking FlashAttention2 support is not the same as a generic FlashAttention 2 backend issue." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references for Sam3LiteText." + "reason": "Janus image-generation test failure and removed Sam3LiteText auto-mapping refs are unrelated." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "LoRA extended-vocabulary collapse and missing mm_token_type_ids are different bugs." + "reason": "Metrics label truncation and auxiliary-loss normalization are distinct training/eval bugs." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus test failure is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Janus image-generation test failure and Qwen3.5 FlashAttention generation bug are separate model-specific regressions." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab tie-embedding collapse and Gemma4 `mm_token_type_ids` defaults are different issues." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Generation cache missing in chunked_prefill differs from recurrent state reset in modular_qwen3_5." + "reason": "Cache missing in chunked prefill and recurrent state resets with cache/seq_len>1 are cache-related but different code paths and symptoms." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to the missing fpn_position_embeddings attribute." + "reason": "Video-classification pipeline processor lookup and missing `fpn_position_embeddings` attribute are unrelated." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window handling." + "reason": "Local dataset loading failure in a training script is unrelated to loading a specific Phi-4 multimodal model." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Local dataset loading script failure is unrelated to loading a Phi-4 multimodal model." + "reason": "Missing `pad_token_id` in Llama4Config and Qwen3-MoE sliding-window behavior are different configuration/runtime bugs." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache tensor indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Serve KV-cache continuation indexing and Gemma4Processor missing `_tokenizer` are unrelated failures." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reload regression are both persistence-themed but affect different objects and mechanisms." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization on resize is unrelated to import warnings from a trailing-slash local path." - }, - { - "left": "issue:46082", - "right": "issue:46697", - "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different model/config bugs." - }, - { - "left": "issue:45632", - "right": "issue:46617", - "accept": false, - "reason": "A local trust_remote_code leaf-directory cache collision is not the same as a FileNotFoundError while loading from cache." + "reason": "Embedding reinitialization on resize and import warning for slash-terminated local paths are unrelated." } ] }, @@ -11269,7 +11337,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:25251", "issue:27957", @@ -11278,14 +11346,13 @@ "issue:39692", "issue:41720", "issue:43065", - "issue:43295", "issue:43335", - "issue:43526", "issue:43550", "issue:43644", "issue:43673", "issue:43827", "issue:43931", + "issue:43976", "issue:43994", "issue:44060", "issue:44077", @@ -11296,7 +11363,6 @@ "issue:44610", "issue:44617", "issue:44734", - "issue:44779", "issue:44855", "issue:44869", "issue:44877", @@ -11304,7 +11370,6 @@ "issue:44933", "issue:45127", "issue:45245", - "issue:45276", "issue:45357", "issue:45362", "issue:45381", @@ -11312,269 +11377,242 @@ "issue:45584", "issue:45588", "issue:45600", + "issue:45632", + "issue:46082", "issue:46369", "issue:46421", - "issue:46489", + "issue:46617", "issue:46655", "issue:46697", "issue:46832", "issue:46858" ], "soft_pairs": [ + "issue:46082|issue:46697", "issue:44869|issue:46832", + "issue:45632|issue:46617", "issue:45245|issue:46858", - "issue:44855|issue:45588", "issue:43673|issue:46421", - "issue:43827|issue:43994", + "issue:44855|issue:45588", "issue:43931|issue:44060", + "issue:43827|issue:43994", "issue:29870|issue:35141", "issue:44617|issue:45584", "issue:43644|issue:44913", - "issue:44933|issue:45362", "issue:45563|issue:45584", + "issue:44933|issue:45362", "issue:25251|issue:27957", - "issue:44479|issue:44734", - "issue:43335|issue:44855", + "issue:43976|issue:44855", + "issue:44077|issue:44877", "issue:45381|issue:46369", + "issue:44479|issue:44734", "issue:43550|issue:44190", - "issue:44077|issue:44877", "issue:41720|issue:45245", - "issue:43065|issue:44610", "issue:43335|issue:44190", + "issue:43065|issue:44610", "issue:44464|issue:45563", - "issue:39692|issue:44190", "issue:45381|issue:46655", + "issue:39692|issue:44190", "issue:45127|issue:45357", - "issue:44112|issue:45600", - "issue:43526|issue:46697", - "issue:44617|issue:46369", - "issue:44779|issue:46489", - "issue:43295|issue:45276" + "issue:44112|issue:45600" ], - "prepared_review_unit_hash": "3e455a69de8d370c2a754cad7bf6449b30935859eef53da9f81d9fe384fdc7c2", + "prepared_review_unit_hash": "f89b34b0d463fd5ae60fb9a94be74d71a4e7a8fc54454becaf4610be15e9b45d", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36597, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35355, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous and not one duplicate cluster. Two soft pairs look like true same-bug matches: Qwen2.5-VL video-input regression and a DeepSeek tokenizer regression. The rest are different code paths, models, or symptoms.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44479 is the best representative issue among the likely duplicates because it states the broader Qwen video-input regression across multiple variants and clearly subsumes the more specific Qwen2.5-VL report.", + "summary": "The cluster is mostly noisy: the pairs share broad subsystem vocabulary, but they do not look like the same underlying bugs. No soft edge is strong enough to merge, so I\u2019d anchor the cluster on the most general cache/chunked-prefill regression issue.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46421 is the broadest representative of the cache/chunked-prefill regression theme and reads like the umbrella bug rather than a narrow symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest global issue candidate here: it is broad, concrete, and describes a reproducible regression affecting multiple related model variants.", + "best_issue_reason": "Issue 46421 is the best overall anchor because it describes the core lazy-initialization/cache behavior affecting multiple generation paths.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different bugs: Llama head-dim validation vs Swin2SR image over-padding." + }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Different models and failure modes: Whisper decode crash vs RT-DETR feature-level TypeError." + "reason": "Unrelated code paths: Whisper timestamp decoding vs RT-DETR feature-level mismatch." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Unrelated bugs: category-count limit error vs static-cache slice arithmetic on non-CUDA backends." + "reason": "Both mention trust_remote_code cache handling, but one is a leaf-directory collision and the other is a generic cache FileNotFoundError; not clearly the same bug." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Different subsystems: Python 3.13 JIT parse failure vs flash-attention sink handling crash." + "reason": "Category-cardinality limit vs cache sequence-length tensor arithmetic are unrelated." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both involve chunked prefill/cache, but one is a missing-cache bug and the other is a recompilation/performance regression; not the same concrete bug." + "reason": "Same general area, but one is cache missing in v5.0.0 and the other is lazy init causing recompilation; too different to treat as duplicates." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Docs referencing removed pipeline APIs is unrelated to SigLIP2 producing bad outputs in pipeline/AutoModel usage." + "reason": "Python 3.13 TorchScript parsing error vs flash_attention crash on s_aux=None." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different Qwen3-VL loading mismatch vs Qwen3-Next tied-weights warning; no shared bug path." + "reason": "Model load shape mismatch vs tied-weights warning; different failure modes and likely different fixes." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline APIs vs incorrect SigLIP2 inference outputs." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Bart generate() decoder mask initialization bug is unrelated to embedding resize/post_init reinitialization." + "reason": "BART generate() decoder_attention_mask bug vs embedding reinitialization after resize; not the same underlying problem." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + "reason": "CUDA OOM for Sam3Video is unrelated to Whisper empty-transcription decode crash." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization corruption is a different problem from GPTNeoX rotary_pct not persisting on reload." + "reason": "Non-persistent buffer initialization bug vs GPTNeoXConfig reload behavior; separate issues." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Nonexistent image_utils import is unrelated to Qwen3.5 chat crashes." + "reason": "A stale warning about num_return_sequences is not the same as Whisper failing on empty transcription." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Stale warning logic for num_return_sequences is unrelated to Whisper alignment/empty transcription failure." + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; different surfaces and symptoms." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to XLM-R with Flash Attention 2." + "reason": "Pipeline top_k output shape regression vs XLMRoberta Flash Attention 2; unrelated." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Both are generation-related, but one is a Qwen VL video-input regression and the other is a server KV-cache indexing crash; different code paths." + "reason": "Python version support regression vs TorchScript indentation/parsing issue; not a duplicate." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to the DebertaV2 Python 3.13 import error." + "reason": "PatchTSTMixer post_init policy vs strict granite_speech config loading; different config/model constraints." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs regression is unrelated to Sam3-LiteText memory overflow." + "reason": "Qwen2.5-VL video position IDs bug vs Sam3-LiteText memory overflow; unrelated models and failure modes." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in the training script." + "reason": "Video-input regression across Qwen VL variants vs serve KV-cache continuation indexing crash; different bugs." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Optional post_init validation in patchtsmixer is not the same bug as strict config blocking granite_speech loading." + "reason": "torch.compile/SDPA failure in Bamba vs local dataset loading script issue; unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the 2^24 category limit error." + "reason": "Auto device mapping CUDA assert vs category-count limit; unrelated." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different model/processor issues." + "reason": "SwitchTransformers sparse-layer config bug vs local dataset loading failure; not the same issue." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Sparse-layer config creation bug is unrelated to the dataset-loading failure." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward generation inconsistency is a different bug from a stale warning about num_return_sequences." + "reason": "Compiled-forward inconsistent outputs vs stale warning about num_return_sequences; too different." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "SigLIP2 docs/model mismatch and quantization failure are unrelated to local dataset loading." + "reason": "Qwen2.5-VL video regression vs SmolVLM padding calculation bug; different models and causes." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Both are video/image processor bugs, but they affect different models and different preprocessing mistakes." + "reason": "SigLIP2 docs/model mismatch and quantization failure vs local dataset loading script issue; unrelated." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to Qwen3.5 visual encoder save_pretrained keys." + "reason": "LoRA merge/model collapse bug vs incorrect visual encoder keys on save_pretrained; different persistence paths." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI failure from stale GraniteSpeech device override test is unrelated to removed Sam3LiteText auto-mapping references." - }, - { - "left": "issue:43526", - "right": "issue:46697", - "accept": false, - "reason": "BEiT label reduction bug and Swin2SR over-padding bug are different image-processor issues." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "Both mention memory pressure in Sam3 variants, but they are different models and do not look like the same concrete bug." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Both report the same DeepSeek/DeepSeek-Coder tokenizer regression on v5+; 46489 looks like a narrower follow-up to the broader 44779 report." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Import-time Python parser/JIT failure is unrelated to flash-attention sink-less-model handling." - }, - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Processor.tokenizer regression is unrelated to Gemma4 resize_token_embeddings not updating output embeddings." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL video-input regression: 44479 is the broader report, and 45381 is a specific symptom of the same v5.3.0 bug." + "reason": "Stale GraniteSpeech CI test vs auto_mappings referencing removed configs; both CI-related but not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The representative issue choice (44479) is well supported by its broader multi-variant Qwen video regression title, and the two accepted soft pairs are plausibly the same bug/fix thread. The rejected pairs are generally justified as different models, subsystems, or concrete failure modes." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11589,35 +11627,34 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:25251", "issue:27957", "issue:29870", - "issue:32090", "issue:35141", "issue:36246", - "issue:38617", "issue:41628", "issue:42175", "issue:42796", + "issue:43295", "issue:43404", "issue:43479", + "issue:43526", "issue:43540", "issue:43643", - "issue:43650", "issue:43673", "issue:43854", "issue:44112", - "issue:44220", "issue:44246", "issue:44279", - "issue:44295", "issue:44462", "issue:44496", "issue:44521", + "issue:44617", "issue:44734", "issue:44737", + "issue:44779", "issue:44938", "issue:44964", "issue:45003", @@ -11635,13 +11672,19 @@ "issue:46082", "issue:46121", "issue:46234", - "issue:46506", + "issue:46369", + "issue:46489", + "issue:46697", "issue:46752", "issue:46858" ], "soft_pairs": [ - "issue:43540|issue:44734", + "issue:44779|issue:46489", + "issue:43526|issue:46697", + "issue:44617|issue:46369", + "issue:43295|issue:45276", "issue:45290|issue:46752", + "issue:43540|issue:44734", "issue:44737|issue:45803", "issue:44521|issue:45381", "issue:44462|issue:45907", @@ -11660,203 +11703,193 @@ "issue:42175|issue:44279", "issue:42796|issue:44521", "issue:36246|issue:41628", - "issue:43650|issue:44220", - "issue:36246|issue:38617", "issue:43404|issue:45216", - "issue:43479|issue:45375", - "issue:32090|issue:35141", - "issue:44295|issue:46506" + "issue:43479|issue:45375" ], - "prepared_review_unit_hash": "a7b7b8c9090237798e3457116ea3dff82f1a593a79cf29452e754216fb386130", + "prepared_review_unit_hash": "207439778a5ac08def64b5daeffa0f772c8613157906e28759ceb01d28eb32cf", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35183, - "estimated_input_tokens": 8796, - "estimated_eval_tokens": 17848 + "serialized_chars": 35856, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad themes like generation, chat-template handling, imports, or config loading, but they describe different concrete bugs, models, or code paths, so none should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out because the items cover many unrelated bugs; even the closest pairs are different failure modes rather than the same underlying defect.", + "summary": "The set is highly heterogeneous: most pairs only share a broad subsystem (tokenizers, chat templates, configs, loading, caching) but not the same concrete bug. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out because the cluster does not represent one underlying defect; the items span unrelated bugs across different models, processors, and runtime paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone representative: it is open, user-facing, has follow-up references, and describes a concrete multimodal chat-template bug that is actionable.", + "best_issue_reason": "No global best issue is suitable as a representative duplicate target; there is no single issue that subsumes the others or matches the rest at the concrete-bug level.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "Both are generation/runtime failures, but one is a Qwen3OmniMoe video-input ValueError and the other is a serve KV-cache indexing bug; different code paths." + "reason": "Both mention DeepSeek tokenization regressions, but one is a generic v5 regression and the other is a DeepSeek-Coder v1-specific gap in a prior fix; not clearly the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs on different models: Beit label reduction vs Swin2SR padding." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they affect different Sam3 variants and describe different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated regressions: processor/tokenizer access breakage vs gemma4 resize_token_embeddings not updating embeddings." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both involve apply_chat_template, but one crashes on assistant tool-call messages with no content while the other crashes on an empty input list; distinct edge cases." + "reason": "Both involve apply_chat_template crashes, but the triggers differ: tool-call assistant messages vs an empty input list." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3OmniMoe video input validation vs transformers serve KV-cache continuation indexing." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU device-placement bug and Fuyu bare-except exception handling are unrelated defects." + "reason": "XLNet device placement bug is unrelated to FuyuBatchFeature's bare except swallowing errors." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal/chat-template-adjacent, but one is zero assistant masks and the other is wrong video vision_position_ids; not the same bug." + "reason": "Both are multimodal/chat-template issues, but assistant_masks being all-zero is not the same as wrong vision_position_ids." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate loader vs Hub API issues." + "reason": "Different repository-loading problems: tokenizer.json selection vs list_repo_files not forwarding revision." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings/tied embeddings vs Whisper empty-transcription generation after token alignment are different model-specific bugs." + "reason": "Different model behaviors: embedding resize propagation vs Whisper empty transcription handling." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Both are import/backend-related, but Python 3.14 load failure and missing TensorFlow backend installation are different root causes." + "reason": "Both are environment/dependency issues, but one is a Python 3.14 import failure and the other is a missing TensorFlow backend path." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting behavior and BART decoder_attention_mask UnboundLocalError are unrelated." + "reason": "Different generation issues: pipeline top_k output nesting vs Bart decoder_attention_mask initialization error." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both touch generation cache internals, but one is a missing cache in chunked_prefill and the other is a device-tensor seq_length bug in static-cache slice arithmetic." + "reason": "Both involve cache/prefill, but the concrete bugs differ: missing GenerationMixin cache in v5 vs device-tensor seq_length breaking static-cache arithmetic." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "trust_remote_code cache-path collision and a missing import_utils availability helper are unrelated issues." + "reason": "Unrelated: trust_remote_code cache collision vs missing is_falcon_mamba_ssm_available export." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but for different models and likely different broken paths; not the same underlying bug." + "reason": "Both are model-loading failures, but for different models and likely different root causes." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdowns and unsafe sys.modules access are distinct import-time concerns." + "reason": "Import slowness is not the same as unsafe sys.modules access; the symptoms and fix targets differ." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal load failure and stale auto_mappings references to removed Sam3LiteText configs are separate regression types." + "reason": "Different failures: Phi-4 multimodal loading vs auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config loading, but one loses fields under trust_remote_code while the other is an unrecognized model missing model_type." + "reason": "Both are config/loading related, but one is missing fields with trust_remote_code and the other is an unrecognized model_type error." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A CI test flake in GraniteSpeech is unrelated to a Phi-4 multimodal loading regression." + "reason": "CI device-override test failure is unrelated to Phi-4 multimodal loading." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 for XLMRoberta and embedding resize reinitialization with untied weights are unrelated model behaviors." + "reason": "XLMRoberta Flash Attention 2 support is unrelated to token-embedding resizing reinitialization." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON-list handling are separate config-validation bugs." + "reason": "Different config-validation bugs: explicit head_dim handling vs rope-validation list coercion." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "TensorFlow backend omission from a torch install and a generic dependency issue are not the same defect." + "reason": "Both mention dependencies/backends, but they are too vague and do not point to the same underlying issue." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different subsystems." + "reason": "Tokenizer BPE-marker handling and multimodal assistant mask computation are separate bugs." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Specific missing Qwen2_5_VLImageProcessor export and top-level AutoImageProcessor import failure are different import problems." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "A placeholder 'ADD THE DATA' issue and an _torch_extract_fbank_features bug are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Both are missing-name ImportErrors, but for different symbols and modules; not the same underlying breakage." + "reason": "Specific missing Qwen2_5_VLImageProcessor import vs a top-level AutoImageProcessor import failure are not the same defect." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression affect different models and code paths." + "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs: one misinitializes defaults when None, the other drops a deepstack_visual_indexes field under strict handling." - }, - { - "left": "issue:45290", - "right": "issue:46752", - "accept": false, - "reason": "Both are apply_chat_template crashes, but they come from different invalid inputs and different failure logic." - }, - { - "left": "issue:45803", - "right": "issue:44737", - "accept": false, - "reason": "Bare except swallowing errors in Fuyu and XLNet device placement are unrelated." - }, - { - "left": "issue:44295", - "right": "issue:46506", - "accept": false, - "reason": "Position_ids buffer reading error and CPU/CUDA result divergence in PPDocLayoutV3 are different bugs." + "reason": "Different config issues: default vision/audio config initialization vs a missing deepstack_visual_indexes field being dropped." } ] }, @@ -11878,9 +11911,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ - "issue:39692", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", "issue:41950", "issue:42907", "issue:43295", @@ -11889,22 +11925,21 @@ "issue:43441", "issue:43526", "issue:43531", + "issue:43650", "issue:43673", "issue:43824", "issue:43901", "issue:43976", "issue:44016", "issue:44062", - "issue:44075", "issue:44220", "issue:44279", + "issue:44295", "issue:44327", "issue:44336", - "issue:44368", "issue:44496", "issue:44521", "issue:44683", - "issue:44779", "issue:44792", "issue:44933", "issue:44987", @@ -11912,17 +11947,14 @@ "issue:45083", "issue:45216", "issue:45335", - "issue:45405", "issue:45446", "issue:45584", "issue:45588", "issue:45593", "issue:45600", "issue:45759", - "issue:46082", "issue:46123", "issue:46369", - "issue:46399", "issue:46424", "issue:46506", "issue:46515", @@ -11930,259 +11962,245 @@ "issue:46752" ], "soft_pairs": [ - "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:44295|issue:46506", "issue:43531|issue:45600", + "issue:41950|issue:44016", "issue:43673|issue:46424", - "issue:44016|issue:44220", + "issue:43650|issue:44220", "issue:43976|issue:44987", + "issue:44016|issue:44220", "issue:43295|issue:45335", - "issue:45083|issue:46506", "issue:42907|issue:43441", + "issue:45083|issue:46506", "issue:43381|issue:45593", "issue:44683|issue:45446", "issue:43526|issue:43901", "issue:43976|issue:44279", - "issue:43673|issue:44336", "issue:44496|issue:45042", "issue:43901|issue:44496", + "issue:43673|issue:44336", "issue:44792|issue:46424", - "issue:44016|issue:44062", "issue:44496|issue:45759", "issue:43441|issue:45588", + "issue:44016|issue:44062", "issue:43824|issue:44933", - "issue:46123|issue:46369", "issue:44521|issue:46693", "issue:44327|issue:46752", + "issue:46123|issue:46369", "issue:44279|issue:46515", "issue:43299|issue:45216", - "issue:45335|issue:45584", - "issue:46082|issue:46399", - "issue:44279|issue:45405", - "issue:43295|issue:44779", - "issue:44075|issue:44368", - "issue:39692|issue:43901", - "issue:43976|issue:45405" + "issue:45335|issue:45584" ], - "prepared_review_unit_hash": "0a3418a7d8e7f3f66ad33cc6b47e1c5b68eaa50418a529f55a0d93c85faa3b18", + "prepared_review_unit_hash": "b310d369f4a4dc407936b0508177da78897a82755ba245a1294e946c783dc094", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37198, - "estimated_input_tokens": 9300, - "estimated_eval_tokens": 18856 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36068, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicate pairs stand out here; the set is a grab bag of unrelated Transformers issues across multimodal, generation, cache, and model-loading subsystems. I selected the most broadly user-facing active issue as the representative canonical issue, but none of the soft-edge pairs should be merged.", - "confidence": 0.67, - "canonical_issue_reason": "issue:44521 is the strongest representative: it is open, has multiple inbound references, and describes a broad multimodal apply_chat_template regression with clear user impact.", + "summary": "These items are mostly unrelated issues across different Transformers subsystems; none of the soft pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44521 is the strongest representative to keep: it is open, has substantial discussion/inbound references, and tracks a concrete multimodal `apply_chat_template` bug with clear user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best overall issue to anchor the cluster because it is active, broadly scoped, and directly actionable.", + "best_issue_reason": "issue:44521 is the best single issue candidate overall because it is active, well-scoped, and more central than the niche regression/import-error reports in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules (`Qwen2_5_VLImageProcessor` vs `layer_type_validation`)." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Completely different problems: trainer GPU broadcast `NoneType` error vs token embedding reinit after resize." + }, + { + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Different bugs: a video-classification processor selection problem vs a notebook syntax error." + "reason": "Different bugs and code paths: `position_ids` buffer access vs CPU/CUDA output mismatch in PPDocLayoutV3." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Both touch model internals, but one is a Qwen3-MoE sliding_window bug and the other is a broken auto_mappings reference for Sam3LiteText configs." + "reason": "One is a Qwen3-MoE sliding-window bug; the other is a stale `auto_mappings.py` reference to removed Sam3LiteText configs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug vs a notebook syntax error; no shared underlying defect." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both involve cache behavior, but they target different code paths: missing GenerationMixin cache in chunked_prefill vs max_cache_length only applying to Quantized Cache." + "reason": "Both mention cache, but one is missing generation cache in chunked prefill and the other is about `max_cache_length` only applying to quantized cache." }, { - "left": "issue:44016", + "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Unrelated failures: a notebook syntax error vs a feature-extraction helper issue." + "reason": "No meaningful overlap: a nonsensical issue title vs an audio feature-extraction helper problem." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "No shared bug: a Python version support problem vs loading a specific model failing." + "reason": "Python-version compatibility failure vs loading a specific `physical-intelligence/fast` model; different root causes." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Different regressions: processor/tokenizer multimodal API break vs resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Notebook syntax error and audio feature extraction failure are unrelated." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Both are numeric-output issues, but one is a qwen3_omni_moe helper bug and the other is CPU/CUDA divergence in PPDocLayoutV3." + "reason": "Different model behaviors: processor/tokenizer regression vs `resize_token_embeddings` not updating `decoder.embed_tokens`." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family, different concrete problems: dequantized save failure vs FlashAttention crash in Ministral-3." + "reason": "Both involve Ministral, but one is saving dequantized weights and the other is a FlashAttention runtime failure; not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper length computation in qwen3_omni_moe vs divergent CPU/CUDA results in a different model." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Different training-time behaviors: gradient checkpointing in eval mode vs D-FINE auxiliary losses when denoising is off." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both are flex_attention-related, but one is a compiled flex_attention failure on torch>=2.9 and the other is an incorrect version check for AuxRequest import." + "reason": "Both touch flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is an import version-check bug for AuxRequest." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Different areas: BeitImageProcessorFast label reduction bug vs stale documentation for return_all_scores." + "reason": "Different areas: BEiT image processor label reduction vs text-classification docs mismatch." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python compatibility issue is not the same as a generic dependency problem with Transformers." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Cache handling bug vs ANSI output formatting in loading_report." + "reason": "A Python support regression is not the same as a vague dependency issue." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model loading/configuration failure vs PIL image processor dependency regression." + "reason": "Unrecognized model/config loading vs PIL image processors incorrectly requiring torchvision; separate failures." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for classification pipeline vs unrecognized model/config failure." + "reason": "Documentation mismatch and model-loading error are unrelated." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "A janus test failure is not the same bug as cache max length handling." + "reason": "Cache handling in generation vs ANSI color output in loading_report; no shared bug." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Notebook syntax error and AddedToken argument collision are unrelated." + "reason": "A failing Janus image-generation test is not the same issue as cache length configuration." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both are model-loading failures, but one is missing model_type and the other is composite Qwen multimodal config unwrapping." + "reason": "Both are config/model-loading related, but one lacks `model_type` and the other fails to unwrap `text_config`; different code paths." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention issues: one is a Ministral-3 model bug, the other is an s_aux=None AttributeError in integrations/flash_attention.py." + "reason": "Both mention FlashAttention/Ministral-like context, but the concrete failures differ and do not clearly share one fix." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Both are import errors, but they refer to different symbols and different modules." + "reason": "Notebook syntax error vs duplicate `special` keyword in `AddedToken`; unrelated." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Pipeline batch bookkeeping vs model memory overflow are not the same underlying bug." + "reason": "Importing a Qwen2.5-VL model class and a nonexistent `image_utils` symbol are separate import issues." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Multimodal chat-template masks vs FA2 long-context performance regression are distinct problems." + "reason": "`apply_chat_template` assistant-mask bug and FA2 long-context performance regression are different behaviors and fixes." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Different crash sites: QA decode_spans top_k bounds vs apply_chat_template on an empty list." + "reason": "QA span decoding `top_k` bounds error vs empty-list `apply_chat_template` crash; unrelated paths." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch handling in MaskGenerationPipeline vs memory overflow in sam3-litetext; different problems." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue and a specific torch-version incompatibility are not the same defect." + "reason": "General dependency issue vs torch 2.4.1 incompatibility; too vague to be duplicates." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen3.x-related, but one is a model-loading break and the other is an incorrect saved checkpoint from save_pretrained." + "reason": "Qwen3VL MoE model loading regression and Qwen3.5 save_pretrained corruption are distinct bugs." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure after align_special_tokens." - }, - { - "left": "issue:46082", - "right": "issue:46399", - "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are unrelated." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "A vague dependency issue is not the same as an unreleased PEFT minimum-version bump." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Processor/tokenizer multimodal regression vs Deepseek tokenizer output corruption are different code paths and models." - }, - { - "left": "issue:44075", - "right": "issue:44368", - "accept": false, - "reason": "Optimizer argument handling and a tie_word_embeddings warning are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "SigLIP2 example errors are unrelated to the text-classification docs mismatch." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python compatibility and PEFT version pinning are separate dependency issues." + "reason": "Token embedding resize issue vs Whisper empty-transcription generation failure after special-token alignment; not the same underlying defect." } ] }, @@ -12204,12 +12222,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:33290", + "issue:39692", "issue:41950", "issue:42796", "issue:42994", + "issue:43295", "issue:43299", "issue:43317", "issue:43441", @@ -12219,253 +12239,266 @@ "issue:43650", "issue:43653", "issue:43854", + "issue:43901", + "issue:43976", "issue:44016", + "issue:44075", "issue:44242", + "issue:44279", "issue:44291", - "issue:44336", "issue:44351", "issue:44361", + "issue:44368", "issue:44462", "issue:44466", - "issue:44623", "issue:44683", - "issue:44749", "issue:44779", "issue:45020", "issue:45081", - "issue:45103", "issue:45200", "issue:45216", "issue:45276", "issue:45278", "issue:45357", - "issue:45372", + "issue:45405", "issue:45542", "issue:45593", - "issue:45600", "issue:45656", - "issue:45712", "issue:45812", "issue:45823", "issue:45834", "issue:45907", "issue:46082", "issue:46209", - "issue:46512", - "issue:46851" + "issue:46399", + "issue:46512" ], "soft_pairs": [ + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", "issue:46082|issue:46512", + "issue:43976|issue:45405", "issue:43577|issue:45216", "issue:44351|issue:45278", "issue:42796|issue:43650", - "issue:41950|issue:45020", - "issue:43299|issue:45357", "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:41950|issue:45020", "issue:43479|issue:43525", - "issue:44242|issue:45200", - "issue:44466|issue:45276", "issue:43299|issue:43854", - "issue:41950|issue:45823", + "issue:44466|issue:45276", + "issue:44242|issue:45200", "issue:43653|issue:45593", "issue:43650|issue:46209", - "issue:44683|issue:45542", + "issue:41950|issue:45823", "issue:44462|issue:45081", + "issue:44683|issue:45542", "issue:44016|issue:44291", "issue:44361|issue:45593", "issue:43441|issue:45834", "issue:33290|issue:45656", - "issue:42994|issue:43317", "issue:45081|issue:45907", - "issue:44623|issue:44749", - "issue:45103|issue:45372", - "issue:45600|issue:45712", - "issue:44336|issue:46851" + "issue:42994|issue:43317" ], - "prepared_review_unit_hash": "59614cc36fc58f1ca223a2bddee7915faf246575aa82ad22e4c7c0241f7f954c", + "prepared_review_unit_hash": "38a8a0af5cc1134e1e0ae475fac12a299ee77e9041e0bec8a88e442cba327f2a", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35048, - "estimated_input_tokens": 8762, - "estimated_eval_tokens": 17780 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36108, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of distinct Transformers bugs that only look related because many involve v5 regressions, tokenizers, configs, or loading paths. None of the soft pairs appear to be the same underlying bug/change, so they should not be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45812 is the strongest standalone representative: it reports a concrete, user-facing v4\u2192v5 regression with a clear symptom and broad impact across Granite models, making it the best anchor issue in this mixed cluster.", + "summary": "The cluster is highly heterogeneous: it contains unrelated bugs across tokenizers, model loading, docs, optimization, and version regressions. None of the soft pairs look like the same underlying issue, so I would not deduplicate any of them together.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate stands out: these issues span distinct code paths and failure modes, so they should remain separate tickets.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the most actionable and well-scoped issue here; it has a specific regression description and is more representative than the other loosely related loading/configuration reports.", + "best_issue_reason": "If one issue must serve as the broadest umbrella, issue 45020 is the most cross-cutting regression report, but it still does not actually cover the other bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different failures: config validation for Llama head_dim vs Qwen3.5 kernel registration error." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated dependency problems: generic transformers dependency issue vs an overly high PEFT version pin." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is processor/tokenizer image handling and the other is Deepseek token ID correctness." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer args not being used is unrelated to a warning about tie_word_embeddings in Qwen fine-tuning." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation example errors for SigLIP2 do not match a TextClassificationPipeline docs mismatch about return_all_scores." + }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Both are config-related, but they describe different failures: head_dim validation vs stale dtype metadata." + "reason": "Both concern config values, but one is invalid head_dim rejection and the other is stale config.dtype after from_config." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility regression is unrelated to a PEFT minimum-version bump." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different models and different bugs: BLIP2 dtype propagation on load vs Qwen3.5 checkpoint serialization." + "reason": "Blip2 dtype propagation on load is a different code path from Qwen3.5 save_pretrained serialization bugs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "General import failures overlap only superficially; one is HybridCache export, the other is a broader post-upgrade import breakage." + "reason": "Importing HybridCache is a specific symbol export issue, while the other report is a broad set of import errors after upgrade." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling and a generic 'add the data' request are unrelated." + "reason": "Tokenizer BPE marker handling is unrelated to the vague 'ADD THE DATA' report." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Video pipeline processor lookup and remote_code model breakage are different code paths and symptoms." + "reason": "Deepseek tokenizer regression is a model-specific tokenizer bug, not the Granite AutoTokenizer ID regression." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "One is Qwen3VL MoE loading, the other is Qwen3.5 save_pretrained key serialization." + "reason": "Both mention Qwen3.5, but one is a model loading regression and the other is incorrect checkpoint serialization on save." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer implementations." + "reason": "Video-classification processor lookup bug is unrelated to remote_code model breakage." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config classes and different failure modes; not the same bug." + "reason": "Phi4Multimodal default config initialization is unrelated to Llama4Config missing pad_token_id." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Different MoE/Gemma behaviors: missing load-balancing loss vs missing mm_token_type_ids defaults." + "reason": "Qwen3VL loading regression is not the same as GLM-4.7-Flash failing in unit tests." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both involve model weights/serialization, but one is tied-weight serialization and the other is embedding resizing behavior." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are separate model-specific issues." + "reason": "Serialization of tied lm_head weights is a different problem from resize_token_embeddings not updating Gemma4 layer embeddings." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Processor lookup in a video pipeline is unrelated to Gemma4 PLE device mismatch." + "reason": "Missing load-balancing loss with router logits off is unrelated to Gemma 4 mm_token_type_ids default behavior." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "BigBird special-token decode failure is unrelated to D-FINE auxiliary losses when denoising is disabled." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "A vague data request is not the same underlying bug as FP8 inference failure on B200." + "reason": "A generic 'add the data' issue is not the same as FP8 inference failing on B200 GPUs." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 and tensorboard/tf backend detection are unrelated." + "reason": "Video classification processor bug is unrelated to Gemma4 PLE device placement mismatch." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are separate tokenizer-loading bugs." + "reason": "AutoTokenizer ignoring tokenizer.json is a repository loading issue, not the Mistral regex patch crash." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 is unrelated to the TensorBoard-without-TensorFlow backend error." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are entirely different failure classes." + "reason": "Notebook syntax error is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task-time AttributeError is unrelated to D-FINE auxiliary-loss handling." + "reason": "MLukeTokenizer task AttributeError is a tokenizer/task issue, not a loss-computation bug in D-FINE." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral and Kosmos2.5 OCR index error are different model/path problems." + "reason": "FlashAttention failure for Ministral-3 is unrelated to Kosmos2.5 long OCR input indexing." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed and optimizers, but one is OOM in Adafactor while the other is double optimizer stepping." - }, - { - "left": "issue:42994", - "right": "issue:43317", - "accept": false, - "reason": "Quantized model saving failure and dequantized model offload loading failure are distinct quantization issues." + "reason": "AdaFactor OOM in DeepSpeed is different from optimizer.step being invoked twice with DeepSpeed." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Processor.save_pretrained missing files and a Chinese report about slower filtering after upgrade are not the same bug." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." - }, - { - "left": "issue:45600", - "right": "issue:45712", - "accept": false, - "reason": "Removed config references in auto_mappings and leftover dummy classes in dummy_pt_objects are different CI/cleanup problems." + "reason": "Mistral tokenizer regex crash is unrelated to list_repo_files not forwarding revision." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "ANSI codes in loading_report and Qwen3.5 variable-length position_ids behavior are unrelated." + "reason": "Quantized model save failure is a different lifecycle problem from device_map=auto loading a dequantized model with CPU offload." } ] }, @@ -12487,7 +12520,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:41628", "issue:42175", @@ -12505,7 +12538,6 @@ "issue:44016", "issue:44162", "issue:44188", - "issue:44242", "issue:44246", "issue:44261", "issue:44263", @@ -12517,17 +12549,19 @@ "issue:44623", "issue:44671", "issue:44683", + "issue:44749", "issue:44779", - "issue:45072", "issue:45083", "issue:45103", "issue:45325", "issue:45362", + "issue:45372", "issue:45397", "issue:45542", "issue:45561", "issue:45563", - "issue:45593", + "issue:45600", + "issue:45712", "issue:45800", "issue:45823", "issue:45859", @@ -12535,11 +12569,14 @@ "issue:46399", "issue:46655", "issue:46726", - "issue:46829", "issue:46851" ], "soft_pairs": [ + "issue:45103|issue:45372", + "issue:45600|issue:45712", + "issue:44623|issue:44749", "issue:44261|issue:44263", + "issue:44336|issue:46851", "issue:45859|issue:46851", "issue:42175|issue:43976", "issue:44623|issue:45397", @@ -12547,195 +12584,217 @@ "issue:43901|issue:44246", "issue:43723|issue:44162", "issue:43673|issue:43761", - "issue:45542|issue:45800", "issue:43824|issue:43976", "issue:43441|issue:44683", "issue:43525|issue:43881", - "issue:44016|issue:45823", + "issue:45542|issue:45800", "issue:46291|issue:46399", + "issue:44016|issue:45823", "issue:44188|issue:44336", + "issue:46655|issue:46726", "issue:44589|issue:45362", "issue:43525|issue:43643", - "issue:46655|issue:46726", "issue:44336|issue:44373", "issue:45325|issue:46851", "issue:41628|issue:43976", "issue:43784|issue:45542", - "issue:45083|issue:46851", - "issue:44297|issue:45397", "issue:44246|issue:44496", - "issue:46399|issue:46851", + "issue:44297|issue:45397", + "issue:45083|issue:46851", "issue:45561|issue:45563", - "issue:45072|issue:46829", - "issue:44242|issue:45593", + "issue:46399|issue:46851", "issue:45103|issue:46399" ], - "prepared_review_unit_hash": "74ba05b66e3f931518f90517bdecb142369bb8714413cc4056bab88decc22d79", + "prepared_review_unit_hash": "1694208d5b85f0082b8174dd5f1a9025adba66067a7d8a77c26f6202e5720268", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36611, - "estimated_input_tokens": 9153, - "estimated_eval_tokens": 18562 + "soft_pair_count": 32, + "serialized_chars": 37338, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers bugs, regressions, docs, and environment issues. I did not find any soft-edge pair that clearly represents the same underlying bug or change, so no merges are justified.", - "confidence": 0.96, - "canonical_issue_reason": "No strong duplicate group emerges from the cluster; if one issue must anchor the set, issue 46851 is the most recent and clearly described model-behavior bug, but it is not a duplicate representative of the others.", + "summary": "These items are a heterogeneous set of transformer v5 regressions, packaging issues, and docs bugs. None of the soft pairs appear to be the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46851 is the clearest standalone bug report here: it is specific, reproducible, and framed as a concrete behavioral regression rather than an environment or doc issue.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different failures: auto-docstring crashes on future annotations, while the other is an import error from mistral_common affecting Gemma 4 loading." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI-related, but they fix different files and different problems: stale auto_mappings entries vs leftover dummy PT classes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Completely unrelated: processor.save_pretrained file omission versus a performance regression while filtering data after upgrade." + }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different models and different failures: one is a missing config field in MLA q_a_layernorm, the other is a torch.split return-value issue in GlmMoeDsaIndexer." + "reason": "Different model/code paths and symptoms: MLA rms_norm_eps precision issue versus GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Unrelated: ANSI color leakage in loading_report versus Qwen3.5 variable-length position_ids behavior." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Both mention Qwen3.5-related position handling, but the bugs are different: CPU offload incompatibility versus variable-length inputs with position_ids." + "reason": "Same model family but not the same bug: CPU offload incompatibility in rotary embedding versus variable-length position_ids handling." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "One is a backend installation problem for pip extras, the other is a Python version compatibility issue; same dependency area, not the same bug." + "reason": "Packaging/backend dependency issue versus Python version incompatibility; not the same underlying defect." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Different code paths and symptoms: processor.save_pretrained file emission versus gemma-4 from_pretrained failure under zero3." + "reason": "Different code paths: save_pretrained missing files versus gemma-4 zero3 from_pretrained failure." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different model classes and failure modes: CamemBERT MLM predictions versus Deepseek tokenizer output regression." + "reason": "Different model components and failure modes: CamemBERT masked LM outputs versus Deepseek tokenizer correctness." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for a pipeline API is unrelated to intermittent slow import performance." + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import latency." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 and an ESM2 model-specific breakage are not the same underlying issue." + "reason": "Tokenizer loading regression and ESM2 model breakage are separate issues." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache/chunked_prefill behavior and CLIPVision hidden_states output are unrelated regressions." - }, - { - "left": "issue:45542", - "right": "issue:45800", - "accept": false, - "reason": "These are distinct environment/dependency issues: missing TensorFlow backend versus torch/transformers incompatibility." + "reason": "Different regressions: GenerationMixin cache in chunked_prefill versus CLIPVisionModel hidden_states output." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "An import/export failure for a specific model class is unrelated to a Python version support issue." + "reason": "Import error for a missing model class is unrelated to Python 3.9/3.10 support." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both concern attention kernels, but one is a Ministral-3 FlashAttention failure and the other is a compiled flex_attention failure on newer torch; different code paths and triggers." + "reason": "Both concern attention kernels, but one is a model-specific FlashAttention failure and the other is a compiled flex_attention/torch version issue." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Two different model-loading errors with different missing fields and different models." + "reason": "Distinct model-loading failures with different missing attributes and model families." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Notebook syntax in documentation is unrelated to a Gemma4 device-map runtime mismatch." + "reason": "Different environments and symptoms: missing TensorFlow backend wiring versus torch/transformers version incompatibility." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel import/version resolution failure is not the same as a model-specific use_kernels registration crash." + "reason": "Kernel import dependency requirement versus a Qwen3.5 registration/decorator crash; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "A torch.compile attention-kernel divergence bug has nothing in common with ANSI escape codes in loading_report." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI code output in loading_report." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Different processor issues: SmolVLM video padding bug versus AutoProcessor backend-missing import messaging." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different failures: storage type deserialization versus a Qwen3.5 chat crash." + "reason": "Storage object lookup failure versus Qwen3.5 chat crash; no shared code path." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "A missing config attribute in one model is not the same as missing fields returned by trust_remote_code AutoConfig." - }, - { - "left": "issue:46655", - "right": "issue:46726", - "accept": false, - "reason": "Both touch processor/image handling, but one is a padding calculation bug and the other is an error message when a required vision backend is absent." + "reason": "Missing pad_token_id on a config object versus trust_remote_code dropping fields from AutoConfig are different problems." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI-code output formatting and a wrong docstring are unrelated." + "reason": "ANSI color leakage and a wrong docstring are separate documentation/utility issues." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both involve position_ids, but one is a Qwen2.5-VL rope scaling bug and the other is a Qwen3.5 variable-length input issue." + "reason": "Both involve position_ids, but they affect different Qwen variants and different logic paths." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Importing AutoImageProcessor and Python version compatibility are distinct problems." + "reason": "Importing AutoImageProcessor and Python-version compatibility are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "A missing nn import in sentence-transformers is unrelated to a TensorFlow backend installation issue." + "reason": "Sentence-transformers import NameError is unrelated to the TensorFlow backend packaging bug." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Different helpers, different model family, and different failure surface; not the same bug." + "reason": "Slow imports are not the same underlying issue as unrecognized model config handling." }, { "left": "issue:44297", @@ -12744,34 +12803,28 @@ "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Import performance and unrecognized model/config loading are different issues." + "reason": "Different Qwen-family positional helper bugs with different scopes and symptoms." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist race in testing utils is unrelated to a stale generation warning." - }, - { - "left": "issue:45072", - "right": "issue:46829", - "accept": false, - "reason": "dtype mismatch in CI and an ImageClassifierOutput hidden_states bug are unrelated." + "reason": "pytest-xdist file races and a stale generate warning are unrelated." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Both are missing-loss reports, but they affect different models, different flags, and different losses." + "reason": "Qwen3.5 kernel registration crash and variable-length position_ids are different code paths." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring crashes under future annotations are unrelated to Qwen3.5 kernel registration failures." + "reason": "Auto-docstring annotation handling is unrelated to Qwen kernel registration failures." } ] }, @@ -12793,7 +12846,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:36246", "issue:41950", @@ -12819,11 +12872,10 @@ "issue:44479", "issue:44485", "issue:44496", - "issue:44749", "issue:44779", - "issue:44857", "issue:44871", "issue:45003", + "issue:45072", "issue:45137", "issue:45200", "issue:45292", @@ -12832,36 +12884,38 @@ "issue:45397", "issue:45561", "issue:45588", + "issue:45593", "issue:45759", - "issue:45859", "issue:46132", - "issue:46399", "issue:46506", "issue:46614", "issue:46655", "issue:46665", "issue:46752", "issue:46821", + "issue:46829", "issue:46851" ], "soft_pairs": [ + "issue:45072|issue:46829", "issue:46614|issue:46665", + "issue:44242|issue:45593", "issue:43526|issue:45003", "issue:43540|issue:46752", - "issue:43531|issue:45362", "issue:42491|issue:43299", + "issue:43531|issue:45362", "issue:44295|issue:45397", - "issue:45588|issue:46851", "issue:44246|issue:44871", + "issue:45588|issue:46851", "issue:44336|issue:44485", "issue:45003|issue:46821", "issue:44451|issue:46752", "issue:42886|issue:46132", "issue:43550|issue:46506", - "issue:41950|issue:44220", "issue:44779|issue:45292", "issue:36246|issue:42757", "issue:36246|issue:44351", + "issue:41950|issue:44220", "issue:43901|issue:45003", "issue:43257|issue:45137", "issue:45003|issue:45561", @@ -12870,213 +12924,204 @@ "issue:44162|issue:45200", "issue:44479|issue:46655", "issue:45375|issue:45759", - "issue:44295|issue:44749", - "issue:44242|issue:44857", - "issue:43262|issue:44246", - "issue:45859|issue:46399" + "issue:43262|issue:44246" ], - "prepared_review_unit_hash": "f6928081655bba3f9dabbe4bcb85d3512a25a2ea908cfdd34ee4c8b4f0418f40", + "prepared_review_unit_hash": "bd9c55832027893f2393e083925f9feac6b63c5e739c84be89de73de74f3e34b", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36365, - "estimated_input_tokens": 9092, - "estimated_eval_tokens": 18440 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35480, + "estimated_input_tokens": 8870, + "estimated_eval_tokens": 17996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly separate bug reports across different models and subsystems. I found no soft pair that clearly describes the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 44479 is the strongest standalone representative: it reports a concrete, version-scoped regression affecting multiple Qwen video models, with a clear impact statement and broad relevance.", + "summary": "No soft pair looks like the same concrete bug/change; most are only loosely related by subsystem or model family. The strongest standalone issue is the broad Qwen video regression report.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44479 is the best canonical issue candidate: it is a clear, broad regression report with explicit affected models, version scope, and a concrete video-input failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 has the clearest regression framing and the broadest affected-surface description, making it the best single issue to anchor this set.", + "best_issue_reason": "issue:44479 is the strongest standalone issue in this set because it is specific, high-impact, and likely to attract/anchor duplicate reports for the same regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different code paths and symptoms: bfloat16 dtype mismatch vs hidden_states/output packaging in video classification." + }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Different problems: stale phonemizer backend state vs. from_pretrained behavior inside Python classes." + "reason": "One is a stale phonemizer backend state bug; the other is inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they affect different models and mechanisms; not the same underlying bug." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Unrelated code paths: BeitImageProcessorFast label reduction vs. modeling_utils sys.modules access." + "reason": "BeitImageProcessorFast label reduction is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Different failures in different flows: Qwen3OmniMoe video processing vs. empty apply_chat_template input." + "reason": "Qwen3OmniMoe video input ValueError is unrelated to apply_chat_template failing on an empty list." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen models, but one is a sliding_window issue and the other is a chat/loading crash; not the same bug." + "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a version-specific Qwen3VL loading regression." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Both involve Qwen3 MoE loading, but the model variants and failure modes differ enough that they do not look like one defect." + "reason": "Sliding_window handling and a chat crash in Qwen3.5 are different failures, not one duplicated bug." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access is unrelated to Gemma-4 DeepSpeed ZeRO3 from_pretrained behavior." + "reason": "A position_ids buffer access error is unrelated to gemma-4 Zero3 from_pretrained behavior." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Different Qwen3.5 issues: flash-attention s_aux handling vs. variable-length position_ids." + "reason": "Import latency and eos_token_id config inconsistency are unrelated issues." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Load-balancing loss routing bug is unrelated to Gemma eos_token_id configuration." + "reason": "Flash-attention s_aux handling is a different code path from variable-length position_ids in Qwen3.5." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading-report ANSI output vs. GLM-5 RoPE implementation are unrelated." + "reason": "ANSI output in loading_report is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "sys.modules access bug is unrelated to TimesFM window_size AttributeError." + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are distinct bugs." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "ScandiBERT loading failure and empty chat-template crash are different issues." + "reason": "ScandiBERT loading failure is unrelated to apply_chat_template on an empty list." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior changes are separate topics." + "reason": "Offline tokenizer cache loading and AttentionInterface.register semantics are different problems." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is not the same as CPU-vs-CUDA output divergence in PPDocLayoutV3." - }, - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Video-classification pipeline processor selection and _torch_extract_fbank_features are different pipeline/model bugs." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is not the same as CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are unrelated." + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are unrelated." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and libraries; not the same root cause." + "reason": "Both are import errors, but for different missing symbols in different packages." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs. HybridCache." + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor selection and _torch_extract_fbank_features() are different subsystems." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to modeling_utils internals." + "reason": "Documentation drift for return_all_scores is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and ZeRO3 deque underflow are not the same bug." + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque error." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Core modeling_utils import-safety issue is unrelated to xdist captured_info.txt race." + "reason": "Unsafe sys.modules access and a pytest-xdist race on captured_info.txt are unrelated." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both mention video inputs, but Qwen3OmniMoe ValueError and SmolVLM padding math are different code paths." + "reason": "Both are video-related, but they affect different models and different failure modes." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading failure is not the same as unsafe sys.modules access." + "reason": "Unrecognized model/config loading is unrelated to sys.modules access." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids handling are unrelated." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids behavior are unrelated." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both concern video processing, but the affected models and described defects differ; not clearly one root bug." + "reason": "Qwen video-input regression is not the same bug as SmolVLM padding calculation." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is a missing config field dropped by strict parsing and the other is text_config unwrapping in from_config." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Position_ids buffer error and the Chinese report about slower filtering after upgrade are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Load-balancing loss routing and LwDetrImageLoss AMP/CUDA crash are different bugs." + "reason": "Both touch Qwen composite configs, but one drops a field and the other fails to unwrap text_config; different code paths." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and import-time slowness are unrelated." - }, - { - "left": "issue:45859", - "right": "issue:46399", - "accept": false, - "reason": "Both involve Qwen3.5 rotary embedding code, but one is CPU-offload incompatibility and the other is a registration/decorator crash; too different to merge." + "reason": "Audio processor sampling-rate defaulting and slow import behavior are unrelated." } ] }, @@ -13098,36 +13143,35 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:29870", "issue:30333", "issue:36246", "issue:42199", "issue:42886", - "issue:43065", "issue:43295", "issue:43352", - "issue:43408", "issue:43475", "issue:43540", "issue:43596", "issue:43653", - "issue:43723", "issue:44038", "issue:44060", "issue:44077", "issue:44162", + "issue:44242", + "issue:44295", "issue:44368", "issue:44466", "issue:44479", "issue:44623", + "issue:44749", + "issue:44857", "issue:44877", "issue:44977", "issue:44987", - "issue:44995", "issue:45137", - "issue:45200", "issue:45229", "issue:45250", "issue:45292", @@ -13136,26 +13180,29 @@ "issue:45397", "issue:45412", "issue:45459", - "issue:45563", "issue:45584", "issue:45600", "issue:45656", + "issue:45859", "issue:46123", "issue:46170", "issue:46369", + "issue:46399", "issue:46506", - "issue:46710", "issue:46726", "issue:46832", "issue:46851" ], "soft_pairs": [ + "issue:45859|issue:46399", + "issue:44295|issue:44749", "issue:43475|issue:46369", - "issue:36246|issue:43596", + "issue:44242|issue:44857", "issue:45137|issue:45600", "issue:44877|issue:45375", "issue:45292|issue:45584", "issue:43295|issue:45292", + "issue:36246|issue:43596", "issue:44623|issue:46726", "issue:44466|issue:45335", "issue:44038|issue:46506", @@ -13164,210 +13211,200 @@ "issue:43352|issue:45250", "issue:42199|issue:46851", "issue:44479|issue:46170", - "issue:45412|issue:46123", - "issue:43653|issue:44162", "issue:44060|issue:44077", + "issue:43653|issue:44162", "issue:44368|issue:44977", - "issue:46170|issue:46832", + "issue:45412|issue:46123", "issue:42886|issue:45229", + "issue:46170|issue:46832", "issue:44877|issue:46170", - "issue:45397|issue:45656", "issue:43475|issue:43540", - "issue:44995|issue:45200", - "issue:43065|issue:43408", - "issue:44368|issue:45563", - "issue:43723|issue:46710" + "issue:45397|issue:45656" ], - "prepared_review_unit_hash": "a8d5dd33f1ae93a5690725f43605b0687ded76aefca1f4ef0fb7b9851f5add3c", + "prepared_review_unit_hash": "747078368403421a9ecf31dc3be772255469ba132b4cba710dd0af1cc8ae053a", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35885, - "estimated_input_tokens": 8972, - "estimated_eval_tokens": 18200 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35094, + "estimated_input_tokens": 8774, + "estimated_eval_tokens": 17804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a broad mix of unrelated Transformers issues. The soft edges are mostly semantic collisions on shared keywords (tokenizers, embeddings, SAM3, Qwen, DeepSpeed, video) rather than true duplicates, so none should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 44466 is the best anchor in this set because it describes a concrete, broadly relevant tied-weights regression with a clear repro and cross-model impact, making it the most useful representative issue here.", + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly same-subsystem but different concrete bugs, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "No true canonical duplicate stands out because the set spans unrelated bugs; issue 44479 is the best fallback representative since it is the broadest high-impact regression (video input regression across multiple Qwen variants).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44466 is the strongest standalone issue for routing because it targets a specific core code path (serialization/tied-weight handling) and is more reusable as a canonical reference than the more model-specific reports.", + "best_issue_reason": "Issue 44479 is the strongest overall representative: it is clearly framed, broadly scoped, and affects multiple model variants, unlike most other narrowly described failures here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a CPU-offload incompatibility in rotary embedding while the other is a kernel-registration crash; different defects." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "These are unrelated: one is a position_ids buffer access error, the other is a performance regression after upgrading to 5.3.0." + }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Both are SAM3-related, but one is a missing-attribute bug in video output and the other is a memory overflow in sam3-litetext; different failure modes and code paths." + "reason": "Same SAM3 family, but one is a missing output attribute and the other is a memory overflow; not the same bug." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Qwen2.5-VL image processor import failure vs DeepSpeed/BertModel index error; unrelated subsystems and symptoms." + "reason": "Load-balancing loss logic and an AMP/CUDA crash in RT-DETR are different code paths and failure modes." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Zero3 deque-pop crash is unrelated to auto_mappings referencing removed Sam3LiteText configs; different bugs." + "reason": "DeepSpeed ZeRO3 deque failure and auto_mappings CI breakage are unrelated issues." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config validation, but they are about different models and different missing fields; not the same underlying issue." + "reason": "Both involve strict config handling, but one blocks loading granite_speech while the other drops a specific missing field; not the same concrete bug." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation bug vs Whisper empty-transcription regression after token alignment; different code paths." + "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation are distinct tokenizer/model bugs." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor.tokenizer regression is a processor API issue, while this is about resize_token_embeddings not updating output embeddings; not duplicates." + "reason": "A processor.tokenizer regression with image inputs is unrelated to output_embeddings not updating after resize_token_embeddings." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSpeed/BertModel zero-sized index error do not share the same underlying cause." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Both touch processor loading/saving, but one is missing save_pretrained files and the other is an image-processor/backend import error; different bugs." + "reason": "Saving processor files and AutoProcessor fallback/vision-backend detection are different processor behaviors." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both are about embeddings/tied weights, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not updating decoder.embed_tokens; related theme, different bug." + "reason": "Serialization of tied lm_head weights and t5gemma decoder embedding resize behavior are separate issues." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and PPDocLayoutV3 CPU/CUDA mismatch are unrelated model-specific problems." + "reason": "These are unrelated model bugs: Qwen3-VL-Moe compatibility versus CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "BART generate UnboundLocalError vs MLFlow reporting a failed job as running; unrelated functionality." + "reason": "Bart generate() decoder_attention_mask error and MLflow reporting after training failure are completely unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loader failure for a specific model repo vs tokenizer errors being masked when protobuf is absent; different root causes." + "reason": "Loading a model on transformers>=5.1.0 and tokenizer protobuf-exception masking are different tokenizer/model-loading problems." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "One is an explicit unsupported-model Flash Attention check, the other is just a generic Flash Attention topic; not the same bug." + "reason": "One says NemotronHForCausalLM does not support Flash Attention 2.0 yet; the other is just a vague Flash Attention 2.0 report, with no concrete shared bug." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are unrelated." + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are unrelated failures." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen VL models vs a Windows/ROCm torch.distributed import issue; unrelated." + "reason": "Qwen video-input regression and Windows/ROCm torch.distributed import issues are unrelated." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "RT-DETR memory not released on deletion vs MaskGenerationPipeline final-batch handling; different code paths." + "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are different configuration/model issues." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs ESM2 breakage; unrelated models and symptoms." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next vs patchtsmixer post_init allowance; not the same underlying change." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both mention generation warnings, but the warning causes and affected code paths are different." + "reason": "Both mention Qwen3.5, but one is a tie_word_embeddings warning during LoRA fine-tuning while the other is a flash-attention generation failure." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Windows ROCm import/dependency failure vs RT-DETR forward shape/type error; unrelated bugs." + "reason": "RT-DETR memory release behavior and MaskGenerationPipeline partial-batch handling are unrelated." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer cache loading offline vs Gemma4 multi-GPU OOM; unrelated failures." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different problem classes." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Strict config loading and ROCm torch.distributed import problems are unrelated." + "reason": "Windows/ROCm distributed import errors and RT-DETR feature-level mismatch are unrelated." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Both involve DeepSpeed, but one is from_pretrained/ZeRO3 loading and the other is duplicate optimizer stepping; different concrete bugs." + "reason": "Strict config loading for granite_speech and Windows/ROCm import/type errors share no concrete code path." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 video attribute error and Qwen3OmniMoe video ValueError are different model families and distinct failures." - }, - { - "left": "issue:44995", - "right": "issue:45200", - "accept": false, - "reason": "GlmMoeDsa stale cache crash vs Gemma4 mm_token_type_ids defaulting issue; unrelated." - }, - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "Same SAM3 area, but dummy Conv2d in pixel decoder and sam3_video/sam3_tracker mismatch are different defects." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "Different warnings from different generation features; not the same bug." + "reason": "Both are video/SAM/Qwen-flavored model issues, but one is a missing attribute and the other is a video-input processing ValueError." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are unrelated issues." + "reason": "Gemma4 ZeRO3 from_pretrained failure and double optimizer.step() under DeepSpeed are distinct training/runtime bugs." } ] }, @@ -13389,13 +13426,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ - "issue:28282", - "issue:30990", "issue:42994", "issue:43065", "issue:43232", + "issue:43408", "issue:43441", "issue:43475", "issue:43482", @@ -13403,10 +13439,10 @@ "issue:43646", "issue:43673", "issue:43701", + "issue:43723", "issue:43761", "issue:43906", "issue:43931", - "issue:43986", "issue:43994", "issue:44162", "issue:44188", @@ -13420,8 +13456,10 @@ "issue:44871", "issue:44995", "issue:45103", + "issue:45200", "issue:45375", "issue:45478", + "issue:45563", "issue:45588", "issue:45656", "issue:45685", @@ -13432,27 +13470,30 @@ "issue:46202", "issue:46421", "issue:46431", + "issue:46710", "issue:46726", "issue:46752", - "issue:46821", "issue:46829", - "issue:46851", "issue:46858" ], "soft_pairs": [ - "issue:43931|issue:44368", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:44368|issue:45563", + "issue:43723|issue:46710", "issue:45987|issue:46082", + "issue:43931|issue:44368", "issue:44188|issue:46202", "issue:44483|issue:46202", - "issue:44995|issue:45588", "issue:46829|issue:46858", "issue:43906|issue:46202", + "issue:44995|issue:45588", "issue:44188|issue:46421", "issue:45685|issue:46431", "issue:45103|issue:46858", "issue:43065|issue:46123", - "issue:44297|issue:44623", "issue:44361|issue:44749", + "issue:44297|issue:44623", "issue:43994|issue:46726", "issue:43761|issue:44242", "issue:44749|issue:45656", @@ -13460,228 +13501,227 @@ "issue:43701|issue:44749", "issue:44871|issue:46132", "issue:44623|issue:45656", - "issue:42994|issue:43482", "issue:43441|issue:46752", + "issue:42994|issue:43482", "issue:43232|issue:43673", "issue:45375|issue:45478", - "issue:43475|issue:43643", - "issue:43475|issue:46821", - "issue:44188|issue:46851", - "issue:28282|issue:30990", - "issue:43986|issue:46726" + "issue:43475|issue:43643" ], - "prepared_review_unit_hash": "8c0921c84864e5e02a2ec68baa341b354cb93b0758dd5271853d71888a89c623", + "prepared_review_unit_hash": "d573d3c87ec062289003d7aec9edc0b1efdd5d6d64f768e0392b16a122492a7e", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35974, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are only loosely related and should stay separate. The only convincing duplicate is the Qwen3.5 MoE config-loading regression around a missing `deepstack_visual_indexes` field; the rest are different bugs in nearby subsystems.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45375 is the best canonical issue for the one real duplicate pair: it identifies the exact missing `deepstack_visual_indexes` field and the `@strict`-drop root cause behind the Qwen3.5 MoE loading failure.", + "summary": "The cluster is mostly a set of loosely similar regression reports, not one tight duplicate set. The only strong duplicate pair is the StaticCache.get_seq_length contract bug (45987/46858); most other pairs share broad subsystems or wording but describe different concrete failures.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46858 is the best canonical issue because it states the concrete failure mode and environment for the shared cache-length bug; it is the clearest representative of the same underlying regression as issue:45987.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the most actionable issue overall because it states the concrete config-field omission and failure mechanism, making it the best tracker for the underlying bug.", + "best_issue_reason": "issue:46858 is the strongest issue to anchor the cluster because it has the most explicit reproduction, impact, and scope for the StaticCache.get_seq_length tensor-vs-int problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is about a dummy Conv2d placeholder and the other is a model-type/config mismatch. Different bugs." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failure modes: stale indexer cache in GlmMoeDsa vs missing mm_token_type_ids defaulting in Gemma 4." + }, + { + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Both involve Qwen3.5-ish models, but one is a weight-shape loading error and the other is a configuration warning; different failures." + "reason": "Both mention warnings, but the underlying problems are unrelated: Qwen tie_word_embeddings config warning vs stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same concrete bug." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Cache return-type contract bug vs. LlamaConfig head_dim validation; unrelated code paths." + "reason": "Cache length return-type bug vs LlamaConfig head_dim validation error; different code paths and symptoms." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Gemma token roundtrip behavior." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Gemma tie_word_embeddings warning issue." }, { - "left": "issue:44483", + "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "OpenAI chat-completions API rejection is not the same bug as Gemma pipeline roundtrip failure." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization behavior." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Second-forward stale cache crash vs. flash_attention sinkless-model AttributeError; different mechanisms." + "reason": "Chat/completions API rejection and Gemma pipeline roundtrip failure are different issues." }, { "left": "issue:46829", "right": "issue:46858", "accept": false, - "reason": "Both touch output/caching internals, but one is a VideoPrism output mixup and the other is a cache length arithmetic bug." + "reason": "Both involve output field/type confusion, but they affect different model families and different attributes; not the same bug." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "AutoConfig custom-model reproduction is unrelated to the Gemma pipeline tokenizer roundtrip issue." + "reason": "The isolated reproduction and the Gemma pipeline roundtrip issue do not describe the same underlying failure." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to flash-attention sinkless-model AttributeError." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention compile/chunked-prefill themes, but one is attention-kernel branching and the other is lazy cache init recompilation." + "reason": "Both touch compile/cache behavior, but one is kernel divergence from branching and the other is recompilation from lazy cache init; too different to merge." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram kernel error is unrelated to missing chat template handling." + "reason": "MPS histogram error for MoE integers is unrelated to missing chat template validation." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Docstring annotation crash and cache seq-length tensor bug are different areas." + "reason": "Docstring annotation processing crash is unrelated to cache length arithmetic in generation." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 decoder placeholder layer and MaskGenerationPipeline partial-batch drop are unrelated." + "reason": "SAM3 decoder placeholder and MaskGenerationPipeline partial-batch handling are unrelated bugs." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as processor save missing files." + "reason": "Tokenizer AttributeError and transformer slowdown after upgrade are different problems." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer AttributeError on tasks and dataloader slowdown are unrelated." + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are both serialization-related, but not the same concrete defect." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Both are AutoModel/AutoProcessor vision-related, but they report different failures and likely different backend paths." + "reason": "Wrong/nonsensical SigLIP2 outputs and missing vision backend processor handling are distinct loading/runtime issues." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIP hidden_states regression and MoE router-loss omission are different bugs." + "reason": "CLIPVision hidden_states regression and MoE load-balancing-loss gating are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Data filtering slowdown is unrelated to the double optimizer step issue." + "reason": "Training slowdown after upgrade and double optimizer-step under deepspeed are not the same bug." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization regression and ESM2 breakage are too broad to be the same bug." + "reason": "Custom model initialization breakage in v5 and ESM2 being broken are too broad and unrelated to merge." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and filtering slowdown are unrelated." + "reason": "Checkpoint key mismatch and transformer slowdown are unrelated." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface registration behavior changes." + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are different issues." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor save files and duplicate optimizer stepping are different issues." + "reason": "Processor save_pretrained missing files is unrelated to deepspeed optimizer-step duplication." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43441", + "right": "issue:46752", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are different lifecycle operations." + "reason": "FlashAttention crash in Ministral-3 and empty chat-template list IndexError are unrelated." }, { - "left": "issue:43441", - "right": "issue:46752", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "FlashAttention failure on Ministral-3 is unrelated to empty-list chat-template IndexError." + "reason": "Quantized model saving failure and GGUF loading failure are both quantization-adjacent but affect different code paths and artifacts." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked_prefill are separate regressions." + "reason": "Both are generation/cache regressions, but sync_gpus kwargs update and chunked_prefill cache absence are separate concrete problems." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "Both point to the same Qwen3.5 MoE loading regression; 45375 names the root cause and 45478 shows the user-facing `from_pretrained` failure." - }, - { - "left": "issue:43475", - "right": "issue:43643", "accept": false, - "reason": "SAM3 vision encoder output attribute error and AutoConfig missing fields are unrelated." + "reason": "Missing deepstack_visual_indexes in config and a generic Qwen3.5 Moe from_pretrained error are related by model family only, not clearly the same bug." }, { "left": "issue:43475", - "right": "issue:46821", - "accept": false, - "reason": "SAM3 video encoder attribute error and TimesFM window_size AttributeError are different models and bugs." - }, - { - "left": "issue:44188", - "right": "issue:46851", - "accept": false, - "reason": "torch.compile attention divergence is unrelated to Qwen3.5 variable-length position_ids behavior." - }, - { - "left": "issue:28282", - "right": "issue:30990", + "right": "issue:43643", "accept": false, - "reason": "PyTorch missing ImportError and Sentence Transformers stuck loading are different startup failures." + "reason": "Missing fpn_position_embeddings on a SAM3 output object and missing fields from trust_remote_code AutoConfig are different failure modes." }, { - "left": "issue:43986", - "right": "issue:46726", - "accept": false, - "reason": "Both involve missing vision backends, but one is a video-model load crash and the other is an image-processor recognition error; not clearly the same bug." + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Both report the same underlying bug: cache.get_seq_length returns a Tensor instead of an int, with 46858 describing a more specific failing scenario." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The Qwen3.5 MoE pair (45375/45478) is the only clearly same-bug duplicate: the field omission and `from_pretrained` failure align well. The remaining verdicts avoid overstating similarity and are reasonably cautious given the available titles/body summaries." - }, - "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 }, @@ -13696,32 +13736,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ + "issue:28282", + "issue:30990", "issue:36010", "issue:39692", "issue:41628", - "issue:42175", "issue:42371", "issue:42673", "issue:42831", "issue:42994", - "issue:43232", "issue:43278", - "issue:43504", + "issue:43475", "issue:43525", "issue:43704", "issue:43723", "issue:43784", "issue:43824", "issue:43873", + "issue:43986", "issue:44038", + "issue:44188", "issue:44222", "issue:44242", "issue:44351", "issue:44373", "issue:44623", - "issue:44792", "issue:44869", "issue:44933", "issue:44945", @@ -13736,263 +13777,262 @@ "issue:45375", "issue:45397", "issue:45406", - "issue:45561", - "issue:45600", "issue:45753", "issue:46202", "issue:46326", "issue:46399", "issue:46701", "issue:46726", + "issue:46821", "issue:46832", "issue:46851" ], "soft_pairs": [ + "issue:28282|issue:30990", + "issue:43986|issue:46726", + "issue:43475|issue:46821", + "issue:44188|issue:46851", "issue:41628|issue:44933", - "issue:45310|issue:45375", - "issue:45230|issue:45397", "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:39692|issue:46726", "issue:44869|issue:45356", + "issue:45230|issue:45397", "issue:44038|issue:44623", - "issue:39692|issue:46726", - "issue:42994|issue:43525", "issue:44242|issue:46832", "issue:44373|issue:46851", + "issue:42994|issue:43525", "issue:42371|issue:45092", "issue:43723|issue:46326", - "issue:43784|issue:46399", "issue:45406|issue:46202", + "issue:43784|issue:46399", "issue:43873|issue:44945", "issue:44945|issue:45753", "issue:41628|issue:44351", "issue:42673|issue:43704", - "issue:42994|issue:43824", - "issue:46202|issue:46701", "issue:44038|issue:45310", - "issue:36010|issue:41628", + "issue:46202|issue:46701", "issue:45081|issue:45103", "issue:43278|issue:45137", + "issue:42994|issue:43824", + "issue:36010|issue:41628", "issue:44222|issue:45310", - "issue:42831|issue:44222", - "issue:43504|issue:45561", - "issue:43232|issue:44792", - "issue:45561|issue:45600", - "issue:42175|issue:44933" + "issue:42831|issue:44222" ], - "prepared_review_unit_hash": "035d2e0230d018a5bc0f25c2551b2a166eefa3291e04f8c5423b15f33b1a19ee", + "prepared_review_unit_hash": "41e261596c7151a79f17292de4c317061fe79cb8520123dd618156ea9ca68bd1", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36396, - "estimated_input_tokens": 9099, - "estimated_eval_tokens": 18454 + "serialized_chars": 36422, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated bug reports; only one soft edge is a true duplicate pair (42673/43704). The remaining candidate pairs are best treated as false positives because they target different code paths, models, or failure modes.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42673 is the best canonical representative because it is the earlier report in the only clear duplicate pair and has the stronger discussion/ref context versus issue:43704.", + "summary": "This set is mostly a collection of unrelated transformer/model bugs. I found one clear duplicate pair: the two \"Qwen3ForCausalLM leaks VRAM if used in multiple dataloader threads\" issues. The rest are only broadly similar (same subsystem/model family) but not the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:42673 is the better canonical issue because it is the earlier report, has substantially more discussion, and exactly matches the duplicate in issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "There is no single issue that cleanly represents the whole cluster because the items span many unrelated regressions; if one representative is needed, issue:42673 is the strongest anchor only due to the exact duplicate pair.", + "best_issue_reason": "issue:42673 is the strongest representative issue overall because it is a clear, specific bug report with the exact duplicate pair and richer discussion context.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different modules; not the same underlying bug." + "reason": "Both are loading/startup problems, but one is a PyTorch import error and the other is Sentence Transformers hanging; different failure modes and likely different code paths." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "Both are Qwen3.5 MoE-loading problems, but one is a generic from_pretrained failure and the other is a specific missing config field; too little evidence they are the same fix." + "reason": "Both involve AutoProcessor and missing vision backend behavior, but one is a video-model crash without torchvision and the other is an unrecognized image processor error; too broad to treat as the same bug." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Generic bug report versus a specific Gemma-4 ZeRO3 loading failure; no shared concrete failure mode." + "reason": "Unrelated models and symptoms: SAM 3 video attribute error versus TimesFM window_size attribute error." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "Different loading/runtime paths and different exceptions; not the same bug." + "reason": "Different bug classes: attention-kernel divergence under torch.compile versus Qwen3.5 position_ids handling for variable-length inputs." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Both involve tokenizer behavior, but they affect different models and distinct tokenization regressions." + "reason": "Both are import errors, but they concern different missing symbols in different modules, so they are not the same underlying defect." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different subsystems and failures: Phi-4 multimodal loading versus DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Different subsystems: Qwen3-VL-Moe issues versus processor save_pretrained file emission." + "reason": "Both touch Qwen3.5/Moe-related loading, but one is a from_pretrained error and the other is a missing config field silently dropped by strict validation; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Both touch vision/processor usage, but one is a broken doc example and the other is a missing-vision-backend runtime error." + "reason": "Both are documentation/AutoProcessor-adjacent issues, but one is a SigLIP2 example mistake and the other is a runtime missing-backend error." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Quantized model saving versus a Llama4 config attribute error are unrelated." + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated tokenizer issues with different failure points." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "No evidence of the same bug; one is an empty placeholder report and the other is a Gemma-4 Zero3 from_pretrained issue." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different problems: Qwen3-VL-Moe on transformers v5 versus processor.save_pretrained missing files." }, { "left": "issue:44242", "right": "issue:46832", "accept": false, - "reason": "Different models and different forward/loss bugs; no shared code-path problem." + "reason": "Different model families and symptoms: load-balancing loss omission versus RT-DETR forward shape/feature-level mismatch." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A docstring mismatch is not the same as a variable-length position_ids runtime bug." + "reason": "One is a docstring issue for position_ids; the other is a runtime bug with variable-length inputs. Not the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated." + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Different tokenizer failures with different mechanisms; not one concrete bug." + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common tokenizers are different issues." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Import-time NameError in sentence-transformers versus Qwen3.5 kernel registration failure are unrelated." + "reason": "Both are Gemma-related, but one is a Gemma4Processor missing _tokenizer crash and the other is a pipeline roundtrip failure on \u2581; not the same bug." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Gemma processor attribute error versus Gemma pipeline roundtrip tokenization issue are different code paths." + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration error are unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are separate problems." + "reason": "Quantization/offloading behavior and incorrect output under pipeline parallelism are different issues." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Incorrect pipeline-parallel LLM output and Qwen3_5 image infinite loop are unrelated." + "reason": "Both are generation/output correctness problems, but one is pipeline-parallelism output corruption and the other is an image-triggered infinite loop in Qwen3.5." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they expose different removed/mis-exported symbols; not the same defect." + "reason": "Both are top-level import errors, but for different symbols and no evidence of the same broken export path." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same VRAM leak symptom for Qwen3ForCausalLM with multiple dataloader threads; the title and context indicate a true duplicate." - }, - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized save failure and an import failure for Qwen2_5_VL are unrelated." - }, - { - "left": "issue:46202", - "right": "issue:46701", - "accept": false, - "reason": "Both involve Gemma pipelines, but one is a token roundtrip issue and the other is a different output-type/pipeline failure." + "reason": "Exact duplicate: same title, same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with issue:42673 being the richer earlier report." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different Qwen model families and different failure modes; not one mergeable fix." + "reason": "Both mention Qwen3 MoE and transformers v5, but they refer to different models and different loading errors; not enough to merge as one bug." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Both are transformers import regressions, but they are for different missing exports and likely different fixes." + "reason": "Different Gemma pipeline failures: tokenizer roundtrip on \u2581 versus image-text-to-text pipeline not working for DiffusionGemmaGenerationOutput." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer patch crash and auto-docstring annotation crash are unrelated." + "reason": "Tokenizer regex patch crash and auto-docstring annotation crash are unrelated." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Dtype drift in evaluation and a ZeRO3 deque IndexError are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "FP8 save_pretrained failure and a Qwen3.5 from_pretrained error are different operations and code paths." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure." + "reason": "Embedding dtype drift during evaluate and ZeRO3 deque underflow are unrelated." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "A pretrained-model legacy-field load failure and a pytest-xdist file race are unrelated." + "reason": "Quantized save failure and missing Qwen2.5-VL import are different problems." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Generation kwargs after sync_gpus and janus image-generation test failure are not the same bug." + "reason": "Both are import errors, but one is about PyTorch-dependent AutoModel import and the other is missing AutoImageProcessor export; different root causes." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Captured-info race in testing utils versus stale auto_mappings references are different CI issues." + "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained loading error are opposite operations with different failure modes." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Backend-install dependency omission and a missing image_utils import are unrelated." + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained failure; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:42673/issue:43704, is strongly supported by the identical title and matching VRAM-leak context. The remaining pair verdicts are cautious and do not overclaim duplicate status or shared fixability. The canonical issue choice is also reasonable, since issue:42673 is the earlier of the identical pair and has more discussion activity." + "feedback": "The conclusions are grounded in the packet and the lone positive pair is well supported by identical titles plus earlier date and higher discussion activity. The remaining soft-edge rejections are conservative and do not overclaim equivalence beyond broad topical similarity." }, "evaluator_used": true, "retried": false, @@ -14011,7 +14051,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:27957", "issue:30333", @@ -14024,35 +14064,35 @@ "issue:42673", "issue:42898", "issue:43116", + "issue:43232", "issue:43295", "issue:43479", + "issue:43504", "issue:43723", "issue:43784", "issue:43824", "issue:43874", "issue:43976", "issue:44016", - "issue:44060", "issue:44079", "issue:44190", - "issue:44222", "issue:44295", - "issue:44297", "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44792", "issue:44869", "issue:44933", "issue:45092", "issue:45103", - "issue:45125", "issue:45200", "issue:45310", "issue:45356", "issue:45405", "issue:45561", + "issue:45600", "issue:45656", "issue:45712", "issue:45812", @@ -14063,9 +14103,13 @@ "issue:46829" ], "soft_pairs": [ + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:45561|issue:45600", "issue:44496|issue:45561", - "issue:30333|issue:33290", + "issue:42175|issue:44933", "issue:43976|issue:44933", + "issue:30333|issue:33290", "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:42175|issue:45712", @@ -14074,14 +14118,14 @@ "issue:44623|issue:45310", "issue:43479|issue:44869", "issue:42673|issue:46693", - "issue:44016|issue:46231", "issue:42898|issue:45812", + "issue:44016|issue:46231", "issue:43723|issue:44568", "issue:42898|issue:44779", "issue:43479|issue:44079", + "issue:43874|issue:45092", "issue:42222|issue:45200", "issue:43784|issue:43824", - "issue:43874|issue:45092", "issue:44734|issue:45103", "issue:27957|issue:30333", "issue:30333|issue:34689", @@ -14090,218 +14134,228 @@ "issue:44295|issue:45656", "issue:43116|issue:44190", "issue:45405|issue:45712", - "issue:30333|issue:35141", - "issue:44060|issue:45125", - "issue:44222|issue:44297" + "issue:30333|issue:35141" ], - "prepared_review_unit_hash": "2605af0bd852b6528682e500f2ea6a2b7394efbb8ee4e7947c48272b8394fd00", + "prepared_review_unit_hash": "36270c48dfff39301ffdfe240a06ffbc49f2b5787d0b319e3432af5fa0f869fa", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36976, - "estimated_input_tokens": 9244, - "estimated_eval_tokens": 18744 + "soft_pair_count": 32, + "serialized_chars": 37562, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated transformer bugs/regressions across tokenizers, multimodal models, training, serving, packaging, and docs. None of the soft pairs appear to be the same underlying bug/change, so there is no duplicate cluster to merge.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue exists here: the reports span unrelated subsystems and none of the proposed soft pairs look like true duplicates.", + "summary": "These issues are mostly unrelated; the only loose commonality is a handful of transformer/tokenizer-v5 regressions, but none of the soft pairs look like the same underlying bug or change. I therefore reject all soft edges and treat issue 42898 as the closest thematic anchor, not a true duplicate target for the others.", + "confidence": 0.87, + "canonical_issue_reason": "issue:42898 is the broadest tokenizer-v5 regression in the set and the closest central reference point for related tokenization reports, though it is still not a duplicate of the other candidates.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative for the set; the titles point to distinct bugs rather than one shared root cause.", + "best_issue_reason": "issue:42898 is the best single issue to keep as the cluster anchor because it is the most general and reusable tokenizer regression reference among these items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different generation bugs: one is sync_gpus/_update_model_kwargs_for_generation behavior, the other is a janus image-generation test failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated areas: BEiT pretrained preset loading versus a pytest-xdist race in testing utilities." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: a captured_info.txt race in tests versus auto_mappings referencing removed configs." + }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrelated: model-type/config loading vs pytest-xdist file-race in testing utils." + "reason": "Separate failures: model type resolution for a specific checkpoint versus a test-file race condition." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Different failures: MLflow run reporting on job failure vs DeepSpeed Adafactor OOM." + "reason": "Packaging/backend dependency issue versus a missing import from image_utils; no shared bug path." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility bug vs nonexistent image_utils import; no shared code path." + "reason": "Python version compatibility regression versus an import/export problem in image_utils." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training is unrelated to DeepSpeed Adafactor OOM." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-Transformers loading hang vs embedding resize/post_init reinit; distinct bugs." + "reason": "A loading hang in sentence-transformers is not the same as embedding resize/post_init reinitialization." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer-related, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens BOS/EOS handling." + "reason": "Both are tokenizer-related, but they describe different concrete behaviors: cleanup-space changes versus missing BOS/EOS insertion." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging backend omission vs leftover dummy classes leaking into pt objects; unrelated." + "reason": "Dependency/backend installation and dummy object cleanup are different repository hygiene issues." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Multimodal config defaults vs classifier output field mapping; different components and symptoms." + "reason": "Different multimodal bugs: Phi4 config initialization versus a VideoPrism output field mismatch." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention mask construction bug vs pipeline batch-finalization bug; not the same change." + "reason": "Attention-mask construction and batching/pipeline finalization are unrelated code paths." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "processor.save_pretrained missing files vs Qwen3.5-Moe from_pretrained failure; distinct issues." + "reason": "Processor save_pretrained file emission is not the same as Qwen3.5 MoE from_pretrained loading failure." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config initialization vs Whisper timestamp decode crash; no overlap beyond broad model code." + "reason": "Config default handling is unrelated to Whisper timestamp decoding on a trailing replacement character." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in dataloader threads vs FA2 long-context performance regression; different behavior and path." + "reason": "VRAM leak in multi-threaded dataloaders is not the same as a long-context FA2 performance regression." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." + "reason": "Both mention tokenizer regressions, but one is clean_up_tokenization_spaces behavior while the other is incorrect Granite token IDs." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Different tokenizer regressions affecting different behaviors and model families." + "reason": "A notebook syntax error and a documentation parameter-name mismatch are unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer loading issue vs add_special_tokens regression; separate tokenizer problems." + "reason": "General tokenizer loading failure and a specific add_special_tokens regression are different bugs." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Generic v5 tokenization-space behavior change vs DeepSeek tokenizer regression; not the same underlying bug." + "reason": "Both are v5 tokenizer complaints, but Deepseek tokenization correctness is a different code path from cleanup-space behavior." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config defaults vs ModelOutput key assignment; unrelated internals." + "reason": "Phi4 multimodal config initialization is unrelated to ModelOutput key assignment when a prior key was None." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-patch-count method and remote-code checkpoint meta-init incompatibility are distinct multimodal issues." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; different models and fixes." + "reason": "Broken VitPose model loading and Gemma 4 text-only mm_token_type_ids defaults are not the same problem." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL export; different import failures." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Missing image processor method vs remote-code checkpoint/meta-init incompatibility; distinct multimodal bugs." + "reason": "Importing sentence-transformers failing with nn NameError is unrelated to the missing Qwen2.5-VL class export." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing crash vs auto-docstring future-annotations crash; unrelated code paths." + "reason": "Serving KV-cache continuation indexing and auto_docstring annotation handling are separate failures." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 model support issue vs MLflow failure reporting; no common root cause." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLFlow reporting on failed jobs." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job MLflow tracking vs Llama 3.2 vision model loading regression; separate problems." + "reason": "Different targets entirely: MLFlow status reporting versus Llama 3.2 Vision model loading regression." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both involve tokenizer/processor behavior in v5, but one is clean_up_tokenization_spaces and the other is processor.tokenizer/image passing regression." + "reason": "Both involve v5 tokenizer/processor behavior, but one is cleanup-space semantics and the other is processor.tokenizer/image passing regression." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Tokenizer regressions, but one is generic cleanup-space behavior and the other is Kimi-K2.5 codec/warning handling." + "reason": "Kimi-K2.5 codec-handling regression is not the same underlying bug as clean_up_tokenization_spaces changes." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer read error vs optimizer step being called twice in DeepSpeed; unrelated." + "reason": "Buffer registration / position_ids access and double optimizer stepping under DeepSpeed are unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example-script failures: multi-label classification output vs local dataset loading." + "reason": "A classification example returning empty results and a dataset-loading failure in a different script do not share the same bug." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Dependency version bump vs dummy class cleanup; no shared bug." + "reason": "A dependency version bump to an unreleased PEFT release is unrelated to leftover dummy classes in testing objects." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow failure tracking vs embedding reinitialization after resize; unrelated." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan for a different Qwen3 variant." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "FP8 save_pretrained behavior vs tokenizer_config class mismatch; different save paths and bugs." + "reason": "Failed-job MLFlow reporting and embedding reinitialization after resize are different issues." } ] }, @@ -14323,7 +14377,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:22355", "issue:28282", @@ -14339,11 +14393,11 @@ "issue:43479", "issue:43644", "issue:43723", + "issue:44060", "issue:44075", "issue:44190", "issue:44222", "issue:44263", - "issue:44279", "issue:44295", "issue:44297", "issue:44360", @@ -14356,6 +14410,7 @@ "issue:44977", "issue:45071", "issue:45092", + "issue:45125", "issue:45245", "issue:45310", "issue:45656", @@ -14366,7 +14421,6 @@ "issue:46209", "issue:46231", "issue:46305", - "issue:46328", "issue:46424", "issue:46431", "issue:46655", @@ -14374,22 +14428,24 @@ "issue:46762" ], "soft_pairs": [ + "issue:44060|issue:45125", "issue:22355|issue:28282", + "issue:44222|issue:44297", "issue:44075|issue:46231", "issue:44933|issue:45712", "issue:44360|issue:46762", "issue:42831|issue:44623", "issue:44297|issue:45656", - "issue:44222|issue:44623", - "issue:42796|issue:43723", "issue:44448|issue:46132", + "issue:42796|issue:43723", "issue:43479|issue:43644", + "issue:44222|issue:44623", "issue:45245|issue:46132", "issue:41628|issue:42757", - "issue:44373|issue:44485", "issue:45071|issue:46082", - "issue:44297|issue:45310", + "issue:44373|issue:44485", "issue:46132|issue:46710", + "issue:44297|issue:45310", "issue:44222|issue:44484", "issue:43723|issue:44977", "issue:44190|issue:46082", @@ -14398,121 +14454,125 @@ "issue:44263|issue:45092", "issue:43232|issue:45834", "issue:46209|issue:46431", + "issue:46305|issue:46655", "issue:43475|issue:46305", "issue:44295|issue:44623", - "issue:46305|issue:46655", "issue:44263|issue:44360", - "issue:44263|issue:44373", "issue:30990|issue:38175", - "issue:42831|issue:45310", - "issue:44279|issue:46328" + "issue:44263|issue:44373" ], - "prepared_review_unit_hash": "a13015d69995cdc5fb2302958dd0334ff5b70510fc3601ceaadd49523452c57b", + "prepared_review_unit_hash": "4df003b712321268cbbbc7b230f5a9979c1d0e1a21317061f916e985dea018b3", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36235, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "serialized_chars": 36281, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: import/export issues, tokenizer regressions, generation/cache bugs, FP8/model-specific failures, and a few documentation questions. None of the soft pairs looks like the same underlying defect, so I would not consolidate any of them as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated subsystems and no pair is close enough to clearly represent the same bug.", + "summary": "No soft pair looks like the same underlying bug; most are only loosely related by subsystem or version. I would keep the cluster anchored on the broad tokenizer regression issue, but there is no true duplicate set here.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is the broadest, most clearly reproduced regression in the set (tokenization changes across versions) and is more representative than the narrow, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there is no coherent duplicate cluster here, so selecting one issue as the representative would be arbitrary.", + "best_issue_reason": "issue:43122 is the best standalone issue for triage because it has a clear version boundary, concrete symptoms, and broader user impact than the more specialized reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3.5/MoE concerns, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata; different bugs and fixes." + }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Different import failures: one is missing transformers.onnx, the other is AutoModel needing PyTorch." + "reason": "Both are import errors, but they are for different symbols and different modules with unrelated causes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save/load behavior for MoE is unrelated to tokenizer class metadata saved by tokenizer.save_pretrained()." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "One is a runtime optimizer bug; the other is a documentation parameter-name mismatch." + "reason": "One is about SGD optimizer arguments not being used; the other is a documentation parameter-name mismatch." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both concern imports, but they describe different export/hygiene problems in different files." + "reason": "Both mention imports/dummy objects, but one is a missing image_utils symbol and the other is leftover dummy classes leaking into dir(transformers); not the same bug." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "Different DSA-related numerical/implementation problems with no shared concrete code path." + "reason": "These are different numerical/behavioral problems in different models; no shared failing code path is evident." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy and processor.save_pretrained missing files are unrelated bugs." + "reason": "FP8 accuracy issues and missing files in processor.save_pretrained() are unrelated." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch versus optimizer stepping twice under deepspeed are unrelated." + "reason": "Tokenizer config serialization and double optimizer steps under deepspeed are unrelated." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is processor file persistence." + "reason": "A Pegasus output regression and AttentionInterface.register behavior change are separate concrete issues." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Both involve tokenizers, but one is BPE marker handling and the other is AutoTokenizer loading in v5." + "reason": "A specific tokenizer BPE-marker bug is not the same as a general AutoTokenizer loading/import issue." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Different issues: Pegasus output regression versus AttentionInterface.register behavior change." + "reason": "Multimodal config initialization and non-persistent buffer corruption are unrelated." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Multimodal config default initialization and non-persistent buffer corruption are unrelated." + "reason": "Model FP8 save_pretrained behavior is not the same as processor.save_pretrained missing artifacts." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-limit runtime error is unrelated to AttentionInterface.register." + "reason": "Category-count limits and AttentionInterface.register behavior are different problems." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and different packages." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "A wrong docstring is not the same bug as GLM-5 RoPE implementation behavior." + "reason": "Both are import failures, but they concern different packages and symbols with unrelated fixes." }, { "left": "issue:45071", @@ -14521,112 +14581,106 @@ "reason": "Type-checking breakage in PretrainedConfig is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained failure are different problems." + "reason": "A wrong docstring is not the same as a RoPE implementation bug." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "AttentionInterface.register behavior change does not match the DeepSeek accuracy regression." + "reason": "No concrete evidence ties the attention-interface behavior change to the DeepSeek accuracy regression." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer serialization metadata and Qwen3.5 MoE from_pretrained failure are different issues." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE saving bug is unrelated to the max_shard_size default question." + "reason": "FP8 MoE save_pretrained and the default max_shard_size setting are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure and flash-attention generation failure are different code paths." + "reason": "A tokenizer-loading problem and a flash-attention generation issue are not the same bug." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig validation." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer version regression and FP8 inference on B200 are unrelated." + "reason": "Tokenizer regression and FP8 inference failure on B200 are unrelated code paths." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs syncing and cache max length handling are different cache/generation issues." + "reason": "Generation kwargs update after sync_gpus and cache max_length handling are different issues, even if both touch generation/cache logic." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer split behavior and remote-code checkpoint meta-init incompatibility are unrelated." + "reason": "A DSA indexer split/value issue is unrelated to remote-code checkpoint meta-initialization compatibility." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation sync behavior and Kosmos2.5 OCR index errors do not share the same bug." + "reason": "Generation bookkeeping and Kosmos2.5 OCR indexing are unrelated." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template support are different failures." + "reason": "FP8 inference on B200 is unrelated to missing chat-template support in a processor." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "An off-by-one sliding-window mask bug is unrelated to video processor padding calculation." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 video encoder attribute error and MoonshineStreaming window off-by-one are unrelated." + "reason": "SAM 3 Video missing an attribute and MoonshineStreaming window masking are different model-specific bugs." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer read errors and processor save_pretrained missing files are different bugs." - }, - { - "left": "issue:46305", - "right": "issue:46655", - "accept": false, - "reason": "Both are video-related, but one is a windowing off-by-one and the other is a padding calculation issue." + "reason": "Registering position_ids as a buffer causing read errors is unrelated to missing processor save files." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same broad DSA area, but one is torch.split return handling and the other is a missing ReLU." - }, - { - "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "A split return-value bug is unrelated to a docstring issue." + "reason": "Both mention DSA indexer, but one is about torch.split return values and the other is about a missing ReLU; different defects." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and SIGLIP2 zero probabilities are different model/runtime problems." - }, - { - "left": "issue:42831", - "right": "issue:45310", - "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3.5 from_pretrained errors are unrelated." + "reason": "Sentence Transformers loading hangs and zero probabilities in siglip2 are unrelated." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "A dependency issue and a SequenceFeatureExtractor padding performance issue are not the same bug." + "reason": "A DSA indexer split bug and a wrong position_ids docstring are unrelated." } ] }, @@ -14648,7 +14702,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:22355", "issue:27957", @@ -14673,13 +14727,11 @@ "issue:43646", "issue:43784", "issue:43824", - "issue:43976", "issue:44038", "issue:44188", "issue:44261", "issue:44263", - "issue:44295", - "issue:44297", + "issue:44279", "issue:44373", "issue:44483", "issue:44488", @@ -14688,6 +14740,7 @@ "issue:44945", "issue:45092", "issue:45278", + "issue:45310", "issue:45357", "issue:45381", "issue:45406", @@ -14696,18 +14749,21 @@ "issue:46002", "issue:46050", "issue:46305", + "issue:46328", "issue:46369", "issue:46402" ], "soft_pairs": [ + "issue:44279|issue:46328", "issue:42907|issue:46050", - "issue:45381|issue:46305", + "issue:42831|issue:45310", "issue:45092|issue:45357", + "issue:45381|issue:46305", "issue:44829|issue:46002", "issue:43644|issue:46305", + "issue:44483|issue:45406", "issue:44261|issue:45092", "issue:22355|issue:27957", - "issue:44483|issue:45406", "issue:42831|issue:44038", "issue:41628|issue:43824", "issue:43408|issue:46402", @@ -14723,222 +14779,220 @@ "issue:43232|issue:45593", "issue:42796|issue:43122", "issue:43646|issue:46002", - "issue:42907|issue:44945", "issue:30990|issue:33357", + "issue:42907|issue:44945", "issue:43576|issue:43784", - "issue:44295|issue:44297", "issue:42371|issue:44263", - "issue:39401|issue:44488", - "issue:43976|issue:44945" + "issue:39401|issue:44488" ], - "prepared_review_unit_hash": "3bd52cb7164a213e5052ad5489191a65adad2cd06eff4517fbf5ba6b3fca66d9", + "prepared_review_unit_hash": "e903151dd21bbdc0e565906eb66b9ef44eb5941b980b41ceacde963e2efe8b2d", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36232, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "serialized_chars": 36175, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports across tokenization, import errors, quantization, serving, and model-specific regressions. The soft-similarity pairs share surface keywords but not the same concrete failure mode, so all soft edges should be rejected. No PR candidates are present.", - "confidence": 0.94, - "canonical_issue_reason": "issue:42886 is the most concrete, self-contained bug report in the set: tokenizer loading fails from cache when HF_HUB_OFFLINE=1, with a clear version-specific repro.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, tokenizer regressions, model-loading failures, quantization/saving bugs, and generation/runtime issues. None of the soft-edge pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42886 is the strongest representative issue here because it has a narrow, actionable failure mode and a specific environment trigger.", + "best_issue_reason": "No single issue is a good canonical for the cluster; the reports span different subsystems and failure modes, so consolidating them would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "One is a vague dependency problem; the other is a SequenceFeatureExtractor.pad performance issue. Different bugs." + }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Different save/load quantization bugs: dequantized Ministrals/Devstrals saving versus sinq-quantized model round-trip failure." + "reason": "Both involve saving, but one is dequantized Ministral/Devstral saving and the other is sinq quantized save_pretrained/from_pretrained. Different code paths." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Different code paths and models: Qwen2.5-VL video position IDs versus MoonshineStreaming sliding-window mask off-by-one." + "reason": "FP8 accuracy regression vs Qwen3.5 from_pretrained error. Not the same defect." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both are v5 model persistence regressions, but one is InternVL2 meta-init compatibility and the other is Qwen3.5 visual encoder key saving." + "reason": "InternVL2 meta-init incompatibility vs Qwen3.5 visual-encoder key saving regression. Different models and symptoms." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video position ids bug vs MoonshineStreaming sliding-window off-by-one. Unrelated." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Different symptoms: flash_attention_3 causes degenerate training, while the other reports NaNs after checkout+init." + "reason": "Degenerate training with flash_attention_3 vs NaNs in classification heads after checkout/init. Different failure mechanisms." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Unrelated failures: non-persistent buffer junk versus a streaming attention mask boundary error." + "reason": "Non-persistent buffers junk on load vs sliding-window mask off-by-one. Unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling vs Gemma4Processor missing _tokenizer. Different API surfaces." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Different underlying bugs: missing rms_norm_eps in MLA q_a_layernorm versus old InternVL2 checkpoint meta-init incompatibility." + "reason": "MLA q_a_layernorm epsilon precision issue vs InternVL2 meta initialization incompatibility. Not the same bug." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Completely different problems: missing transformers.onnx module versus XLMRoberta Flash Attention 2 behavior." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Serving-related, but not the same bug: one rejects chat completion requests, the other crashes due to missing _tokenizer on Gemma4Processor." + "reason": "ONNX import failure vs XLMRoberta Flash Attention 2 issue. Different subsystems." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different issues: FineGrainedFP8 accuracy regression versus Qwen3-VL-Moe compatibility problem." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug. No concrete overlap." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different model families." + "reason": "Different missing imports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration. Separate export/import problems." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Different SAM3 bugs: a model-type mismatch warning versus text encoder weights not being loaded." + "reason": "Model-type warning for sam3_video/tracker vs sam3 text-encoder weights not loaded. Different issues." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Different failure modes: FP8 accuracy degradation versus an image-specific infinite loop in Qwen3_5." + "reason": "FP8 accuracy regression vs infinite loop on a specific image. Not the same underlying bug." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Unrelated: missing transformers.onnx module versus tokenizer adding an extra space after an added token." + "reason": "ONNX module import error vs tokenizer adds extra space after added token. Unrelated." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer-related, but one is wrong offset_mapping and the other is BOS/EOS not added with add_special_tokens=True." + "reason": "Wrong offset_mapping vs add_special_tokens not adding BOS/EOS. Both tokenizer-related but distinct behaviors." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Different subsystems: Flash Attention 2 support versus Sentence Transformers hanging during load." + "reason": "Flash Attention 2 with XLMRoberta vs Sentence Transformers stuck loading. Different symptoms and code paths." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizers, but one is offline cache loading and the other is an incorrect tokenizer decoder type in v5." + "reason": "Offline cache loading failure vs wrong tokenizer decoder type in v5. Separate tokenizer issues." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The first is a specific missing huggingface_hub symbol; the second is a broad import breakage after upgrading to v5.5.0." + "reason": "Specific is_offline_mode import error vs broad import errors after upgrade. Too general to be duplicates." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Different bugs: offline tokenizer cache loading versus quantized model saving failure." + "reason": "Tokenizer cache/offline loading vs quantized model saving failure. Different functionality." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Unrelated: attention-kernel divergence under torch.compile versus a wrong docstring for position_ids." + "reason": "Attention-kernel divergence under torch.compile vs wrong docstring for position_ids. Different domains entirely." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Both mention SAM3, but one is a model-type warning and the other is memory overflow in sam3-litetext." + "reason": "sam3 model-type warning vs memory overflow in sam3-litetext. Different failure modes." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Different code paths: generation kwargs handling after sync_gpus versus D-FINE auxiliary-loss behavior." + "reason": "Generation sync_gpus state update bug vs D-FINE auxiliary-loss behavior. Unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but the concrete symptoms differ: BPE marker handling versus version-to-version tokenization drift." + "reason": "Ministral BPE marker handling vs version-to-version tokenization change. Both tokenizer regressions but not the same concrete defect." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Different initialization problems: non-persistent buffers filled with junk versus NaNs in classification heads." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Save/load quantization bug versus incorrect LLM output under pipeline parallelism; not the same underlying issue." + "reason": "Custom model initialization breakage vs NaNs in classification heads after checkout/init. Different initialization problems." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different reports: Sentence Transformers loading hang versus a MacOS bus error on a community CLIP model." + "reason": "Stuck loading sentence-transformers vs MacOS bus error with a CLIP model. Not the same bug." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Different import/runtime failures: broken transformers env command versus NameError importing sentence-transformers." + "reason": "Quantized model save failure vs incorrect output under pipeline parallelism. Different code paths." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "One is a position_ids buffer read error; the other is tokenizer_class metadata mismatch on save." + "reason": "Broken transformers env CLI vs NameError importing sentence-transformers with latest transformers. Both involve imports/packaging, but not one defect." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "Completely different topics: TF32 settings command versus a torch.split return-value issue in GlmMoeDsaIndexer." + "reason": "TF32 settings API change vs torch.split return values in GlmMoeDsaIndexer. Unrelated." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset mapping bug versus model loading failure for cjvt/sleng-bert; not the same defect." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Unrelated: Python-version compatibility issue versus wrong outputs under pipeline parallelism." + "reason": "Wrong offset mapping vs a model failing to load. Different bugs." } ] }, @@ -14960,7 +15014,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:22355", "issue:29127", @@ -14977,11 +15031,11 @@ "issue:43408", "issue:43452", "issue:43475", - "issue:43493", "issue:43756", "issue:43784", "issue:43824", "issue:43937", + "issue:43976", "issue:44038", "issue:44060", "issue:44117", @@ -15005,18 +15059,19 @@ "issue:45290", "issue:45478", "issue:45600", - "issue:45753", "issue:46172", "issue:46326", "issue:46614", "issue:46762" ], "soft_pairs": [ - "issue:46172|issue:46762", + "issue:44295|issue:44297", "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:46172|issue:46762", "issue:43756|issue:44060", - "issue:42907|issue:43937", "issue:44117|issue:44704", + "issue:42907|issue:43937", "issue:43784|issue:45600", "issue:41628|issue:45278", "issue:44704|issue:45290", @@ -15025,12 +15080,12 @@ "issue:44360|issue:44485", "issue:43408|issue:43475", "issue:43122|issue:44521", - "issue:44038|issue:44297", "issue:43122|issue:46326", + "issue:44038|issue:44297", "issue:42907|issue:43452", "issue:44038|issue:44295", - "issue:22355|issue:29159", "issue:39401|issue:46614", + "issue:22355|issue:29159", "issue:45216|issue:45478", "issue:43116|issue:45200", "issue:44038|issue:44222", @@ -15040,217 +15095,222 @@ "issue:36296|issue:43116", "issue:43278|issue:44945", "issue:22355|issue:29127", - "issue:42175|issue:44938", - "issue:43493|issue:45753" + "issue:42175|issue:44938" ], - "prepared_review_unit_hash": "b5f03d1596daec68537631ee40b89697b6a78d125d13f2915f11e1787866499e", + "prepared_review_unit_hash": "7d40ab6e6a04142ed8b59ae3c70583a04e5c7bb8a867b288f086af4589d607a1", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36444, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36174, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated import errors, tokenizer regressions, multimodal/chat-template bugs, model-specific config issues, and training/runtime problems. None of the soft pairs look like the same underlying bug or a mergeable single fix, so all soft edges are rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue exists; the issues are not one duplicate set but many distinct bugs across different models, APIs, and failure modes.", - "canonical_pr_reason": "No pull requests in the cluster.", - "best_issue_reason": "No issue is a strong global representative because the cluster does not share one concrete code path or root cause.", - "best_pr_reason": "No pull requests in the cluster.", + "summary": "This cluster is not a single duplicate set; it mixes unrelated import errors, tokenizer regressions, multimodal/model-specific bugs, packaging issues, and training/runtime problems. I would not choose a canonical issue/PR for the cluster as a whole.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical for the cluster; the closest broad import-error reports still don't cover the many tokenizer, model, and training bugs included here.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Different model-specific numerical/attention bugs; not the same code path." + "reason": "Different bugs: reading a registered buffer vs tokenizer_class mismatch on save_pretrained." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Save/dequantize failure vs model loading failure; different artifact and runtime paths." + "reason": "Unrelated: dequantized model saving vs loading a Phi-4 multimodal model/import failure." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Smollm3 RoPE-layer handling and Qwen3-Next tied-weights warning are unrelated." + "reason": "Different problem classes: Python version compatibility vs incorrect output under pipeline parallelism." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical-model issues, but they affect different models/code paths and are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Dequantized save bug and GLM-5 GenerationConfig validation are different issues." + "reason": "Different model-specific config bugs: RoPE layer count vs tied-weights warning." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer-mapping fallback vs AutoProcessor kwargs forwarding; related area, but not the same bug." + "reason": "Different code paths: tokenizer mapping fallback vs AutoProcessor not forwarding kwargs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated: saving dequantized weights vs GLM-5 GenerationConfig validation." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Separate import regressions with different causes and affected symbols." + "reason": "Different import/config failures with different root causes and modules." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "A specific missing import and a broad upgrade regression are not one concrete defect." + "reason": "One is a specific AutoImageProcessor import issue; the other is a broad upgrade-related import breakage." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "cached_file argument propagation vs chat-template tool-call crash; different code paths." + "reason": "Different failures: cached_file kwargs forwarding vs chat template handling for tool calls." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset mapping bug and assistant_mask bug are distinct tokenizer/template problems." + "reason": "Tokenizer offset mapping bug vs multimodal assistant mask bug; different mechanics." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + "reason": "Different issues: num_labels propagation vs flash_attention_3 training degeneration." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer/ReLU discussion and GLM-5 RoPE implementation are unrelated." + "reason": "Completely unrelated: DSA indexer activation vs GLM-5 RoPE implementation." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both SAM 3 Video related, but warning mismatch vs missing attribute are different failures." + "reason": "Same family only by model name; one is a warning mismatch, the other is a missing attribute error." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization-version regression vs multimodal assistant_mask generation; not the same bug." + "reason": "Different tokenizer regressions affecting different features and models." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Qwen3-VL-Moe issue and tokenizer_config class mismatch are different save/load vs model bugs." + "reason": "Both tokenizer-related, but the failures are different edge cases and not the same underlying bug." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Both tokenizer-related, but they target different APIs and failure modes." + "reason": "Unrelated: Qwen3-VL-Moe bug vs tokenizer save_pretrained metadata mismatch." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized-save failure and gguf from_pretrained loading failure are unrelated." + "reason": "Different loading/saving paths: dequantized save issue vs gguf_file from_pretrained breakage." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe behavior vs position_ids buffer access." + "reason": "Different bugs in different areas; no shared concrete code-path problem." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "onnx import error and slow/fast tokenizer inconsistency are unrelated." + "reason": "Both involve tokenizer behavior, but one is offset mapping and the other is stale phonemizer language state." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Qwen3 offset mapping and phonemizer language caching are unrelated subsystems." + "reason": "Unrelated: missing transformers.onnx module vs slow/fast tokenizer inconsistency." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both Qwen3.5/version-regression flavored, but save_pretrained checkpoint corruption and from_pretrained error are different code paths." + "reason": "Related model family, but save_pretrained regression and from_pretrained error are different concrete failures." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label output bug and mm_token_type_ids defaulting are unrelated." + "reason": "Different issues: example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe issue and FP8 save_pretrained bug are separate problems." + "reason": "Different moe-related bugs: model behavior/loading vs FP8 save_pretrained." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing imports for different classes; not the same import failure." + "reason": "Both are import errors, but for different missing symbols and different root causes." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Separate tokenizer regressions affecting different models and behaviors." + "reason": "Separate tokenizer regressions affecting different models and failure modes." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing-symbol import errors from different packages/modules." + "reason": "Different missing imports from different packages/symbols; not the same issue." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and classification example empties are unrelated." + "reason": "Different training bugs with no shared underlying code path." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Eval dtype drift and pipeline-parallel output corruption are different parallelism bugs." + "reason": "Different distributed/eval behavior bugs: dtype change vs pipeline-parallel output corruption." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Module import failure and LayoutLMv3 error-message clarity are unrelated." + "reason": "No overlap in failure mode: missing module import vs unclear LayoutLMv3 error message." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Missing TensorFlow backend in extras and Python 3.14 load failure are different issues." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "SigLIP2 numerical discrepancy and Qwen3_5 infinite loop are unrelated model-specific bugs." + "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; not the same bug." } ] }, @@ -15272,7 +15332,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:28348", "issue:38617", @@ -15280,14 +15340,12 @@ "issue:42371", "issue:42673", "issue:42898", - "issue:43064", "issue:43066", "issue:43116", "issue:43441", "issue:43493", "issue:43611", "issue:43618", - "issue:43673", "issue:43825", "issue:43827", "issue:43874", @@ -15312,6 +15370,7 @@ "issue:45357", "issue:45446", "issue:45478", + "issue:45753", "issue:46002", "issue:46231", "issue:46328", @@ -15324,231 +15383,231 @@ "issue:46829" ], "soft_pairs": [ + "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:43937|issue:44485", "issue:42898|issue:46614", "issue:38617|issue:45278", "issue:43066|issue:44779", - "issue:43611|issue:46002", "issue:44355|issue:46231", + "issue:43611|issue:46002", "issue:43116|issue:43493", "issue:44038|issue:45478", "issue:43976|issue:45446", "issue:42673|issue:45072", "issue:45357|issue:45478", "issue:44625|issue:46002", - "issue:45083|issue:45446", "issue:42371|issue:43874", + "issue:45083|issue:45446", "issue:43618|issue:46829", - "issue:44075|issue:44936", "issue:43116|issue:43825", "issue:43992|issue:44704", + "issue:44075|issue:44936", "issue:43066|issue:46710", "issue:28348|issue:46640", - "issue:44263|issue:46762", - "issue:42222|issue:43441", "issue:44995|issue:46697", + "issue:44263|issue:46762", "issue:46614|issue:46752", + "issue:42222|issue:43441", "issue:45092|issue:46762", - "issue:43827|issue:45446", - "issue:43064|issue:43673" + "issue:43827|issue:45446" ], - "prepared_review_unit_hash": "5f5f832a0070ee76ecf835cf9b90c66942e705842939e46009f1edbcd195f78b", + "prepared_review_unit_hash": "38f459bdd6d779149fec0c46fc55635b6f8a673dca79b9d122390e37e92e5c7f", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35824, - "estimated_input_tokens": 8956, - "estimated_eval_tokens": 18168 + "serialized_chars": 35180, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 }, "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 v5 regressions, model-specific bugs, tokenizer issues, docs problems, and performance/compatibility reports. All soft-edge duplicate candidates should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45278 is the broadest general v5 upgrade regression report in the set, so it is the closest practical anchor, but it does not actually subsume the other bugs.", + "summary": "This is not a true duplicate cluster: the items span unrelated bugs, regressions, docs issues, and model-specific failures across different subsystems. All soft edges look like superficial topic overlap rather than the same underlying issue/change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous, with no single bug or regression that meaningfully represents the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best global issue anchor because it is the most umbrella-like report here; still, the cluster is too heterogeneous for a strong canonical duplicate.", + "best_issue_reason": "No issue here is a good global representative because the pairwise matches are only broad thematic similarities, not concrete duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 implementation discrepancy vs a Qwen3_5 infinite-loop image case." + }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Different bugs: attention-kernel divergence under torch.compile vs a pad() performance/conversion issue." + "reason": "Unrelated code paths: attention-kernel divergence under torch.compile vs feature-extractor padding performance." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation are unrelated failure modes." + "reason": "Same model family, but different concrete bugs: GenerationConfig validation vs RoPE implementation discussion." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization-spaces behavior change and stale phonemizer backend state are different tokenizer subsystems." + "reason": "Tokenizer cleanup behavior change and stale phonemizer backend state are different subsystems and symptoms." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import is not the same as a broad set of import errors after upgrading." + "reason": "Both are import-related, but one is a single missing symbol and the other is a broad upgrade-wide import breakage." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong decoder type in v5 and incorrect DeepSeek tokenizer results are distinct tokenizer bugs." + "reason": "Both involve tokenizers, but the reported defects differ: decoder type regression vs incorrect DeepSeek outputs." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Model loading with base_model_prefix and NaNs in classification heads are unrelated issues." + "reason": "Compiled Python file errors are unrelated to a documentation parameter-name mismatch." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Compiled-file execution errors and a docs parameter-name mismatch are not the same bug." + "reason": "Different failures: base_model_prefix loading regression vs NaNs in classification heads after checkout/init." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script empty outputs and SigLIP2 HF/JAX discrepancy are different code paths." + "reason": "Multi-label classification script behavior is unrelated to SigLIP2 implementation parity." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5/Qwen3-VL-Moe, but they are different failures in different loading paths." + "reason": "Both mention Qwen3.5/MoE loading, but the concrete bugs are not the same code-path problem." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support mismatch and a bad PyTorch version guard are separate compatibility bugs." + "reason": "Python version support issue is unrelated to a flex_attention import-version check bug." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "A VRAM leak in threaded Qwen3ForCausalLM use is unrelated to bfloat16 dtype mismatches." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to dtype mismatch CI failures in other models." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Incorrect visual encoder keys on save_pretrained and from_pretrained errors are different operations and likely different causes." + "reason": "Save-pretrained key regression and from_pretrained load failure are different directions and likely different fixes." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation and NaNs in heads are different classification issues." - }, - { - "left": "issue:45083", - "right": "issue:45446", - "accept": false, - "reason": "Feature-length helper behavior and an import version check are unrelated." + "reason": "num_labels propagation bug is unrelated to classification-head NaNs." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API docs/control guidance and a missing image-patch helper are unrelated." + "reason": "TF32 configuration guidance and a missing image-patch method are unrelated." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Both are output-shape/field regressions, but they affect different models and different output members." + "reason": "Feature-extractor length helper behavior and flex_attention import gating are unrelated." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "SGD arguments being ignored and trainer.evaluate() failing after train() are distinct trainer bugs." + "reason": "Both are output-field issues, but they affect different models and different fields; not the same concrete bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example multi-label classification failure and a pipeline error-message issue are not the same bug." + "reason": "Example-script multi-label behavior is unrelated to a pipeline error-message regression." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in a model loader and kwargs not forwarded in AutoProcessor are unrelated." + "reason": "Missing embed_tokens weights in UMT5Encoder is unrelated to AutoProcessor kwargs forwarding." }, { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are different problems." - }, - { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "A GPT2 flash-attention feature request is not the same as a vague flash-attention issue report." + "reason": "SGD argument usage and trainer.evaluate after train are different trainer/optimizer problems." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "torch.split return-value handling and Minimax attention numerical differences are different code paths." + "reason": "Tokenizer decoder regression and DeepSeek accuracy regression are not the same underlying issue." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "VitPose breakage and Ministral-3 flash-attention failure are unrelated model-specific bugs." + "reason": "Both mention Flash Attention 2, but one is GPT2 support and the other is an unspecified flash-attention issue." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Stale indexer cache on second forward and Swin2SR over-padding are unrelated." + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in one model is unrelated to Minimax attention numerical differences." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Stale phonemizer language state and apply_chat_template empty-list crash are unrelated." + "reason": "Stale phonemizer language state and empty-list chat templating are completely different bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral FlashAttention failure affect different models and paths." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "InternVL2 meta-init incompatibility and Minimax attention numerical drift are different regressions." + "reason": "Meta-init incompatibility for old remote-code checkpoints is unrelated to Minimax attention numerics." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Stale pipeline docs and an AuxRequest import version check are unrelated." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache during chunked_prefill are different v5 regressions." + "reason": "Documentation still mentioning pipeline() is unrelated to a flex_attention import-version bug." } ] }, @@ -15570,7 +15629,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:33453", "issue:38617", @@ -15580,6 +15639,7 @@ "issue:42617", "issue:42673", "issue:42796", + "issue:43064", "issue:43122", "issue:43408", "issue:43450", @@ -15621,238 +15681,245 @@ "issue:46752" ], "soft_pairs": [ - "issue:42673|issue:42796", + "issue:43064|issue:43673", "issue:33453|issue:39401", + "issue:42673|issue:42796", "issue:43937|issue:45563", "issue:44380|issue:46077", - "issue:43673|issue:46328", "issue:45356|issue:46614", + "issue:43673|issue:46328", "issue:42673|issue:46655", "issue:42222|issue:46752", "issue:44291|issue:45071", "issue:45405|issue:45446", "issue:44117|issue:45588", "issue:44466|issue:46002", - "issue:39401|issue:44779", "issue:44410|issue:45310", + "issue:39401|issue:44779", "issue:43937|issue:44977", "issue:45071|issue:46512", - "issue:45341|issue:46328", "issue:45341|issue:45561", - "issue:44829|issue:45216", + "issue:45341|issue:46328", "issue:43450|issue:43986", + "issue:44829|issue:45216", "issue:44117|issue:45081", "issue:38617|issue:41628", - "issue:42617|issue:45341", - "issue:43122|issue:46298", "issue:43408|issue:43742", + "issue:43122|issue:46298", + "issue:42617|issue:45341", "issue:45362|issue:46328", - "issue:44877|issue:46231", + "issue:44484|issue:45310", "issue:42222|issue:46178", - "issue:44484|issue:45310" + "issue:44877|issue:46231" ], - "prepared_review_unit_hash": "a18d2fe108333f6ed9472850bc200d6fb06062a4d2f83e0691775cf7296189e3", + "prepared_review_unit_hash": "42e9e0125c3610e46bb512f3da7306335a6f7e05b3cb9be26f1963bea77d7a1a", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35756, - "estimated_input_tokens": 8939, - "estimated_eval_tokens": 18134 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36697, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues: tokenizer regressions, model-loading/import failures, generation/attention bugs, video processor bugs, and a few testing/docs nits. None of the soft pairs look like the same concrete bug or change, so they should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": "issue:33453 is the broadest and most umbrella-like report in the set: a generic tokenizer-loading regression, which makes it the best cluster anchor among otherwise mostly unrelated issues.", + "summary": "This cluster is mostly heterogeneous; the soft pairs share broad themes like tokenizers, config/load failures, or video/model issues, but they do not look like the same underlying bug. No PRs are present. The broadest and most central issue is the v5 tokenization regression report.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43122 is the best umbrella candidate: it describes a broad tokenizer regression across versions, is clearly articulated, and has inbound references, whereas most other issues are narrower or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the most suitable representative issue because it is the most general, regression-oriented tokenizer/loading report and can serve as a triage umbrella better than the more model-specific or narrowly scoped issues.", + "best_issue_reason": "issue:43122 is the most representative and actionable issue in this set for duplicate-triage purposes; it captures the general regression pattern better than the more model-specific or incidental bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Different bugs: VRAM leak in Qwen3ForCausalLM vs tokenizer BPE-marker handling in Ministral." + "reason": "Different failure modes and code paths: optimizer state/rank mismatch during training vs missing generation cache during chunked prefill." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer regressions, but one is loading failure and the other is incorrect offset_mapping for Qwen3; not the same underlying defect." + "reason": "Both involve tokenizers, but one is a loading regression and the other is incorrect offset_mapping for Qwen3; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multithreaded dataloader use vs tokenizer BPE-marker handling; unrelated symptoms and subsystems." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation error and stale num_return_sequences warning are separate generation-path issues." + "reason": "GenerationConfig validation error vs stale warning text for num_return_sequences; different bug classes." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Different attention bugs: GPT2 scaling ignored under SDPA/FlashAttention vs Gemma4 building causal masks when bidirectional attention is requested." + "reason": "Different attention issues: GPT2 backend scaling ignored vs Gemma4 building the wrong mask type." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:45356", + "right": "issue:46614", "accept": false, - "reason": "Unrelated areas: chunked_prefill cache regression vs SequenceFeatureExtractor.pad performance issue." + "reason": "Tokenizer codec handling regression vs phonemizer backend state not resetting; different components entirely." }, { - "left": "issue:45356", - "right": "issue:46614", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Both involve tokenizers, but Kimi-K2.5 codec/fix_mistral_regex handling is not the same bug as stale phonemizer language state." + "reason": "Generation cache bug vs a padding performance inefficiency; not the same underlying problem." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "VRAM leak in dataloader-threaded causal LM usage is unrelated to video-processor padding shape errors." + "reason": "VRAM leak in dataloader threads vs incorrect video padding calculation; unrelated." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Vitpose model breakage and empty-list apply_chat_template IndexError are unrelated failures." + "reason": "Broken vitpose models vs apply_chat_template crashing on empty input; different layers and symptoms." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights argument handling and PretrainedConfig type-checking are distinct version-regression issues." + "reason": "One is an unexpected init_empty_weights argument, the other is PretrainedConfig type-checking; both v5-related but distinct." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT minimum-version bump and flex_attention PyTorch version check are separate dependency/versioning problems." + "reason": "PEFT version pin issue vs incorrect PyTorch version guard for AuxRequest; no common underlying bug." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None-handling is unrelated to the flash_attention.py s_aux=None crash." + "reason": "Tokenizer mapping returning None vs flash_attention.py crashing on sink-less models; unrelated failures." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization inconsistency for lm_head.weight is different from NaNs in classification heads after checkout/init." + "reason": "Serialization of tied weights vs NaNs in classification heads; different behavior and code paths." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Both are tokenizer regressions, but the reports describe different observable failures on different models; insufficient evidence they share one root cause." + "reason": "Missing qkv/gate projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained error; same family, different concrete bug." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Layer 0 missing projections and Qwen3.5 from_pretrained failure are not the same concrete bug." + "reason": "Different tokenizer regressions for different models: Qwen3 offset mapping vs Deepseek incorrect results." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig and flash-attention generation failure are different code paths and symptoms." + "reason": "GenerationConfig invalidity vs flash-attention generation failure; distinct issues despite both touching generation." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking regression in v5.4.0 and stale config.dtype after from_config are separate config issues." + "reason": "Type-checking breakage in v5.4.0 vs stale model.config.dtype after from_config; different config semantics." }, { "left": "issue:45341", - "right": "issue:46328", + "right": "issue:45561", "accept": false, - "reason": "Testing utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Generic testing_utils bug vs a specific xdist race on captured_info.txt; not the same defect." }, { "left": "issue:45341", - "right": "issue:45561", + "right": "issue:46328", "accept": false, - "reason": "Both touch testing utils, but one is a generic bug and the other is a captured_info.txt race; different underlying fixes." + "reason": "Testing helper bug vs SequenceFeatureExtractor.pad performance issue; unrelated." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Degenerate training under flash_attention_3 and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + "reason": "Incorrect batched video processor shape vs crash loading video model without torchvision; both video-related but distinct." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Incorrect batched video processor shape and missing-torchvision AutoProcessor crash are different video-model issues." + "reason": "Degenerate training with flash_attention_3 vs Qwen3.5 checkpoint save regression; different code paths and symptoms." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None-handling and _patch_mistral_regex backend_tokenizer AttributeError are distinct tokenizer-load failures." + "reason": "Tokenizer mapping None assumption vs _patch_mistral_regex backend_tokenizer AttributeError; both tokenizer infra, but not the same bug." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." + "reason": "Two import errors in different symbols/modules; no evidence they share the same root cause." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Not able to run 3d_parallel.py is unrelated to a testing_utils bug." + "reason": "sam3_video/sam3_tracker warning mismatch vs MobileLLM-125M loading KeyError; separate model-loading issues." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "A tokenizer behavior regression is not the same as a noisy logging message." + "reason": "Tokenizer regression vs a noisy logging message; clearly unrelated." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "sam3_tracker/sam3_video type warning and MobileLLM key error are different model-loading problems." + "reason": "3d_parallel.py runtime failure vs a testing_utils bug; different areas." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crash is unrelated to a SequenceFeatureExtractor.pad performance issue." + "reason": "Qwen3.5 chat crash vs feature extractor padding performance; unrelated." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Strict granite_speech config loading and a documentation parameter-name mismatch are unrelated." + "reason": "Question about default shard size vs Qwen3.5 MoE loading failure; not the same underlying issue." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose breakage and BACKENDS_MAPPING tensorflow_text validation are separate issues." + "reason": "Vitpose model breakage vs unsupported tensorflow_text backend mapping; different functionality." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "save_pretrained shard-size question and Qwen3.5 from_pretrained error are unrelated." + "reason": "Strict config loading failure vs documentation parameter name mismatch; one is behavior, the other is docs." } ] }, @@ -15874,7 +15941,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:27957", "issue:38617", @@ -15932,11 +15999,11 @@ "issue:44410|issue:45478", "issue:42371|issue:46617", "issue:44261|issue:46762", + "issue:44933|issue:45278", "issue:38617|issue:44220", "issue:44075|issue:45656", - "issue:44933|issue:45278", - "issue:44263|issue:44485", "issue:43066|issue:43122", + "issue:44263|issue:44485", "issue:43097|issue:44493", "issue:43673|issue:45341", "issue:41628|issue:45071", @@ -15945,8 +16012,8 @@ "issue:45071|issue:45542", "issue:44483|issue:45464", "issue:44484|issue:45478", - "issue:44263|issue:46172", "issue:44360|issue:46172", + "issue:44263|issue:46172", "issue:43874|issue:44261", "issue:43012|issue:43577", "issue:27957|issue:43352", @@ -15959,58 +16026,58 @@ "issue:44261|issue:44485", "issue:45753|issue:46369" ], - "prepared_review_unit_hash": "a63f3052740c41f2323381302d6f7be9249b2dc66721411f28e36d985c660e29", + "prepared_review_unit_hash": "6b2a9bff46fde6e0463ffe6e696f88a309f75ccc0c5e3ddc8bc9fa623556202e", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36743, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated model-specific regressions, import errors, tokenizer changes, or optimizer/API issues. There is no strong duplicate core; at best, a few issues loosely overlap around v5 regressions and import/load breakage, but not the same underlying bug.", - "confidence": 0.28, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set, covering multiple import failures after upgrading to 5.5.0, so it is the closest thing to a cluster anchor.", + "summary": "This cluster is highly heterogeneous: most items are distinct regressions or feature gaps across unrelated subsystems, and the soft candidate pairs mostly only share a broad area like \"tokenizers\", \"imports\", or \"FlashAttention\". I would not deduplicate any of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items span unrelated bugs and release regressions (imports, tokenization, model loading, FlashAttention, dtype/precision, API behavior).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general and likely to attract related regression reports, but it still does not represent the many unrelated model/runtime bugs in the cluster.", + "best_issue_reason": "No global best issue is suitable as an umbrella representative, because none of the issues covers the same underlying bug or change across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Both mention precision-related behavior, but one is TF32 API guidance and the other is an MLA layernorm epsilon bug; different code paths and symptoms." + "reason": "TF32 API guidance and an MLA RMS norm precision bug are unrelated code paths." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GLM-5 generation config validation and an unrecognized-model config error for OLMo are different loading/validation failures." + "reason": "One is a GenerationConfig validation error; the other is an unrecognized model/config issue." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset_mapping bugs and FP8 inference failures on B200 are unrelated." + "reason": "Tokenizer offset mapping and FP8 inference failure on B200 are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing projections in qwen3next and a Qwen3.5 MoE from_pretrained error are different model-loading/code-path problems." + "reason": "Missing qwen3next projections and Qwen3.5-MoE from_pretrained loading errors are different failures." }, { "left": "issue:42371", @@ -16022,133 +16089,133 @@ "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both involve numerical differences, but they affect different models and implementations; not the same bug." + "reason": "MLA layernorm epsilon precision drift and Minimax reference-vs-implementation differences are different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing image_utils import may be one symptom of a broader release break, but this is not clearly the same underlying bug." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "An ImportError for layer_type_validation and an audio feature extraction issue are not the same underlying failure." + "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features are unrelated." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD argument handling and double optimizer-step calls with deepspeed are distinct optimizer bugs." + "reason": "SGD argument handling and a double optimizer.step() with deepspeed are different optimizer bugs." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Both are import-related, but one is a specific nonexistent import and the other is a broad upgrade regression; not one concrete duplicate bug." + "reason": "Both concern tokenizer behavior in v5, but the reported failures are not the same concrete bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation details." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is decoder type selection and the other is changed tokenization output; too broad to merge as the same bug." + "reason": "A torch.split return-value issue and a RoPE implementation issue are distinct." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different config/serialization regressions." + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are unrelated regressions." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache handling during chunked_prefill and a testing_utils bug are unrelated." + "reason": "Generation cache handling and a testing_utils bug are unrelated." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are unrelated." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type checking are unrelated." }, { "left": "issue:43931", - "right": "issue:44410", + "right": "issue:44038", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model architecture/load issues." + "reason": "Both mention Qwen3-VL, but one is a weight-shape mismatch and the other a model-specific loading bug." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose breakage and a TensorFlow/tensorboard backend error are unrelated." + "reason": "Vitpose model breakage and a TensorBoard-without-TF backend error are unrelated." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PreTrainedConfig typing regression and undefined tf backend behavior are unrelated." + "reason": "PretrainedConfig type checking and TensorFlow backend detection are unrelated." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "A generic chat/completions API rejection and a streaming inference failure on Qwen3.5 are not the same concrete bug." + "reason": "Both involve chat/completions, but one is a generic request acceptance failure and the other is a streaming inference issue on a specific model." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "max_shard_size semantics and a Qwen3.5 MoE load error are unrelated." + "reason": "A max_shard_size question and a Qwen3.5-MoE from_pretrained error are unrelated." }, { - "left": "issue:44263", + "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Different model internals: GlmMoeDsaIndexer split behavior vs deepseek-v4 dtype/transpose handling." + "reason": "A DSA indexer ReLU omission and a deepseek-v4 dtype/transpose issue are unrelated." }, { - "left": "issue:44360", + "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 dtype transpose issue are unrelated." + "reason": "torch.split return values and deepseek-v4 tensor casting/transposition are different bugs." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are both attribute/config gaps, but for different models and code paths." + "reason": "GLM46V image patch counting and MLA layernorm epsilon precision are unrelated." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A PyTorch warning about float32 precision and a Blip2 dtype-loading mismatch are not the same bug." + "reason": "A PyTorch bfloat16 warning and BLIP2 dtype fields staying float32 are different precision/loading issues." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both concern Flash Attention 2 support, but one is XLMRoberta support and the other is NemotronHForCausalLM not supporting it yet; different model-specific issues." + "reason": "FlashAttention 2 support request for XLM-Roberta and Nemotron lacking FA2 support are not the same bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both involve Qwen3-VL family loading problems, but the symptoms and code paths differ materially." + "reason": "Duplicate pair already considered above; still not the same concrete loading failure." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different issues." + "reason": "FlashAttention failures on different models/versions and a degenerate training bug with flash_attention_3 are not the same issue." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A config API removal and a gguf_file/from_pretrained failure are unrelated." + "reason": "A removed config attribute and gguf_file/from_pretrained breakage are unrelated." }, { "left": "issue:45003", @@ -16160,25 +16227,25 @@ "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor crash without torchvision and a testing_utils bug are unrelated." + "reason": "AutoProcessor without torchvision and a testing_utils bug are unrelated." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "A missing import from image_utils and a documentation parameter-name mismatch are unrelated." + "reason": "Missing image_utils import and a documentation mismatch for set_training() are unrelated." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are distinct model bugs." + "reason": "MLA layernorm epsilon precision and GLM-5 RoPE implementation are different code paths." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "A Qwen3_5 infinite-loop image bug and sam3-litetext memory overflow are unrelated." + "reason": "Infinite-loop behavior on a specific image and a memory overflow in sam3-litetext are unrelated model bugs." } ] }, @@ -16200,7 +16267,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:38617", "issue:42757", @@ -16258,21 +16325,21 @@ "issue:45440|issue:46172", "issue:43673|issue:46123", "issue:43097|issue:45588", - "issue:38617|issue:42757", - "issue:43064|issue:44315", - "issue:44038|issue:44410", "issue:44410|issue:45375", - "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:38617|issue:42757", "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43064|issue:44315", "issue:43986|issue:44484", "issue:46655|issue:46664", - "issue:42890|issue:46298", "issue:46298|issue:46752", + "issue:42890|issue:46298", "issue:46172|issue:46710", "issue:38617|issue:44351", "issue:43097|issue:43873", - "issue:43012|issue:46821", "issue:44062|issue:44117", + "issue:43012|issue:46821", "issue:44117|issue:46701", "issue:43502|issue:43992", "issue:44936|issue:46365", @@ -16283,214 +16350,214 @@ "issue:42907|issue:44655", "issue:42907|issue:45753" ], - "prepared_review_unit_hash": "e2d29e73ccd1e32c95e3424524d8b6d79614f55b8fd4625fef8f5ba6d66f571e", + "prepared_review_unit_hash": "4fd05ce3bc5be051d164d632d1e2a854b3ce63d7bb1439c80d3aa4a33ede7021", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36466, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "serialized_chars": 36469, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of mostly unrelated Transformers bug reports and regressions. A few items touch the same broad subsystem (loading, multimodal processors, save/load, generation), but none of the soft pairs look like the same underlying issue tightly enough to merge.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue emerges; the items span distinct bugs, models, and failure modes rather than one duplicated report.", + "summary": "This cluster is mostly heterogeneous: many items share broad Transformers/model-loading language, but the soft pairs do not appear to describe the same underlying bug or change. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the strongest anchor in the set: it is open, has the most discussion, and describes a concrete user-facing runtime bug around quantization/offloading rather than a vague API or test complaint.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43502 is a clean, reproducible regression report with a clear symptom and expectation, so it is a strong standalone tracker even though it is not a duplicate of the others.", + "best_issue_reason": "issue:43873 is the best single issue to keep as the representative anchor because it is active, substantive, and specific enough to stand on its own; the rest of the cluster is too diverse to serve as duplicate candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are loading/from_pretrained failures, but one is a tokenizer mapping None bug and the other is a model-specific load failure for physical-intelligence/fast; different root causes." + "reason": "Both are loading-related, but one is a tokenizer mapping None assumption and the other is a model-loading failure for a specific repo; different root causes and code paths." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different bugs in different models: missing image-patch API vs a torch.split return-value issue." + "reason": "Both touch GLM, but one is a missing image-processor method and the other is a torch.split/indexer bug; not the same defect." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Both mention bugs, but one is a Qwen3-MoE sliding_window problem and the other is a testing_utils bug; no shared code-path evidence." + "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are unrelated issues." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3 MoE divergence and deepseek-v4 tensor transpose issue are separate model implementation bugs." + "reason": "Both mention DeepSeek-family models, but one is a remote/native implementation divergence and the other is a specific dtype/transpose problem in deepseek-v4." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "One is GenerationMixin cache missing during chunked_prefill; the other is MaskGenerationPipeline dropping a final batch. Different generation subsystems." + "reason": "Both mention cache/chunked prefill, but one is missing GenerationMixin cache in v5.0.0 and the other is a mask pipeline batch-finalization bug." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Tie-embeddings removal in v5 and a flash_attention crash on s_aux=None are unrelated changes in different paths." + "reason": "API removal for tie_embeddings_and_encoder_decoder is unrelated to the flash_attention s_aux=None crash." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Both are ImportErrors, but for different symbols and different modules; no shared fix surface." + "reason": "Both are Qwen3 variants, but one reports missing attention projections and the other a config field being dropped by strict serialization." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied with model_init are distinct training-flow issues." + "reason": "Both concern Qwen3 models, but one is a broad transformers 5.0 bug and the other is a specific missing-projection bug in qwen3next." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Both concern Qwen3 variants, but one is a general transformers 5.0 bug report and the other is missing attention projections in layer 0; not the same defect." + "reason": "These are different ImportErrors involving different modules and symbols; they are not the same breakage." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Both are Qwen3-family model config/architecture issues, but they affect different fields and model variants." + "reason": "Both are import/load failures, but one is missing torchvision for video processing and the other is a mistral_common symbol mismatch; distinct dependencies and failure modes." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Save/load with quantized sinq models is unrelated to the tie_embeddings_and_encoder_decoder removal issue." + "reason": "One is an API removal regression and the other is quantized save/load corruption; not the same underlying bug." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Different processor-loading failures with different missing dependencies/symbols and different model families." + "reason": "Trainer FSDP2 optimizer-state corruption and Liger Kernel not applied with model_init affect different code paths and fixes." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "One is a missing torchvision-related video processor crash; the other is a question about the default max_shard_size in save_pretrained." + "reason": "A processor-loading crash and a save_pretrained shard-size question are unrelated." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is num_frames semantics; related area, different underlying issue." + "reason": "Both are SmolVLM video processor bugs, but one is padding calculation and the other is num_frames semantics; related area, different bug." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "A flaky test lacking set_seed and a noisy logging message are not the same bug." + "reason": "Noisy logging and an IndexError on empty chat templates are unrelated." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Noisy logging and apply_chat_template IndexError on empty list are unrelated." + "reason": "A test seeding problem and a logging message issue are different classes of fixes." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "DeepSeek-V4 tensor dtype/transpose bug and DeepSeek-R1-Distill accuracy regression are different problems." + "reason": "DeepSeek tensor-shape bug vs accuracy regression after upgrade; the symptoms and likely fixes differ." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but one is a missing configuration_utils symbol and the other is a missing top-level HybridCache export; separate fixes." + "reason": "Both are import errors, but they involve different missing names from different packages and release surfaces." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Tie-embeddings removal and offloading with quantization are different training/loading behaviors." + "reason": "API removal around tie_embeddings_and_encoder_decoder is unrelated to quantization/offloading behavior." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "bfloat16 compile warning and TimesFM window_size AttributeError are unrelated." + "reason": "AddedToken special-argument duplication and tokenizer-mapping-None are separate tokenizer loading bugs." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "AddedToken keyword collision and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading failures." + "reason": "A bfloat16 warning and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Both involve loading/processor flows, but one is tokenizer mapping and the other is a DiffusionGemma pipeline output issue." + "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure do not share the same bug." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only unexpectedly hitting API and UMT5Encoder missing embed_tokens.weight are different save/load issues." + "reason": "Ignoring local_files_only and a missing embed_tokens.weight on UMT5Encoder are different from different loading layers." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate failing after train and inability to import Trainer until uninstalling datasets are separate failure modes." + "reason": "trainer.evaluate() failing after train and inability to import Trainer due to datasets are not the same issue." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs propagation and auto_docstring crashing with future annotations are unrelated code paths." + "reason": "Kwarg passthrough to cached_file and an auto_docstring annotations crash are unrelated." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling being ignored and chunked_prefill causing recompilation are different execution-path regressions." + "reason": "GPT2 attention scaling with SDPA/FlashAttention and chunked-prefill cache recompilation are different code-path problems." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure and tensorflow_text backend mapping error are separate compatibility issues." + "reason": "Python 3.14 load failure and a BACKENDS_MAPPING tensorflow_text error are different compatibility issues." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Missing torchvision for video models and TOKENIZER_MAPPING_NAMES returning None do not share a concrete underlying bug." + "reason": "Processor import crash without torchvision and tokenizer mapping None are distinct failures." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are both about persistence, but they are different object types and failure mechanisms." + "reason": "Saving a dequantized model and saving Pipeline objects are different save_pretrained problems." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save failure and Qwen3_5 infinite loop on a specific image are unrelated model/runtime bugs." + "reason": "Dequantized save/load corruption and Qwen3_5 infinite-loop behavior on a specific image are unrelated." } ] }, @@ -16512,7 +16579,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:36683", "issue:38617", @@ -16564,251 +16631,251 @@ ], "soft_pairs": [ "issue:43825|issue:44655", - "issue:43208|issue:43550", "issue:45712|issue:46298", + "issue:43208|issue:43550", "issue:43012|issue:43550", "issue:43012|issue:44368", "issue:43992|issue:44484", - "issue:43352|issue:43976", "issue:43066|issue:43906", + "issue:43352|issue:43976", "issue:43352|issue:44380", "issue:43097|issue:46298", "issue:44162|issue:46172", - "issue:45584|issue:46365", "issue:44380|issue:46132", + "issue:45584|issue:46365", "issue:44077|issue:46365", "issue:44222|issue:45478", "issue:36683|issue:43582", "issue:44380|issue:45479", "issue:42175|issue:46365", - "issue:42757|issue:43824", "issue:43064|issue:44380", + "issue:42757|issue:43824", "issue:42490|issue:43012", "issue:43208|issue:43526", "issue:44483|issue:44514", - "issue:38617|issue:43502", "issue:43618|issue:44380", + "issue:38617|issue:43502", "issue:44038|issue:44230", "issue:43618|issue:43761", - "issue:43756|issue:44485", "issue:42994|issue:44655", + "issue:43756|issue:44485", "issue:43299|issue:43867", "issue:44625|issue:46365" ], - "prepared_review_unit_hash": "01083f23956bda95ca0a22197b98d57e6a9de7c3a3ecb2f65a1483eecfd30b4f", + "prepared_review_unit_hash": "90bd856dbc2972dbfaf0ccd375486ed4bcb49b757a3b09c3b18a0759668ce3ca", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36146, - "estimated_input_tokens": 9037, - "estimated_eval_tokens": 18330 + "serialized_chars": 36144, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like one duplicate set: the items span unrelated import errors, model-specific regressions, warnings, and packaging/dependency issues. None of the suggested soft edges appears to describe the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is a mixed bag of mostly unrelated Transformers issues, centered loosely around v5 regressions, import/API breakages, and model-specific bugs. None of the soft pairs look like true duplicates of the same underlying fix.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43097 is the broadest, clearest user-facing v5 breaking-change report in the set, so it is the best single canonical representative of the cluster theme.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43097 is the strongest overall issue candidate because it captures a general v5 regression with wide compatibility impact, unlike the more model-specific or narrowly scoped reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Both involve user-facing errors, but one is about pipeline task support in v5 and the other is about saving Pipeline objects; different code paths." + "reason": "Both mention pipeline-related behavior, but one is about an error message for unsupported translation tasks and the other about saving Pipeline objects; different bugs and fixes." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA failure are unrelated model-specific regressions." + "reason": "Left is about leftover dummy classes leaking into the package API; right is just a noisy logging message. Not the same issue." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Left is leftover dummy classes leaking into imports; right is a noisy logging message. Different maintenance problems." + "reason": "Different model families and failure modes: xLSTM training blockers vs Bamba torch.compile with SDPA." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 precision warning is not the same as a model compile failure under SDPA." + "reason": "Both involve compilation/warnings, but one is a generic bfloat16 precision warning and the other is a Bamba SDPA compile failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but the causes differ: PyTorch precision warning versus tie_word_embeddings config warning." + "reason": "These are different warnings with different triggers and code paths: PyTorch float32 precision warning vs tie_word_embeddings warning." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "UMT5Encoder missing weights on load and save_pretrained max shard size are separate save/load concerns." + "reason": "One is a missing checkpoint key in UMT5Encoder, the other is a save_pretrained shard-size question. Not duplicates." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Flash Attention support for a model and a Python version compatibility issue are unrelated." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not shown to be the same concrete bug." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "No clear shared bug: wrong tokenizer decoder type versus an isolated reproduction of another issue." + "reason": "Flash Attention support for a Nemotron model is unrelated to a Python version compatibility break in Transformers 5.1.0." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both touch attention/backends, but one is a model not supporting FA2 and the other is GPT2 attention scaling being ignored." + "reason": "Both mention attention backends, but one is unsupported Flash Attention 2.0 for Nemotron and the other is GPT2 attention scaling being ignored; different fixes." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removal of a config attribute and a noisy log message are different categories of issues." + "reason": "A removed config attribute warning is unrelated to a generic noisy logging message." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a deepseek-v4 tensor transpose issue are unrelated model-specific failures." + "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are unrelated model-specific problems." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Whisper generation on empty transcription and Trainer import being blocked by datasets are unrelated." + "reason": "GPT2 SDPA/FlashAttention scaling behavior and AttentionInterface.register behavior changes are different code paths and symptoms." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Both mention attention, but one is backend attention scaling and the other is a behavioral change in AttentionInterface.register." + "reason": "Whisper empty transcription failure is unrelated to an import failure for Trainer caused by datasets." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init validation and a Trainer import conflict are unrelated." + "reason": "A patchtsmixer post_init policy issue does not match the Trainer import conflict." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both involve MoE/quantization, but one is FP8 save_pretrained and the other is a Qwen3.5 MoE from_pretrained regression." + "reason": "Both involve MoE/FP8 model workflows, but one is about saving and the other about loading; not enough evidence of the same fix." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention and a degenerate classification loss are different bugs." + "reason": "GPT2 attention scaling under backend changes is unrelated to a degenerate zero-loss classification issue." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "TensorFlow backend installation mismatch and Trainer import failure due to datasets are separate dependency issues." + "reason": "Packaging/backend dependency selection and Trainer import failure due to datasets are different dependency issues." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Two import errors, but they concern different missing symbols from different packages and likely different root causes." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling are unrelated training vs inference-path bugs." + "reason": "Both are import errors, but they concern different symbols and upstream APIs; no evidence of one underlying bug." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "A local-path trailing-slash import warning and a bfloat16 compile warning are not the same issue." + "reason": "Local-path slash warning and bfloat16 compile warning are unrelated." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction behavior are unrelated." + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are separate issues." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "A chat/completions API rejection and a batched processor crash are both request-handling issues, but they affect different layers and failure modes." + "reason": "Chat-completions API rejection and batched apply_chat_template padding crash are different request paths." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "An import error for a missing helper and local_files_only still making API requests are unrelated." + "reason": "Missing CLIPOutput attentions and GPT2 attention-scaling behavior are both attention-related but not the same bug." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Both involve attention behavior, but one is CLIP attentions output being absent and the other is GPT2 attention scaling being ignored." + "reason": "An import symbol removal and unwanted network requests with local_files_only=True are unrelated." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen3-VL-Moe, but one is a loading regression in transformers 5.0 and the other is FP8 inference support." + "reason": "Both mention Qwen3/VL MoE and fp8, but one is a load-time bug and the other is fp8 inference support; not the same concrete change." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "CLIP attentions missing and CLIPVisionModel hidden_states missing are related only by model family; they are different output fields and bugs." + "reason": "Both are CLIP regressions, but one concerns attentions and the other hidden_states; insufficient evidence they share one fix." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Both mention RoPE, but they are for different models and different implementation problems." + "reason": "Quantized model saving and saving Pipeline objects are distinct save_pretrained problems." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are separate serialization issues." + "reason": "Smollm3 RoPE layer drop and GLM-5 RoPE implementation discussion are model-specific and not the same bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading regression and a generic load error when state_dict is sorted do not match as the same bug." + "reason": "Qwen3VL-Moe loading failure and a state_dict sorting load error are different loading issues." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Propagation of num_labels in Qwen3.5 is unrelated to a Trainer import conflict caused by datasets." + "reason": "Qwen3.5 num_labels propagation and the Trainer import conflict are unrelated." } ] }, @@ -16830,7 +16897,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:29870", "issue:33453", @@ -16850,7 +16917,6 @@ "issue:43611", "issue:43618", "issue:43867", - "issue:43901", "issue:43937", "issue:43976", "issue:43992", @@ -16869,15 +16935,16 @@ "issue:45216", "issue:45276", "issue:45278", + "issue:45290", "issue:45310", "issue:45375", "issue:45561", "issue:45850", + "issue:46050", "issue:46077", "issue:46082", "issue:46202", "issue:46365", - "issue:46369", "issue:46829", "issue:46851" ], @@ -16885,13 +16952,13 @@ "issue:45276|issue:46077", "issue:36683|issue:43475", "issue:36010|issue:42757", - "issue:44483|issue:46369", "issue:43352|issue:43937", + "issue:44483|issue:45290", "issue:43611|issue:44655", - "issue:43901|issue:44655", + "issue:44655|issue:46050", "issue:36683|issue:44077", - "issue:43976|issue:44938", "issue:43867|issue:45216", + "issue:43976|issue:44938", "issue:44625|issue:46077", "issue:46077|issue:46082", "issue:43618|issue:45216", @@ -16899,8 +16966,8 @@ "issue:36683|issue:43525", "issue:36683|issue:44625", "issue:29870|issue:36296", - "issue:43064|issue:44492", "issue:43992|issue:45310", + "issue:43064|issue:44492", "issue:43010|issue:45278", "issue:44075|issue:46365", "issue:44908|issue:46851", @@ -16914,241 +16981,241 @@ "issue:41669|issue:44246", "issue:43010|issue:45850", "issue:36296|issue:43575", - "issue:43010|issue:43976", - "issue:43618|issue:44077" + "issue:43618|issue:44077", + "issue:43010|issue:43976" ], - "prepared_review_unit_hash": "8f231cc51a5db70d901f45acb4bb31eb852a9ac32f5fe93398768c45896a9ace", + "prepared_review_unit_hash": "b1c6a0cf5c1e95a747ef8da4f785f46f0a8763d5e5883464755b24b972afdcb9", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37511, - "estimated_input_tokens": 9378, - "estimated_eval_tokens": 19012 + "serialized_chars": 37544, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly contains unrelated model-specific regressions, import failures, and environment/version-compatibility issues. The broadest representative issue is the 5.5.0 upgrade/import-regression report, but the soft pairs do not look like true duplicates of one another.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45278 is the broadest and most cluster-representative report: a 4.57.0->5.5.0 upgrade causing many import errors. Most other items are narrower per-model or per-environment bugs, so this is the best anchor for the cluster.", + "summary": "This is a loose similarity cluster, not a true duplicate set: the items span unrelated import, config, save/load, training, chat, and performance regressions. None of the soft pairs are safe duplicate merges.", + "confidence": 0.81, + "canonical_issue_reason": "No safe canonical issue: the titles cover multiple unrelated bug families, so merging them would overfit the similarity signal.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most generally applicable user-facing regression in the set and the clearest summary of the cluster\u2019s import-breakage theme.", + "best_issue_reason": "issue:36683 is the most connected issue in the set and a concrete bug report, but it still does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4 issues, but one is embedding-resize behavior and the other is bidirectional attention masking; different code paths and fixes." + "reason": "Same model family, but different bugs: embedding resize vs attention masking." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different models and different missing attributes (`vocab_size` vs `fpn_position_embeddings`), so not the same bug." + "reason": "Different architectures and failures; both are missing attributes, not the same defect." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different symbols from different modules and likely different dependency regressions." + "reason": "Both are import errors, but from different removed symbols and packages." }, { - "left": "issue:44483", - "right": "issue:46369", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "One is a chat/completions request rejection issue; the other is an import conflict with `datasets`. No shared underlying bug." + "reason": "Unrelated model-specific issues: Flash Attention support vs GenerationConfig validation." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Flash Attention support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated failures." + "reason": "Both touch chat APIs, but one is request validation and the other template tokenization." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Loading with `base_model_prefix` and saving Pipeline objects are different APIs and different failure modes." + "reason": "Different loading/saving paths; one is base_model_prefix loading, the other pipeline serialization." }, - { - "left": "issue:43901", - "right": "issue:44655", + { + "left": "issue:44655", + "right": "issue:46050", "accept": false, - "reason": "Docs mismatch for `return_all_scores` is not the same as pipeline save/load failure." + "reason": "Both involve save/load, but pipeline saving and quantized roundtrip are distinct bugs." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 missing `vocab_size` and patchtsmixer `post_init` policy are unrelated config issues." + "reason": "Both mention config-ish issues, but they affect different model classes and checks." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Both are Python-version compatibility problems, but they affect different versions and likely different root causes." + "reason": "Different checkpoint/load failures with no shared code-path evidence." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "A sorted-state-dict load error is not the same as a broken Qwen3.5 checkpoint saved by `save_pretrained`." + "reason": "Both are Python-version compatibility problems, but for different releases and failure modes." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 and Gemma4 attention-mask construction are unrelated bugs." + "reason": "Different Gemma/Qwen problems: label propagation versus attention-mask construction." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Different models and different issues: attention masking versus head-dimension validation." + "reason": "Both are config-related, but one is attention behavior and the other head-dim validation." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions output regression and Qwen3.5 checkpoint-saving regression are separate code paths." + "reason": "Different model families and different save/load regressions." }, { "left": "issue:43208", "right": "issue:46829", "accept": false, - "reason": "xLSTM training bugs and VideoPrism hidden-state output mismatch are unrelated." + "reason": "Completely different subsystems: xLSTM training bugs vs VideoPrism output wiring." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Missing `vocab_size` in Gemma3Config and missing `pad_token_id` in Llama4Config are different model/config bugs." + "reason": "Both are missing-config-field reports, but for different models and attributes." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Different missing/propagation fields in different model families; not the same underlying defect." + "reason": "Same broad config theme, but not the same missing field or failure path." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate-time `decoder_attention_mask` bug and tensor-parallel training bug are unrelated." + "reason": "Different failures: generation mask initialization vs tensor-parallel training." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." + "reason": "Both are from_pretrained issues, but on different models and missing-state behavior." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE `from_pretrained` error are different loading bugs." + "reason": "Optimizer state corruption and a cache-strategy typo are unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache `update()` no-grad semantics and broad import errors after upgrade are different problems." + "reason": "Cache update no-grad semantics and broad import errors are separate problems." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer SGD args being ignored is unrelated to a `Trainer` import conflict caused by `datasets`." + "reason": "Optimizer argument handling and Trainer import failure are unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs being dropped and Qwen3.5 variable-length position_ids handling are unrelated." + "reason": "Scheduler kwargs handling and variable-length position_ids are different code paths." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate mask bug and tokenizer-loading regression are different failure modes." + "reason": "Bart generation mask bug and tokenizer-loading regression do not match." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both involve Python/import problems, but one is compiled-file handling and the other is `torch.jit.script` parsing with comments; not the same bug." + "reason": "Both are import-related, but compiled Python errors and torch.jit parsing are distinct." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 loading failure and `PretrainedConfig` type-checking breakage are distinct regressions." + "reason": "Python 3.14 load failure and type-checking breakage are different regressions." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Sorted state-dict loading and Gemma pipeline roundtrip failure are unrelated serialization bugs." + "reason": "Different model roundtrip bugs: state_dict ordering versus Gemma pipeline roundtrip." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3 config attribute loss and FSDP2 optimizer-state corruption are unrelated." + "reason": "Config attribute missing versus distributed optimizer-state mismatch; no shared bug." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "A load-order/state-dict issue is not the same as a silently dropped config field in Qwen3.5 vision config." + "reason": "Different config/loading problems in unrelated model families." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test flakiness from missing seeds and xdist worker file races are different test infrastructure problems." + "reason": "Both are test flakiness, but one is seeding and the other xdist file races." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Import-* cleanup causing slower import and intermittent slow imports may be related in theme, but the reports do not point to the same concrete root cause." + "reason": "Performance-related, but one is a concrete import-star cleanup and the other is a vague slow-import report." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Cache no-grad decoration and a vague \"breaks too many models\" report are not the same bug." + "reason": "Specific cache update semantics versus a generic complaint about v5 breakage." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and TP causing OOM on model load are not the same underlying issue." + "reason": "Both mention parallelism, but tensor-parallel training and TP load OOM are different defects." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "No-grad cache updates and Python-version compatibility are unrelated." + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "CLIP output regression and patchtsmixer post-init policy are unrelated model-specific issues." + "reason": "Cache update semantics and Python-version support are unrelated." } ] }, @@ -17170,7 +17237,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:28282", "issue:29870", @@ -17234,8 +17301,8 @@ "issue:43502|issue:44062", "issue:44734|issue:46617", "issue:43723|issue:44556", - "issue:44387|issue:44556", "issue:44222|issue:45125", + "issue:44387|issue:44556", "issue:43824|issue:46617", "issue:43502|issue:44485", "issue:43874|issue:46617", @@ -17244,10 +17311,10 @@ "issue:45125|issue:45478", "issue:30333|issue:33453", "issue:44355|issue:44749", - "issue:42548|issue:44351", "issue:45125|issue:45375", - "issue:43010|issue:43232", + "issue:42548|issue:44351", "issue:46664|issue:46726", + "issue:43010|issue:43232", "issue:43502|issue:44961", "issue:30990|issue:31795", "issue:43502|issue:44222", @@ -17257,20 +17324,20 @@ "issue:29870|issue:31795", "issue:44355|issue:45071" ], - "prepared_review_unit_hash": "e02a065a2832e85e0b30d7ffd9842f163cfe30ad2b78587534a8721d66f9f3e9", + "prepared_review_unit_hash": "4b53b9a0a2d4c5d0f31653fcbf10c67122a540bb4f63b67968dfaea53d3f1636", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37606, + "serialized_chars": 37605, "estimated_input_tokens": 9402, "estimated_eval_tokens": 19060 }, @@ -17279,198 +17346,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs only share broad v5/loading/model-family vocabulary and do not describe the same underlying bug or change.", - "confidence": 0.77, - "canonical_issue_reason": "No single issue truly fits the whole cluster because it spans unrelated import errors, loading regressions, generation bugs, docs, and model-specific fixes. If one issue must anchor the cluster, issue:43723 is the clearest representative of the common loading-regression subset.", + "summary": "These items are mostly unrelated Transformers issues spanning loading, generation, docs, quantization, CI, and model-specific regressions. None of the soft-edge pairs look like true duplicates of the same concrete bug/change, so all soft edges are rejected. No PRs are present in the input.", + "confidence": 0.63, + "canonical_issue_reason": "issue:46617 is the best cluster anchor: it is a concrete, user-facing loading-from-cache regression with broad relevance to the nearby loading-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the most concrete and broadly recognizable user-facing loading regression, but it still does not cover most of the other items in the cluster.", + "best_issue_reason": "issue:46617 is the clearest and most actionable issue among the set, with a specific failure mode and current relevance.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5/MoE loading problems, but one is missing embed_tokens weights while the other is a broader from_pretrained error; not the same bug." + "reason": "Both are from_pretrained failures, but they affect different model families and different loading paths." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "These involve loading/saving state_dict-like data, but one is a sorted state_dict load error and the other is incorrect visual-encoder keys during save_pretrained; different failure modes." + "reason": "One is a state_dict loading bug; the other is an incorrect save_pretrained key regression for a different model." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "AutoModel missing PyTorch and tokenizer-loading regression are unrelated issues with different root causes." + "reason": "Importing AutoModel without PyTorch and tokenizer loading regressions are unrelated failures." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIPOutput attentions not assigned and CLIP text-model structure inconsistency are different API regressions." + "reason": "Different symbols and behavior changes; one is missing CLIP attentions, the other is a structural model-class divergence." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A missing ReLU in the DSA indexer and divergence in DeepseekV3MoE are unrelated code paths." + "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky test due to missing set_seed is unrelated to a Phi-4 multimodal loading failure." + "reason": "A flaky test due to missing set_seed is unrelated to a Phi-4 multimodal loading error." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Test nondeterminism in Sam HQ is not the same as GraniteSpeech's stale device override failure." + "reason": "Test flakiness from missing seeds is unrelated to a stale device override CI failure." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Seed-related test flakiness and broken auto_mappings references are different problems." + "reason": "Missing set_seed in a test is unrelated to auto_mappings references breaking CI." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 and SmolVLM num_frames semantics are unrelated." + "reason": "Tokenization-space behavior in v5 and num_frames semantics in a video processor are different issues." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only leaking requests and the AddedToken special-argument TypeError are different bugs." + "reason": "A local_files_only network leak and an AddedToken kwarg collision are different bugs." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation indexing in transformers serve and trust_remote_code cache loading are not the same underlying issue." + "reason": "KV-cache continuation indexing in serve and cache loading FileNotFoundError are different code paths." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading via AutoTokenizer and the other is checkpoint reload compatibility after upgrading to v5; too different to merge." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload after upgrade; not the same concrete bug." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "int4 quantization OOM and checkpoint reload failure are distinct symptoms and code paths." + "reason": "FP8 save_pretrained for MoE and missing tensor-parallel plan metadata are distinct problems." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "FP8 save_pretrained issues and missing _tp_plan for tensor parallelism are separate model-parallel bugs." + "reason": "Int4 quantization memory growth leading to OOM is unrelated to checkpoint reload failures after upgrade." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Qwen2.5-VL import failure and trust_remote_code cache FileNotFoundError are unrelated import/load problems." + "reason": "A missing Qwen2_5_VL import and a trust_remote_code cache FileNotFoundError are different failures." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "A network request despite local_files_only and GLM-5 RoPE implementation discussion are not the same bug." + "reason": "A local_files_only leak is unrelated to GLM-5 RoPE implementation discussion." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing get_number_of_image_patches in an image processor and cache FileNotFoundError are unrelated." + "reason": "A missing image-processor helper and a cache FileNotFoundError are unrelated." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "@torch.no_grad decoration for cache/layer update methods is unrelated to Sam3PixelDecoder's dummy Conv2d." + "reason": "A no_grad decoration request for cache updates is unrelated to the Sam3PixelDecoder dummy Conv2d issue." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "A broken transformers env CLI command and changed AttentionInterface.register behavior are different problems." + "reason": "Broken `transformers env` output and AttentionInterface.register behavior changes are different issues." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is missing tensor-parallel metadata and the other is a from_pretrained loading error; not the same issue." + "reason": "Both concern Qwen3.5 Moe loading/parallelism, but one is missing _tp_plan and the other is a broader from_pretrained regression." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow run-reporting after failure and tokenizer loading regression are unrelated." + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regressions." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a performance regression after upgrading to v5.3.0 are not the same bug." + "reason": "Compiled Python file errors and a data-filtering slowdown after upgrade are different symptoms." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel planning and a dropped vision-config field are different Qwen3.5 issues." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Cannot import PreTrainedModel and cannot import HybridCache are different missing-symbol import errors." + "reason": "Different import errors for different top-level symbols; not the same missing-export bug." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Inconsistent num_frames semantics and missing backend reporting are related to vision processors but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different metadata/config regressions." + "reason": "Both touch generation/cache internals, but one is about no_grad decoration and the other is a sync_gpus model-kwargs update bug." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "local_files_only network leakage has nothing to do with the unrelated 'racoon' issue." + "reason": "A network leak during local-only loading and an unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs and forward-doc confusion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network requests and FP8 MoE save_pretrained are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still mentioning pipeline() and the unrelated 'racoon' issue are not duplicates." + "reason": "Docs still referencing pipeline() and an unrelated 'racoon' issue are not duplicates." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow failure reporting and tensor-parallel training bugs are different subsystems and failures." + "reason": "MLFlow failure reporting and tensor-parallel training bugs affect different subsystems." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading breakage and checkpoint reload incompatibility after v5.2/5.3 are related only at a very broad version-regression level, not the same concrete bug." + "reason": "Qwen3.5 VL loading breakage and a general v4.57-to-v5 reload failure are different model/version regressions." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A generate()-time UnboundLocalError in BART and a documentation confusion about input_ids/past_key_values are different issues." + "reason": "A generate()-time UnboundLocalError and documentation confusion around forward arguments are unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors and PretrainedConfig type-checking regressions are unrelated." - }, - { - "left": "issue:46664", - "right": "issue:46726", - "accept": false, - "reason": "SmolVLM num_frames semantics and AutoProcessor's missing-vision-backend error are different multimodal processing issues." + "reason": "Compiled-file runtime errors and PretrainedConfig type-checking regressions are different problems." } ] }, @@ -17492,7 +17577,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:31795", "issue:33453", @@ -17560,11 +17645,11 @@ "issue:46143|issue:46144", "issue:43475|issue:46617", "issue:44222|issue:44230", - "issue:41628|issue:42548", "issue:44315|issue:46209", + "issue:41628|issue:42548", "issue:44485|issue:46664", - "issue:45362|issue:45850", "issue:43673|issue:44492", + "issue:45362|issue:45850", "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:44360|issue:46664", @@ -17579,20 +17664,20 @@ "issue:44556|issue:45092", "issue:44492|issue:45850" ], - "prepared_review_unit_hash": "6ce45767b63acda0fa87ede7a0e1b92e2fac8392317da11eb63284e4fb032f91", + "prepared_review_unit_hash": "122132ce1fa6ff1cfc0ff42277722adb0ceafe7c6db38ff1f9674e53aa4d3059", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 36843, + "serialized_chars": 36841, "estimated_input_tokens": 9211, "estimated_eval_tokens": 18678 }, @@ -17601,210 +17686,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by Transformers v5-era regressions around loading, imports, cache/init behavior, and a few model-specific bugs, but the soft pairs are mostly different concrete failure modes rather than true duplicates. The broadest representative issue is the general \"Since 5.0 version it breaks too many models\" report.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45850 is the best umbrella representative: it captures the broad v5 regression theme shared across many of the reports, whereas most other issues are narrower single-symptom cases.", + "summary": "Mostly unrelated regression/import/model-loading issues around Transformers v5; no soft pair looks like a true duplicate, and the only plausible umbrella is the broad v5-breakage report.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the shared v5 regression theme, even though it is too vague to be a precise duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "It is the most general and cluster-wide description of the underlying pattern here, making it the best anchor for duplicate triage across the mixed set of v5 breakages.", + "best_issue_reason": "Issue 45850 is the best cluster representative because it summarizes the overall \"v5 breaks many things\" pattern, but it is broad rather than a concrete repro.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is a model-loading failure for a specific Llama vision checkpoint; different code paths." + "reason": "Both are loading problems, but one is tokenizer loading and the other is a specific Llama 3.2 vision model-loading regression." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "One is about errors running compiled Python files; the other is about pipeline save_pretrained missing support/files. Different bugs." + "reason": "These are different save/load failures: compiled Python file execution vs missing files when saving a Pipeline." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Importing is_offline_mode from huggingface_hub and the broken transformers env command are unrelated surfaces." + "reason": "One is an external import break from huggingface_hub, the other is a broken transformers env command in v5." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "The env command regression and the PretrainedConfig type-checking breakage are separate v5 issues with different code paths." + "reason": "A broken CLI command and a PretrainedConfig type-checking regression are different failures and code paths." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are not the same underlying bug." + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are unrelated issues." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward is not the same as an ImportError for layer_type_validation." + "reason": "Documentation confusion about forward args is not the same as an ImportError for layer_type_validation." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env CLI command and missing Qwen2.5-VL export are distinct failures." + "reason": "The env CLI regression is unrelated to the missing Qwen2_5_VLForConditionalGeneration import." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The left issue is a non-descriptive placeholder; the right is a Gemma-4 audio positional encoding bug." + "reason": "No meaningful overlap; one title is nonsensical and the other is a Gemma audio positional-encoding bug." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue do not match." + "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue are not the same bug." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are both loading-related, but they are different failure modes and code paths." + "reason": "Missing HybridCache import and trust_remote_code cache FileNotFoundError are different import/cache failures." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "A scheduler kwargs bug and an unrelated placeholder issue are not duplicates." + "reason": "A scheduler kwargs bug is unrelated to the placeholder issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training and TextClassificationPipeline docs about return_all_scores are unrelated." + "reason": "Tensor parallel training and TextClassificationPipeline docs mention different subsystems and different problem types." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "A broken transformers env command and Python 3.14 load failure are separate compatibility issues." + "reason": "Broken v5 CLI behavior is unrelated to Python 3.14 import/load failures." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both involve RoFormer, but one is missing kwargs passthrough and the other is attention-interface usage; related area, not the same concrete bug." + "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention interface usage; not the same bug." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 video output attribute access and trust_remote_code cache loading are unrelated." + "reason": "A missing attribute in SAM 3 video outputs is not the same as cache-loading FileNotFoundError." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained support and FP8 inference support are different operations and likely different fixes." + "reason": "These are both FP8-related, but one is save_pretrained behavior and the other is inference support; different changes." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Both are top-level import errors, but they concern different symbols and likely different export regressions." + "reason": "Liger Kernel application and B200 FP8 inference are separate code-path problems." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Liger Kernel application during model_init and B200 FP8 inference failure are unrelated issues." + "reason": "Both are import errors, but they affect different symbols and likely different packaging regressions." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are completely different model bugs." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated model-specific bugs." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "A specific Qwen3.5 chat crash is not the same as the broad claim that v5 breaks many models." + "reason": "A missing GenerationMixin cache in chunked_prefill is not the same as a typo in cache strategy docs/code." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Chunked_prefill cache missing and a typo in cache strategies are different cache-related problems." + "reason": "A specific Qwen3.5 chat crash is a concrete repro; the other is only a broad summary of many breakages." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading malfunction and the undefined tf backend error from tensorboard-only installs are unrelated." + "reason": "Lazy loading and a TensorBoard-without-TensorFlow backend error are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing files in processor.save_pretrained is not supported by the vague placeholder report." + "reason": "The processor.save_pretrained bug is concrete, while the other issue has no meaningful content." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "A DSA indexer ReLU discussion and video num_frames semantics do not describe the same bug." + "reason": "The DSA/ReLU discussion and SmolVLM num_frames inconsistency are different topics." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and missing _tp_plan for tensor parallelism are related only by model family, not the same code-path problem." + "reason": "Qwen3-VL-Moe behavior and missing _tp_plan for Qwen3_5Moe are distinct tensor-parallel/model issues." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading and unsafe sys.modules access are different initialization issues." + "reason": "Lazy loading problems and unsafe sys.modules access are related only at a very broad implementation level, not the same bug." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL 2D box output errors and Qwen3.5 infinite-loop behavior are distinct symptoms." + "reason": "Both involve Qwen3-VL/Qwen3.5-VL outputs, but one is bbox hallucination and the other is an infinite-loop bug on a specific image." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A Qwen3-VL output bug and PretrainedConfig type checking are unrelated." + "reason": "A vision-model output bug is not the same as a config type-checking regression." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "The env command regression and old-checkpoint reload failure after upgrade are separate v5 breakages." + "reason": "Broken env command and checkpoint reload failures are different v5 regressions." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Removing import * from models and the GenerationMixin cache bug are not the same underlying issue." + "reason": "Removing import * from models and a missing GenerationMixin cache are unrelated fixes." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad generic v5-breakage report." + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad v5 breakage report." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a different concrete config regression from the umbrella v5 issue." + "reason": "StableLmConfig missing pad_token_idx is a specific model config regression, not the same underlying issue." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 upgrade incompatibilities, but one is checkpoint reload failure and the other is remote-code/meta-init incompatibility." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is too specific and unrelated to the generic \"many models break\" report." + "reason": "A typo in cache strategies is too specific and does not match the broad v5 breakage report." } ] }, @@ -17826,7 +17917,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:31795", "issue:33453", @@ -17879,21 +17970,21 @@ ], "soft_pairs": [ "issue:45278|issue:45850", - "issue:44230|issue:46095", "issue:42371|issue:44492", + "issue:44230|issue:46095", "issue:41669|issue:46218", "issue:43408|issue:44315", - "issue:42890|issue:44908", "issue:44246|issue:44273", + "issue:42890|issue:44908", "issue:43576|issue:44908", "issue:43352|issue:44393", "issue:43976|issue:44393", "issue:44908|issue:45071", - "issue:44297|issue:45230", "issue:44295|issue:45230", + "issue:44297|issue:45230", "issue:44704|issue:44908", - "issue:41669|issue:44351", "issue:44492|issue:46328", + "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:43976|issue:45850", "issue:44393|issue:45478", @@ -17923,292 +18014,298 @@ "issue:43606|issue:45468", "issue:44261|issue:45468" ], - "prepared_review_unit_hash": "8ceb91400edc3d15e5245d181ccd36e5dfe732a6f5c855311887036e209bfb90", + "prepared_review_unit_hash": "8089d1fc77e9e16ac2fc80f393848381e7cf02feaea8f3bf1a2c6970c26a2f64", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 44, - "serialized_chars": 40223, - "estimated_input_tokens": 10056, - "estimated_eval_tokens": 20368 + "serialized_chars": 40220, + "estimated_input_tokens": 10055, + "estimated_eval_tokens": 20366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy mix of largely unrelated loading/import/model-support issues plus a few doc, test, and config bugs. None of the soft pairs looks like the same concrete fix, so they should remain separate.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43502 is the most concrete and actionable load-time bug in the set (unexpected API requests despite local_files_only=True) and best fits the cluster\u2019s recurring loading/import theme, even though the overall cluster is heterogeneous.", + "summary": "This cluster is highly heterogeneous: docs, tokenizer/loading, model-specific bugs, scheduler/config issues, and performance regressions are mixed together. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them or pick a single canonical artifact.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue is a clear canonical representative because the cluster spans many unrelated problems across different features and models.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43502 is the strongest single representative for triage because it describes a specific reproducible bug with clear behavior and likely remediation path.", + "best_issue_reason": "No issue is suitable as a global best canonical target; the items are too diverse to safely consolidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad version-regression complaints, but they describe different scopes and likely different root causes." + "reason": "Both are broad upgrade-regression reports, but one is about many import errors and the other about many models breaking; too generic to be the same concrete bug." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "One is fp8 inference support for Qwen3-VL/Qwen3.5 MoE; the other asks about DeepSeek-V4 weight conversion. Different changes." + "reason": "TF32 behavior settings vs a cache-strategy typo are unrelated issues." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "TF32 settings guidance and a cache-strategy typo are unrelated bugs." + "reason": "FP8 inference support request and a DeepSeek-V4 weight-conversion question are different tasks, not the same bug." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-* performance cleanup and a missing Qwen3_5ForCausalLM import are different code-path problems." + "reason": "Import-* import-time slowdown and a missing Qwen3_5 module import error are different failure modes." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type mismatch warning and Liger Kernel not applied with model_init are unrelated issues." + "reason": "SAM3 tracker/model-type warning and Liger Kernel not applying with model_init are unrelated code paths." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Missing set_seed in SAM HQ tests and inverse_sqrt scheduler kwargs handling are not the same bug." + "reason": "Both mention loading/import behavior, but one is intermittent import slowness and the other is lazy-loading broken; not the same bug." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Both mention loading/import behavior, but one is intermittent import slowness and the other is lazy-loading malfunction; not enough to treat as one fix." + "reason": "Test seeding flakiness in SAM-HQ and an inverse_sqrt scheduler kwargs bug are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken transformers env command and scheduler kwargs are unrelated." + "reason": "A broken transformers env command and scheduler kwargs handling are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support missing for Nemotron vs Qwen3-VL 2D bbox hallucination: different subsystems." + "reason": "Nemotron Flash Attention 2 support error and Qwen3-VL bounding-box hallucination are distinct model-specific issues." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + "reason": "Python-version compatibility and Qwen3-VL 2D bbox output are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs ignored and PretrainedConfig type checking breakage are different issues." + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are separate bugs." }, { - "left": "issue:44297", + "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch and a generic bug report are not the same concrete defect." + "reason": "A position_ids buffer access error and a generic bug report do not match the same underlying issue." }, { - "left": "issue:44295", + "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error is distinct from an unspecified bug report." + "reason": "Tokenizer_class mismatch in save_pretrained and a generic bug report are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs passthrough and scheduler kwargs handling are different code paths." + "reason": "AutoProcessor kwargs forwarding to cached_file and scheduler kwargs are different subsystems." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Import-star cleanup causing slow imports is unrelated to a missing HybridCache export." + "reason": "Cache-strategy typo versus SequenceFeatureExtractor.pad conversion overhead are unrelated." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad list conversion are unrelated." + "reason": "Import-* slowdown and missing HybridCache import are not the same bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import cleanup/performance and a testing_utils bug do not share the same underlying fix." + "reason": "Import-time slowdown and a small testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python-version compatibility and broad model breakage are too general to be the same bug." + "reason": "Both are version-regression complaints, but one is Python support and the other is broad model breakage; too vague to unify." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bbox hallucination/output error and Qwen3.5 MoE from_pretrained error are different failures." + "reason": "Different Qwen3-VL / Qwen3.5 model failures with no concrete shared code path." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support regression and missing Qwen3_5 import are unrelated." + "reason": "Python compatibility and a module import failure are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init gating and tied-weight key AttributeError are different issues." + "reason": "Optional post_init policy and a tied-weights AttributeError are different issues." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward and tokenizer loading regression are not the same bug." + "reason": "Documentation confusion about forward arguments and tokenizer loading regression are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading malfunction are separate features/issues." + "reason": "Broken env command and lazy loading not working are both v5-era complaints, but not the same concrete bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and flash_attention_3 training degeneration are unrelated code paths." + "reason": "Liger Kernel application with model_init and flash_attention_3 causing degenerate training are different code paths." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are different models/features." + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding calculation are different processor bugs." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading malfunction and scheduler kwargs handling do not match." + "reason": "Lazy loading failure and scheduler kwargs are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained issue and tied-weight key AttributeError are unrelated." + "reason": "Pipeline save_pretrained missing files and tied-weight key handling are different save/model internals." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "transformers env breakage and missing Qwen3_5 import are different failures." + "reason": "Broken env command and missing Qwen3_5 module import are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error have no concrete shared root cause." + "reason": "A placeholder bug report and a specific Qwen3.5 MoE from_pretrained error are not the same issue." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are unrelated model components." + "reason": "Qwen3VL timestamp handling and GLM-5 RoPE implementation are distinct model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star slowdown and Qwen3ForCausalLM VRAM leak in dataloader threads are different bugs." + "reason": "Import-time slowdown and VRAM leak in multithreaded dataloading are different problems." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation wording and Llama 3.2 model loading regression are not the same issue." + "reason": "Docs confusion in model.forward and a Llama 3.2 loading regression are unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating and a deepseek-v4 tensor transpose bug are separate problems." + "reason": "Both are DeepSeek-V4 related, but one is gating logic and the other is a tensor dtype/transpose bug; not the same fix." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in threaded loading and GLM-5 RoPE implementation are unrelated." + "reason": "VRAM leak with dataloader threads and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different model implementations." + "reason": "GLM-5 RoPE and Gemma-4 positional encoding are different model implementations." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are unrelated." + "reason": "Local-files-only still triggering requests and timestamp calculation in Qwen3VL are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and a Qwen3 VRAM leak do not share a concrete fix." + "reason": "TF32 behavior settings and VRAM leak in multithreaded loading are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad version breakage and a missing Qwen3_5 import are not the same underlying bug." + "reason": "Broad 'many models break' regression and a specific Qwen3_5 import failure are not the same concrete bug." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Qwen3VL timestamp calculation and processor.save_pretrained missing files are different processor bugs." + "reason": "Qwen3VL timestamp calculation and processor.save_pretrained missing files are different processor-related issues." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer and Gemma-4 audio positional encoding are unrelated." + "reason": "GlmMoeDsaIndexer split-return behavior and Gemma-4 positional encoding are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + "reason": "CPU offload device mismatch in bark-small and Gemma-4 positional encoding are unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue and Gemma-4 audio positional encoding are different bugs." + "reason": "MLA q_a_layernorm eps handling and Gemma-4 positional encoding are different implementation bugs." } ] }, @@ -18230,7 +18327,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-491", + "cluster_id": "cluster-10000-492", "nodes": [ "issue:28348", "issue:29870", @@ -18288,8 +18385,8 @@ "issue:31515|issue:38617", "issue:43572|issue:44861", "issue:43525|issue:44861", - "issue:44230|issue:44623", "issue:28348|issue:43352", + "issue:44230|issue:44623", "issue:29870|issue:31515", "issue:30333|issue:31515", "issue:31515|issue:36296", @@ -18309,250 +18406,250 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "b2da4357ccb930fe593172edc9d26a328a09dc0613ca5509ab20614244438407", + "prepared_review_unit_hash": "8f5a8724941a246822a755261fe83a28c7b604b029326edbdaa4896d6dc5ba16", "component_budget": { - "node_count": 491, - "item_count": 491, - "soft_pair_count": 1812, - "serialized_chars": 938878, - "estimated_input_tokens": 234720, - "estimated_eval_tokens": 469696 + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 }, "budget": { "node_count": 39, "item_count": 39, "soft_pair_count": 35, - "serialized_chars": 32289, - "estimated_input_tokens": 8073, - "estimated_eval_tokens": 16402 + "serialized_chars": 32285, + "estimated_input_tokens": 8072, + "estimated_eval_tokens": 16400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated issue reports. Only one soft pair looks like a true duplicate-like relationship: the Flash Attention 2.0 feature request for GPT2 is a narrower instance of the broader Flash Attention 2.0 request. The rest are too different in model, symptom, or code path to merge.", - "confidence": 0.49, - "canonical_issue_reason": "Issue 45250 is the cleanest umbrella for the only credible duplicate pair: it is the broader Flash Attention 2.0 feature request, while 28348 is the GPT2-specific version.", + "summary": "This set is mostly heterogeneous and not a true duplicate cluster. Only the Flash Attention 2.0 request pair looks like the same underlying change; the rest span unrelated bugs, feature requests, and docs/questions. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45250 is the broadest Flash Attention 2.0 request and best matches the specific GPT2LMHeadModel FA2 support issue; the remaining items are too unrelated to serve as one canonical bug.", "canonical_pr_reason": null, - "best_issue_reason": "45250 is the most canonical issue in the set because it names the general change directly and can subsume the model-specific FA2 request.", + "best_issue_reason": "45250 is the cleanest representative issue in the set because it captures the general FA2 support request without being model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Different topics: continuous batching for audio models vs. DeepSeek-V4 weight conversion guidance." + "reason": "Audio continuous batching vs DeepSeek-V4 weight-conversion script are unrelated problems." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Both are Qwen3VL/Qwen3 issues, but one is a timestamp bug and the other is a VRAM leak; different code paths." + "reason": "Timestamp calculation in Qwen3VL processor is unrelated to a multi-thread VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols/modules; not the same underlying failure." + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are different import failures." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support request vs. module import failure; unrelated bugs/changes." + "reason": "Nemotron Flash Attention 2.0 support and a Qwen3_5 import error are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but the reported symptoms and likely fixes differ too much to treat as duplicates." + "reason": "Both mention tokenizer v5, but one is a broad behavior regression and the other is a specific decoder-type bug; not the same concrete issue." }, { "left": "issue:28348", "right": "issue:45250", "accept": true, - "reason": "Same feature request area; 45250 is the broader Flash Attention 2.0 umbrella and 28348 is the GPT2-specific instance." + "reason": "Both are Flash Attention 2.0 support requests; 45250 is the generic umbrella and 28348 is the GPT2LMHeadModel-specific instance." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs. irrelevant/nonsensical issue title; no shared underlying change." + "reason": "Scheduler keyword handling and an unrelated spam/placeholder issue are not duplicates." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs. unrelated title; not a duplicate." + "reason": "Cache-strategy typo and the unrelated placeholder issue do not match." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIP attentions regression and an unrelated issue; no overlap in bug or fix." + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "One is not a meaningful technical issue; the other is a broad version-5 breakage complaint." + "reason": "The placeholder issue and the generic 'breaks too many models' complaint are not the same bug." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure vs. unrelated title; different problem." + "reason": "Python 3.14 import failure is unrelated to the placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different crashes in different subsystems: tied-weights helper vs. chat template handling." + "reason": "Tied-weights AttributeError and chat-template tool-call crash are different code paths and failures." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowness vs. import error; unrelated." + "reason": "Slow from_pretrained checkpoint loading and a missing layer_type_validation import error are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx config field vs. tied-weights helper crash; different bug." + "reason": "Missing pad_token_idx after v5 update and tied-weights AttributeError are different bugs." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id AttributeError vs. tied-weights helper crash; unrelated." + "reason": "Llama4Config missing pad_token_id and tied-weights key handling are not the same issue." }, { - "left": "issue:44230", - "right": "issue:44623", + "left": "issue:28348", + "right": "issue:43352", "accept": false, - "reason": "FP8 inference support request vs. processor.save_pretrained missing files; different areas." + "reason": "Both are FA2 support requests, but for different models and code paths; not enough evidence of one underlying duplicate." }, { - "left": "issue:28348", - "right": "issue:43352", + "left": "issue:44230", + "right": "issue:44623", "accept": false, - "reason": "Both are Flash Attention 2.0 related, but for different models and different code paths." + "reason": "FP8 inference support and missing processor save files are unrelated." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() mask bug vs. slow from_pretrained loading; unrelated." + "reason": "Bart generate() decoder mask crash and slow checkpoint loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed jobs vs. checkpoint loading speed; no shared fix." + "reason": "MLflow run-finalization on failure and checkpoint loading performance are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load slowness vs. tensor-parallel training bug; different issues." + "reason": "from_pretrained loading speed and tensor-parallel training bugs are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance issue vs. forward-API documentation confusion; not the same bug." + "reason": "Checkpoint loading speed and documentation confusion about inputs/past_key_values are not duplicates." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request vs. from_pretrained error for Qwen3.5 MoE; related model family but different concrete problem." + "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained error are different issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching vs. FP8 Qwen3-VL/MoE support; unrelated." + "reason": "Continuous batching for audio models and FP8 inference support are unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Different model implementations and different defects; not mergeable as one bug." + "reason": "Mamba init_weights behavior and RoFormer attention-interface implementation are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value regression vs. DeepSeek-V4 gating behavior; unrelated model bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 gating are unrelated model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Config type hint issue vs. tokenizer regex warning regression; different fixes." + "reason": "A type-hint issue in ModernBERTConfig and a tokenizer regex warning regression are different problems." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value bug vs. kwargs not forwarded to loss function; different code paths." + "reason": "ignore_value usage in Mask2Former and kwargs not forwarded to loss calculation are unrelated." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs bug vs. RoFormer attention interface issue; unrelated." + "reason": "Loss kwargs forwarding and RoFormer attention interface are different code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Model-specific ignore_value bug vs. tokenizer warning regression; no duplicate relation." + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Model-specific ignore_value bug vs. RoFormer attention interface issue; unrelated." + "reason": "Mask2Former ignore_value handling and RoFormer attention implementation are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Different model/config typo issues with no shared underlying bug." + "reason": "Mask2Former ignore_value handling and a quantization-operation typo are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding vs. ModernBERT type-hint typo; unrelated." + "reason": "Loss kwargs forwarding and a ModernBERTConfig type-hint issue are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type hint typo vs. quantization-operation typo; separate documentation/code issues." + "reason": "ModernBERTConfig type hint and quantization typo are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Question about Llama4 normalization semantics vs. ModernBERT type hint; unrelated." + "reason": "Llama4TextL2Norm RMS-norm question and ModernBERTConfig type hint are unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Model behavior bug vs. ModernBERT config typing issue; not duplicates." + "reason": "Mask2Former ignore_value handling and ModernBERTConfig type hint are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft pair is a conservative duplicate-like match: 45250 is the broader Flash Attention 2.0 umbrella and 28348 is the GPT2-specific support request. The remaining rejections are mostly well-justified by distinct models, symptoms, or subsystems." + "feedback": "Grounded overall: the packet is largely heterogeneous, and the summary correctly notes there are no PRs. The only soft accept (28348 \u2194 45250) is plausibly conservative because both are Flash Attention 2.0 support requests, with one being the generic umbrella and the other a model-specific instance." }, "evaluator_used": true, "retried": false, @@ -18582,7 +18679,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "48ee5596d695eda68d42b5d77f4b889a04e176a579d6a881cc4411433dda9166", + "prepared_review_unit_hash": "f28e583127d842b734a302ddc0b549fa6559f6cbf3bba3b8998b3e849925a067", "component_budget": { "node_count": 3, "item_count": 3, @@ -18604,30 +18701,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates; they span three different feature requests in unrelated parts of the library. The only commonality is broad similarity in being enhancement requests.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits the cluster: #10519 is about tokenizer truncation behavior, #11005 about ReduceLROnPlateau-like scheduling, and #11307 about Wav2Vec2 word time offsets.", + "summary": "These three issues are unrelated feature requests across different subsystems (tokenization truncation, learning-rate scheduling, and Wav2Vec2 word offsets). The similarity is superficial only; this is not a true duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No strong canonical issue exists because the items do not share the same underlying problem. If one must be chosen as a placeholder, issue 10519 is the most feature-request-like and has the most discussion, but it is not actually a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "#10519 is the clearest representative issue because it has the most concrete, self-contained feature request and the strongest problem statement, but it should not be treated as canonical for the other two.", + "best_issue_reason": "None of these issues is a good global representative for the cluster since they concern different code paths and different kinds of requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different features in different subsystems: token truncation policy vs. Wav2Vec2 word boundary timestamps." + "reason": "Different domains and different requested behavior: tokenizer truncation options vs Wav2Vec2 word boundary offsets. No shared bug or change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: truncation-from-beginning option vs. learning-rate scheduler functionality." + "reason": "Unrelated topics: truncation direction in preprocessing vs ReduceLROnPlateau-like scheduler functionality. They cannot plausibly be the same underlying issue." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different domains and code paths: scheduler behavior vs. extracting word start/end offsets from Wav2Vec2." + "reason": "Completely different features in different parts of the library; no common code-path problem or duplicate request." } ] }, @@ -18659,7 +18756,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "968bfa61d0f2eab34079f4e84bbd589e0779ccdbfcb86c579280ac756a81857a", + "prepared_review_unit_hash": "394d292143a71eded679dfdf6dedd2f3eaa72cb8f03d179ce6f9378f6381c2cf", "component_budget": { "node_count": 3, "item_count": 3, @@ -18681,24 +18778,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is heterogeneous: one issue is about Tapas tokenization, while the other two concern model loading/download failures. The two loading issues are only superficially similar; one is about private-model auth messaging and the other is a generic \"can't load bert-base-uncased\" report.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the model-loading side of the cluster, with the most generic symptom/title.", + "summary": "These three issues are only loosely related by NLP/model-loading theme, but they describe different bugs: TAPAS tokenization mismatch, unauthenticated private-model download error messaging, and inability to load bert-base-uncased. I would not deduplicate any of the soft pairs.", + "confidence": 0.81, + "canonical_issue_reason": "issue:16618 is the broadest user-facing failure in this cluster and is the most likely central representative of a model-loading problem, whereas the other two are more specific and unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best cluster representative because it is the most general \"can't load model\" report; the other issues are narrower or unrelated.", + "best_issue_reason": "issue:16618 is the best issue candidate because it is the most general and actionable of the three, with the clearest direct product impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different subsystem and failure mode from model loading." + "reason": "TAPAS tokenization divergence from TensorFlow is a tokenizer/implementation mismatch, not the same underlying bug as failing to load bert-base-uncased." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve loading, but one is specifically private-model auth/error messaging while the other is a generic bert-base-uncased load failure; not the same underlying bug." + "reason": "Both mention model loading, but 15980 is specifically about error handling for private-model downloads without login, while 16618 is a generic inability to load a public model; different failure modes and fixes." } ] }, @@ -18728,7 +18825,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "8261303413662699814303ba78250dce3631f6a6dcd489be6aafb3b214144940", + "prepared_review_unit_hash": "23084d92683fd6ff4b605c4419ecd9ceb4b0da34f6f1397bbf6bd31816136e83", "component_budget": { "node_count": 2, "item_count": 2, @@ -18750,18 +18847,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different community contribution feature requests in different areas: Flash Attention 2 support vs GGUF support. They are not duplicates and should remain separate.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: #26350 is about Flash Attention 2 support for more architectures, while #33260 is about GGUF support for more architectures; they target different code paths and feature sets.", + "summary": "These are two separate feature-tracking issues, not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the requests target different features/code paths (Flash Attention 2 vs GGUF) and are only loosely related by the same \u201cmore architectures\u201d phrasing.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a global duplicate representative because they describe separate enhancement requests rather than the same underlying bug or change.", + "best_issue_reason": "issue:26350 is slightly more central as the older, higher-activity tracker, but it is not a duplicate of 33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different features and implementation areas: Flash Attention 2 support vs GGUF support. Similar framing, but not the same underlying request." + "reason": "Different underlying changes: Flash Attention 2 support and GGUF support are separate feature requests, not the same bug or implementation." } ] }, @@ -18820,187 +18917,187 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "45296f57bddbe7294855db6de8ba104d8009e4dadc9fe69139095f8b57416c8d", + "prepared_review_unit_hash": "0a12f0d4da23c18093d7ec112eab53f040d055a00994bc98ad9dac148a1f5ff8", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13524, - "estimated_input_tokens": 3381, - "estimated_eval_tokens": 7018 + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13524, - "estimated_input_tokens": 3381, - "estimated_eval_tokens": 7018 + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly separate i18n translation-request issues for different languages. There are two true duplicate subgroups: the generic placeholder/template trio and the repeated Thai-title pair. The earlier canonical choice was overstated: issue:28936 is the most active concrete request, not issue:27088.", - "confidence": 0.86, - "canonical_issue_reason": "issue:28936 is the best canonical anchor because it is a concrete, well-specified translation request and has the highest discussion activity in the cluster; the other language-specific issues are separate requests, while the placeholder-style issues form their own duplicate subgroup.", + "summary": "This cluster mixes several separate translation-request issues. I see two true duplicate subgroups: the identical placeholder-template issues ([i18n-] Translating docs to ) and the exact same Thai-title issue pair. The Turkish, Spanish, and Romanian requests are similar in theme but are different language targets, so they are not duplicates of each other.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43834 is the earliest issue in the repeated placeholder-template subgroup and is the best anchor for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28936 is the strongest representative issue for the cluster overall: it is concrete, active, and clearly a real language-specific request rather than a template placeholder.", + "best_issue_reason": "It is the most central duplicate candidate: earliest of the identical placeholder-title issues and connected to multiple near-identical copies.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target languages; these are separate translation requests, not duplicates." + "reason": "Same broad translation-doc theme, but different language target; not the same underlying request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target languages; similar i18n theme, but not the same issue." + "reason": "Different language targets; similarity is only from the shared translation template." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request vs generic placeholder/template issue; not the same underlying bug or change." + "reason": "Turkish request vs generic placeholder request; not the same concrete issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages; these are distinct translation tasks." + "reason": "Different language targets, so this is not a duplicate bug/change." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation requests are separate issues." + "reason": "Turkish and Spanish translation requests are distinct issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request and generic placeholder/template issue are not the same item." + "reason": "Spanish request vs generic placeholder request; only the template is shared." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language request versus template-style placeholder issue; not duplicates." + "reason": "Different language target, so not the same underlying issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation requests are separate tasks." + "reason": "Spanish and Romanian translation requests are separate requests." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language request versus generic placeholder/template issue; not the same underlying issue." + "reason": "Different language target; shared wording is just the template." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request and template-style placeholder issue are not clearly the same underlying item." + "reason": "Romanian request vs generic placeholder request; not a duplicate." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different language request; similar topic only at the broad i18n level." + "reason": "Different language target; similar template text only." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request does not match the generic placeholder issue closely enough to merge." + "reason": "Romanian request and placeholder-template issue are not the same change." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different titles and no clear evidence they are the same translation request." + "reason": "Different language/request content; only loosely similar." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different titles and no clear indication of duplication." + "reason": "Different language/request content; not a concrete duplicate." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder/template title and near-identical issue content; this looks like a duplicate." + "reason": "Identical placeholder-template translation request; same underlying issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same placeholder/template title and effectively the same issue content." + "reason": "Same placeholder title/body pattern and same translation request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different titles and no strong evidence of the same underlying issue." + "reason": "Shared translation-template flavor, but the requested language/content differs." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different titles and no strong evidence of duplication." + "reason": "Shared template text only; the issue content is not the same." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Exact same placeholder-style issue, so this is a duplicate pair." + "reason": "Identical placeholder-template issue; these look like duplicates." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different titles and no clear same-language or same-request match." + "reason": "Not the same request; only the body template is similar." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different titles and no clear evidence of the same underlying issue." + "reason": "Not the same concrete issue; similarity is superficial." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different titles and no clear evidence they describe the same request." + "reason": "Different request content despite similar template structure." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different titles and no clear evidence they are duplicates." + "reason": "Different request content; not the same underlying bug/change." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title and matching metadata strongly indicate a duplicate issue." + "reason": "Exact same Thai-title issue, so this is a true duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Rejecting because the summary overstates the packet: canonical_issue_reason says issue:27088 has the most discussion activity, but issue:28936 has higher discussion_activity (11 vs 8). The rest of the clustering is mostly conservative and grounded, but this factual error is enough to reject." + "accept": true, + "feedback": "The cluster summary is grounded in the packet. The two duplicate subgroups are supported by near-identical titles/bodies and very high similarity scores, and the language-specific translation requests are conservatively left as non-duplicates. The canonical anchor choice for the placeholder-template subgroup is also consistent with the creation dates." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19065,6 +19162,7 @@ "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", @@ -19078,268 +19176,274 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "6d6933b4fe56d7b1f765210d42a81b313517f63e7766776dfe8a9e6777a5ab3c", + "prepared_review_unit_hash": "32fd12c1daf2661d7752feb0456197ab7c56cdc5eca9605c6d59e9a518e24807", "component_budget": { "node_count": 18, "item_count": 18, - "soft_pair_count": 39, - "serialized_chars": 23781, - "estimated_input_tokens": 5946, - "estimated_eval_tokens": 12148 + "soft_pair_count": 40, + "serialized_chars": 24151, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 }, "budget": { "node_count": 18, "item_count": 18, - "soft_pair_count": 39, - "serialized_chars": 23781, - "estimated_input_tokens": 5946, - "estimated_eval_tokens": 12148 + "soft_pair_count": 40, + "serialized_chars": 24151, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all broad model-request issues, but they refer to different concrete models or features. The similarity is topical rather than duplicate-level, so none of the soft edges should be merged.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical duplicate issue: the items request different models/features (e.g. EuroBert, RF-DETR, NeoBERT, Qwen3-TTS/ASR, Granite SWA+sink), so they are not the same underlying problem.", + "summary": "This cluster is dominated by distinct model-request issues (different models, modalities, or features), so the soft similarities are mostly generic \u201cadd support\u201d overlap rather than duplicates. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43671 is the most central, well-scoped request in the cluster, but it still targets a distinct Qwen3-TTS feature and is not a duplicate of the other model requests.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a safe global representative for duplication; this cluster is a loose family of model-add requests rather than one fixable issue.", + "best_issue_reason": "issue:43671 is a strong representative of the cluster\u2019s model-support requests, though the items are not actually duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different requests: EuroBert config support vs DEIMv2 model addition." + "reason": "Different model requests: EuroBert config support vs DEIMv2 addition." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert model config vs Qwen3-TTS support are unrelated model additions." + "reason": "Different model families and capabilities: EuroBert vs Qwen3-TTS." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different model requests, not the same issue." + "reason": "Unrelated additions: EuroBert config vs RF-DETR model." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR vs DEIMv2 are distinct model additions." + "reason": "Different models and likely different code paths: RF-DETR vs DEIMv2." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio 1.5B target different architectures and code paths." + "reason": "Different requests: RF-DETR object detection model vs LFM2.5 Audio." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model support is unrelated to the weight-sparse transformer request." + "reason": "Different underlying changes: RF-DETR model addition vs weight-sparse transformer support." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR object-detection support is not the same as Qwen3-ASR support." + "reason": "Different modalities and models: RF-DETR vs Qwen3-ASR." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model integrations." + "reason": "Different capabilities: RF-DETR model support vs Qwen3-TTS support." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are separate model requests." + "reason": "NeoBERT addition and Qwen3-ASR support are separate model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support is not the same change as the weight-sparse transformer request." + "reason": "Different changes: NeoBERT support vs weight-sparse transformer support." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated model additions." + "reason": "NeoBERT text model request is unrelated to LFM2.5 Audio." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model requests." + "reason": "RF-DETR and NeoBERT are different models and different integration work." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model additions." + "reason": "Different model additions: NeoBERT vs ModernVBERT." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support is not the same as Qwen3-ASR support." + "reason": "MiniCPM3 architecture request is distinct from Qwen3-ASR support." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 model architecture support and sparse-transformer support are different changes." + "reason": "Different requests: MiniCPM3 architecture vs weight-sparse transformer." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model requests." + "reason": "MiniCPM3 and ModernVBERT are separate model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture support is unrelated to Voxtral-4B-TTS support." + "reason": "Different model/support targets: MiniCPM3 vs Voxtral-4B-TTS-2603." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different requested models." + "reason": "DEIMv2 and Qwen3-TTS are distinct model support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model integrations." + "reason": "ModernVBERT and Qwen3-ASR are different model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model requests." + "reason": "ModernVBERT support and Qwen3-TTS support are unrelated changes." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like RoPE support are not the same underlying change." + "reason": "ModernVBERT request vs generic 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 support are different features/models." + "reason": "BERT-like RoPE support and Voxtral TTS support affect different model paths." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support is unrelated to the closed Mirko Privitera issue." + "reason": "BERT-like models with RoPE is a model request; Mirko Privitera is unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by name only; they are different tasks and model paths." + "reason": "TTS and ASR are different capabilities; these are separate requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific requests." + "reason": "Both are TTS-related, but they request different concrete models and integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are separate model additions." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is not the same as adding a weight-sparse transformer." + "reason": "Different feature areas: Qwen3-TTS vs weight-sparse transformer support." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-model requests." + "reason": "ASR support and LFM2.5 Audio are separate model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are distinct model requests for different architectures." + "reason": "Qwen3-ASR and EUPE are unrelated model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support is unrelated to the weight-sparse transformer request." + "reason": "ASR support vs weight-sparse transformer support are different changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different models/features." + "reason": "LFM2.5 Audio support and SAM3-LiteText are unrelated requests." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model addition vs Granite SWA+sink option are different code paths." + "reason": "LFM2.5 Audio and Granite SWA+sink option are distinct features." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are different model requests." + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio-model support requests." + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT support is unrelated to Voxtral-4B-TTS support." + "reason": "NeoBERT text model request is unrelated to Voxtral TTS." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." + "reason": "ASR support and DeepSeek-OCR2 are different model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language model requests." + "reason": "EUPE and TIPSv2 are separate vision-language model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT model support is unrelated to the Mirko Privitera issue." + "reason": "ModernVBERT support and the unrelated Mirko Privitera issue are not duplicates." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support is unrelated to the Mirko Privitera issue." + "reason": "Voxtral TTS support and the unrelated Mirko Privitera issue do not match." } ] }, @@ -19369,12 +19473,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "307de717f7006915b0cedd2a8336ed425e4ea37e9c693786a154397480371548", + "prepared_review_unit_hash": "0e6319acdfac644b24cf2a3edbe4477aaf368d2bbaa5798485dac8a2b02d2cbc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19382,7 +19486,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19391,18 +19495,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a technical Vision RoPE refactor. This is not a duplicate or same underlying bug/change cluster.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. They do not describe the same bug or change, so this is not a duplicate cluster.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the better representative of the cluster because it is a concrete technical refactor request; #38740 is a separate documentation/topic request and does not match it.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subject matter and change type: a docs/framework addition request versus a Vision RoPE refactor. No shared bug, code path, or concrete implementation target." + "reason": "Different scopes and domains: documentation about a third-party optimization framework vs. a model architecture refactor. No shared code path, explicit linkage, or duplicate intent." } ] }, @@ -19432,7 +19536,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "a1bdba190e960dd031180032de433dade401cd0158421766d5a6e28462f7f203", + "prepared_review_unit_hash": "694c09ac96bb0d53d43afbb060868b34ca1dfd2178bf08fd0c162b9810eb242f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19454,18 +19558,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one asks for block decoding support, the other asks for DeepSeek v3.2 support. They target different features and there\u2019s no shared implementation evidence.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates: one asks for block decoding support, while the other requests DeepSeek v3.2 support. They are different feature/problem reports with no clear shared underlying code-path.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue for this pair; the topics are unrelated and do not describe the same bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43037 is the more specific, user-facing request and better captures a concrete feature need; #41084 is a separate low-level capability request.", + "best_issue_reason": "No single issue is a strong global representative for the cluster because the items are about different concerns; neither can subsume the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests with no shared targets/files: block decoding vs DeepSeek v3.2 model support. Soft similarity is too weak to treat as the same bug/change." + "reason": "Different underlying requests: block decoding behavior vs support for a specific model version. They do not appear to be the same bug or change." } ] }, @@ -19495,7 +19599,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "8b62eecbaab6b59e021388ba37b0e37fea9d20a7074be7026dab505d9ad0f4f6", + "prepared_review_unit_hash": "ccd5b498744649e4d72bd0f3cfae40d6f094506661e9e28b34bc2943e228e1df", "component_budget": { "node_count": 2, "item_count": 2, @@ -19517,18 +19621,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about model efficiency/tiled components, but they request different features: one is an API flag for `TiledFusedLogitsLoss` / FLCE in `from_pretrained()`, the other is integrating `TiledMLP` to reduce memory footprint. They do not look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 41826 is the broader, more representative memory-footprint feature request; 41306 is a separate, narrower API-flag request for a different component.", + "summary": "These two issues both mention \u201ctiled\u201d optimization work, but they describe different requests: one is about enabling a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, and the other is about integrating TiledMLP to reduce memory footprint. They are related in theme but not the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #41306 is the more concrete, implementation-specific request: it targets a specific `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, whereas #41826 is a broader feature request about TiledMLP integration.", "canonical_pr_reason": null, - "best_issue_reason": "41826 is the better standalone representative because it clearly describes a concrete optimization feature with a broader scope than the FLCE flag request.", + "best_issue_reason": "Issue #41306 is the better representative because it is narrowly scoped and tied to a clear code path, making it easier to action than the broader TiledMLP memory-footprint request in #41826.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different requested changes: FLCE flag in `from_pretrained()` vs. integrating `TiledMLP`. Shared theme is model efficiency, but not the same bug or fix." + "reason": "Reject: the titles and descriptions point to different features/code paths (FLCE `from_pretrained()` flag vs TiledMLP integration), so they are not the same underlying bug or change." } ] }, @@ -19558,12 +19662,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "15e790e33c9d1e620c029d782c1081ca0e1b363d4da97665017d1956d8f93765", + "prepared_review_unit_hash": "6cf0e17c82538a75a999cbee8a043f0e4f76d3a2412cd392343ed0a3a39429e0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -19571,7 +19675,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -19580,18 +19684,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue for a duplicate cluster: the titles point to distinct Trainer behaviors and different fixes.", + "summary": "These issues are thematically related to custom trainers and Trainer internals, but they describe different problems: one is about `remove_unused_column` behavior/customizability, the other about FLOPs estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "#43598 is the better canonical issue because it is a concrete Trainer customization problem with a focused API/behavior change request; it better represents the cluster\u2019s shared theme than the FLOPs-estimation issue.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a better duplicate representative because they address separate feature/bug areas rather than the same underlying defect.", + "best_issue_reason": "#43598 is the most suitable issue to keep as the representative item: it is specific, actionable, and centered on a clear Trainer behavior change rather than a narrower estimation edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but one concerns column pruning and the other FLOPS estimation; they are not the same bug or change." + "reason": "Related only at the level of custom trainers/Trainer internals. One concerns `remove_unused_column` customizability, the other concerns FLOPs estimation logic; they are different code paths and not the same underlying bug or change." } ] }, @@ -19621,12 +19725,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "e3605f193ca3661551ddebe729336e6dd39f6fac612f9153f921b82c2c908a0f", + "prepared_review_unit_hash": "f22d1c63ce973b418e35077017408e9e30cc393d33849e7284cf3aecc3297c53", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19634,7 +19738,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19643,18 +19747,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43684 is the broader, more central model-registration request and is the clearest standalone representative of the cluster.", + "summary": "These are related in that both concern missing Qwen model support, but they are not duplicates: one is about registering Qwen3-Omni for AutoModel/AutoModelForConditionalGeneration, and the other is about AutoModelForSequenceClassification support for Qwen3.5.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the requests target different model families and different APIs/tasks, so they do not describe the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the best issue to surface because it states a concrete auto-class registration gap and is broader than the narrower Qwen3.5 sequence-classification request.", + "best_issue_reason": "If forced to pick a representative, 43684 is the broader model-registration request, but it still does not subsume 44405\u2019s sequence-classification support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 support for AutoModelForSequenceClassification. They do not describe the same bug or change." + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support via Qwen3_5Config. Same general ecosystem, but not the same bug or patch." } ] }, @@ -19691,80 +19795,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "008f8240d3013bee85cb93292a6431a2803aa9911a270fbbfbe4d88fde24319d", + "prepared_review_unit_hash": "3b64ebe59365e0f120f1e94c68ac5f113ec05c2c57001637cf0747681b869d24", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4261, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4261, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the exact same title ('huggingface ') and appear to be duplicates; the 'Fett' issue is not clearly related. No pull requests are present.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43845 is the earliest of the near-identical 'huggingface ' issues, so it is the best canonical duplicate target.", + "summary": "All four issues are extremely low-information, with generic or empty titles/body content. They may be related by duplication/spam, but there is not enough concrete bug detail to confirm any shared underlying problem; no PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43859 is the least uninformative of the set only because it has a discussion activity count, but none of the issues describe a specific bug well enough to make a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the strongest issue representative because it is earliest among the repeated identical-title reports.", + "best_issue_reason": "If one issue must be kept as the cluster representative, 43859 is marginally best due to having some discussion activity; otherwise the cluster is too underspecified for a meaningful canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no substantive evidence tying 'Fett' to the 'huggingface' reports." + "reason": "Only soft title similarity is available; the issues do not describe the same concrete problem or code path." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared concrete bug/change details." + "reason": "Only soft title similarity is available; there is no substantive evidence that these are the same underlying bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying problem." + "reason": "The artifacts are too generic and underspecified to confirm they are duplicates of the same real issue." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same exact title, same sparse report pattern, and close creation times; likely duplicate reports of the same issue." + "accept": false, + "reason": "Same generic title, but no body detail or explicit target shows a shared concrete bug." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and no distinguishing details; likely the same underlying report." + "accept": false, + "reason": "These look superficially similar, but the available metadata is insufficient to establish the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and no distinguishing details; likely duplicate issues." + "accept": false, + "reason": "There is no concrete problem statement beyond a repeated generic title, so duplicate status cannot be confirmed." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: three issues have the exact same title, while issue 43835 has a different title and no stronger evidence of linkage. The duplicate-style pair judgments are conservative given the limited evidence, and noting that no PRs are present is correct." - }, - "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 }, @@ -19798,88 +19899,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "e2cf0782247458c7098a2b3ced90ddae2e12d84550b239bd812025412ede4f61", + "prepared_review_unit_hash": "9006e3de7c48d26da7357c02d9e4e4096ee87009c982cbdbb02cc09278ea2936", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are low-signal, mostly spam/generic issues with no bodies, links, filenames, or code changes. They do not look like duplicates of one concrete bug or request.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44418 is the least spam-like and most descriptive title in the set, so it is the best placeholder representative if one must be chosen.", + "summary": "These are not true duplicates; they look like unrelated spam or placeholder issues with no shared concrete bug or feature request.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are too vague and appear unrelated, with only generic spam/documentation-like titles and no substantive bodies or shared targets.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the most plausible representative because it reads like a real documentation request rather than a pure spam placeholder.", + "best_issue_reason": "No issue is a strong cluster representative. If forced, #44418 is only marginally more descriptive, but it still lacks enough detail to serve as a meaningful canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic '' issues with no body detail; identical placeholder titles are not enough to show the same underlying bug or request." + "reason": "Both are just \"\" placeholders; no evidence of the same underlying issue beyond generic similarity." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic '' issues with no substantive description, links, or targets; no evidence they describe one concrete duplicate." + "reason": "Both are just \"\" placeholders; no concrete shared bug or change is described." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder and the other is a documentation suggestion; titles and available metadata do not indicate the same issue." + "reason": "One is spam and the other is a vague documentation suggestion; no specific overlap in problem or request." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' and 'Check out \"Google LLC\"' are unrelated generic/spammy titles with no shared technical details." + "reason": "\"\" and \"Check out 'Google LLC'\" are unrelated spam-like items, not the same issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request and a spam placeholder are not the same underlying issue based on the available metadata." + "reason": "A generic documentation enhancement request does not match a spam placeholder as the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "The documentation suggestion does not match the other issue's generic spam placeholder; no concrete overlap is shown." + "reason": "A generic documentation enhancement request does not match a spam placeholder as the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Same placeholder title, but there is no body text, target, or other evidence tying them to one concrete bug/request." + "reason": "Both are spam placeholders, but there is no substantive bug or request to indicate a real duplicate relationship." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a 'Google LLC' mention are too vague and unrelated to confidently treat as the same issue." + "reason": "Spam placeholder vs. a different spam-like title; no shared concrete underlying problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No substantive content overlaps; the titles are both generic/spam-like but not demonstrably the same underlying report." + "reason": "Spam placeholder vs. a different spam-like title; no shared concrete underlying problem." } ] }, @@ -19909,7 +20010,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "1fdb7d45cb2b867094e24e4f0a6740ec4bba2aedce8f0542b7e074896994a7a9", + "prepared_review_unit_hash": "11d82a7152593ff286c69c38a42cc54a311193577041f0a803578e4a2d94673a", "component_budget": { "node_count": 2, "item_count": 2, @@ -19931,24 +20032,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The issues have identical titles and were opened within hours of each other, so they are plausible duplicate reports, but the packet only provides soft-similarity evidence and does not expose the bodies or other concrete linkage. That makes the duplicate call uncertain rather than strong.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45145 is the earlier report and has the only inbound reference, so it is the better canonical target if these are duplicates.", + "summary": "The pair looks highly similar and likely related, but the evidence is not strong enough to call a confirmed duplicate. Treat #45145 as the conservative canonical issue because it is earlier and has the only inbound reference, but keep the duplicate judgment tentative.", + "confidence": 0.72, + "canonical_issue_reason": "#45145 is the best conservative canonical representative: it was created earlier and has the only inbound reference, but the similarity evidence is still soft rather than definitive.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45145 is the best representative issue because it is slightly earlier and already has more external linkage.", + "best_issue_reason": "#45145 is the strongest issue to keep as the primary record for this cluster because it is earlier and slightly better connected, though the duplicate link should remain uncertain.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "Identical titles and close timing suggest a possible duplicate, but the packet lacks body text or other concrete evidence; soft_similarity alone is not enough to confidently accept the pair as the same underlying issue." + "reason": "Same title and similar body length are suggestive, but the packet only provides soft similarity and deterministic_accept is false, so this should not be marked as a confirmed duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports that these issues share the same title and were opened a few hours apart, but it does not expose the bodies, so claims of \"highly similar descriptions\" are not grounded here. The soft pair also has `deterministic_accept: false` and only `soft_similarity` evidence, so an outright accepted duplicate verdict is stronger than the packet warrants. The canonical-choice reasoning is plausible, but the soft-edge verdict should be more conservative." + "feedback": "The duplicate judgment is too strong for the evidence provided. The packet only shows identical titles, similar body length, and a soft-similarity signal; it does not establish that these are the same issue. In particular, the pair\u2019s deterministic_accept is false, so marking the soft edge as an accepted duplicate overstates the evidence. The canonical-issue choice (#45145 as earlier with one inbound reference) is reasonable, but the merge/duplicate verdict should be downgraded to conservative uncertainty rather than a clear duplicate." }, "evaluator_used": true, "retried": true, @@ -20029,40 +20130,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "8f1971fb108013dd26b865f0176ff8f885972d14a2ca9e3cb02f23aa3a9d9623", + "prepared_review_unit_hash": "81a4c39db496f9a80aa041e58552b590647674f70dc00069d4755679c18a1cb9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs in different code paths: one in Gemma4 audio modules with a torch.finfo(uint8) TypeError, and one in BitsAndBytesConfig where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError. They are related by broad theme but not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45674 is the clearer, more generally applicable 4-bit regression report; issue 45672 describes a separate Gemma4/audio-module failure mode.", + "summary": "These are two distinct closed issues, not duplicates: one is a Gemma4 audio-module uint8/NF4 TypeError, the other is a BitsAndBytesConfig regression where skip-modules handling clears the default lm_head exclusion and triggers an AssertionError in 4-bit inference.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45674 is the cleaner triage anchor because it states a specific, reproducible configuration regression in 4-bit inference; however, it is not the same bug as 45672.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the best representative of the cluster because it has a precise configuration-triggered failure and broader applicability than the Gemma4-specific audio-module report.", + "best_issue_reason": "Issue 45674 is the best representative of the cluster only in the sense that it is the more explicit and broadly framed regression; 45672 is a separate failure in a different code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs and code paths: Gemma4 audio modules hit torch.finfo() on uint8 weights, while BitsAndBytesConfig loses the default lm_head exclusion and asserts during 4-bit inference." + "reason": "Reject: different underlying bugs and code paths. 45672 is a torch.finfo/uint8 problem in Gemma4 audio modules during NF4 inference; 45674 is a BitsAndBytesConfig skip-modules regression that removes the default lm_head exclusion and causes an AssertionError." } ] }, @@ -20092,40 +20193,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "1fe5c71362b0099b0d5c42fac2f2d386d650a51ea26b766ed2794c65787e7a8f", + "prepared_review_unit_hash": "097230013437ac268f20c8a7802bb83bd11b034025102db62f5ef0cb7aa8433d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two closed issues whose titles are just different personal names with dates; they do not describe the same bug or request and look unrelated.", - "confidence": 0.98, + "summary": "These two closed issues do not look like duplicates or the same underlying problem; they are separate name/date entries with no shared technical context.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate: both are minimal, unrelated entries and do not describe a reproducible bug or request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Only superficial similarity in title format; the subjects are different people and dates, with no shared problem statement or duplicate evidence." + "reason": "Different person names and birth dates; no shared subject matter, code path, or issue content indicating the same underlying bug or change." } ] }, @@ -20155,40 +20256,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "648316eb58c8d379acceb5e2cfe1e1078c266423a6f2ccf5115fcfa2996760c2", + "prepared_review_unit_hash": "c851e161e5943f852f6f97c6de3f50291a34af7f71d047c5eb21fcac1c60c351", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues look unrelated: each is just a different person name with a different date string and no body, links, or shared technical context. The soft similarity signal is not enough to treat them as duplicates.", + "summary": "The two closed issues have only personal-name/date titles and no bodies, targets, or shared references. There is no evidence they describe the same bug or request, so they should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: there is no evidence these report the same underlying problem or request.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative; they appear to be unrelated content rather than duplicate bug reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different titles, different names, different dates, and no shared description or technical context. This does not look like the same underlying issue." + "reason": "Titles look like unrelated personal entries, and there is no body, linkage, or code-related context indicating the same underlying issue." } ] }, @@ -20218,7 +20319,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "65601f7a280a6e4d27ba57d3e5ebe17c0846c6d36aba0133fd884033a463d885", + "prepared_review_unit_hash": "900dba3f7a3c875403da453f57f12a468de5d4b2c323efd472c55ecafbf30151", "component_budget": { "node_count": 2, "item_count": 2, @@ -20240,18 +20341,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. No duplicate/canonical relationship is evident.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the requests target different features and code paths (model class addition vs FP8 training support).", + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits both: the requests are unrelated (model head support vs FP8 training capability).", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a better cluster canonical because they are not duplicates and should be tracked separately.", + "best_issue_reason": "Issue #45810 is the more concrete feature request and would be the better representative if this cluster were forced to pick one, but it should not absorb #46295 as a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: adding a specific model wrapper for token classification versus enabling FP8 training support. They do not describe the same bug or change." + "reason": "Different underlying changes: adding Qwen3_5ForTokenClassification for value-model use is a model/API addition, while FP8 training support is an optimization/training feature. No shared bug or code path." } ] }, @@ -20291,7 +20392,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "74840efb8130c50d2771d0cab68a379d038e888eac76c59c0fdcfd92d2945733", + "prepared_review_unit_hash": "9c56118f87a83f92e05a7c4f47414b1ca8f9ca63bfb9b376e495622244ac1754", "component_budget": { "node_count": 5, "item_count": 5, @@ -20313,69 +20414,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated, and the cross-pair similarities are only topical, not the same underlying request.", - "confidence": 0.97, - "canonical_issue_reason": "There is no single canonical issue for the whole set because it actually splits into two separate duplicate groups; if one must be chosen, 45872 is the stronger representative since it is a concrete feature request and has an exact duplicate in 45873.", + "summary": "The cluster appears to contain two likely duplicate issue pairs: 45870/45871 and 45872/45873. The evidence supports these as same-request pairs based on identical titles and matching body lengths, but not enough to call them definitively exact duplicates. Issue 45869 is a separate dataset/sample listing and does not match the other request types.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the best canonical issue for the 45870/45871 pair because it is the earlier of the two identical-title, matching-length issues and cleanly represents that request.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best issue to keep as the representative item: it is substantive, specific, and directly duplicated by 45873, whereas 45870/45871 read more like an example/tutorial request.", + "best_issue_reason": "No single global canonical exists across all five issues because 45869 is a different topic and the remaining four split into two separate likely-duplicate pairs; 45870 is the strongest overall representative only for the example-request pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact types/topics: a dataset listing vs an example request. Similar keywords are not enough to make them the same issue." + "reason": "Related financial wording, but one is a dataset/sample listing and the other is an example request; different underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifact types/topics: a dataset listing vs an example request. Not the same underlying bug or change." + "reason": "Same as 45869/45870: topical overlap only, not the same request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and apparently the same example request; these are duplicates." + "reason": "Likely duplicate: identical title and matching body length strongly indicate the same request, even though the packet lacks full body text." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example request and the other is a scraping-service feature request; different underlying asks." + "reason": "Both mention DataForge/financial time series, but the requests differ in scope and concrete intent; not the same issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different requests despite overlapping wording; 45870 is an example request while 45873 is about a scraping service feature." + "reason": "Same as 45870/45872: related theme only, not the same underlying request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different requests despite topical overlap; not the same concrete issue." + "reason": "Different request type and scope; shared subject matter is too broad to treat as the same issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different requests despite topical overlap; not the same concrete issue." + "reason": "Different request type and scope; not the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and same feature request; these are duplicates." + "reason": "Likely duplicate: identical title and matching body length strongly suggest the same request, though the evidence is not enough to label it an exact duplicate." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles, so treating them as duplicate pairs is conservative and supported. The cross-pair non-duplicates are also appropriately conservative given only soft similarity and differing titles. Minor wording like \"unrelated\" is a bit stronger than the evidence, but not enough to reject." + "accept": false, + "feedback": "Reject: the summary overstates the evidence. The packet only provides soft_similarity plus matching titles/body lengths; it does not contain the issue bodies or any hard duplicate signal, so calling 45870/45871 and 45872/45873 \"exact duplicates\" is too strong. The conservative conclusion would be that these pairs are highly similar / likely duplicates, not definitively exact duplicates. The 45869 separation is grounded, but the duplicate verdicts need to be softened." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20399,7 +20500,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "8b5483d1a49d3ed31979445ffe1712a804579634a2f2b58c34021579cdec3374", + "prepared_review_unit_hash": "00dfd406d8b26e7e53957300c85342e113fbf95d58c51f608b77a63e70750db7", "component_budget": { "node_count": 2, "item_count": 2, @@ -20421,18 +20522,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve `static` cache and `linear_attention`, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` in Qwen3.5. They may be related, but the evidence is not strong enough to treat them as the same bug.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 46439 is the broader, more diagnostic report: it names the likely faulty phase (`early_initialization`) and the concrete symptom (`wrong shapes` leading to `RuntimeError`).", + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is shape corruption during early initialization, the other is a `KeyError` in Qwen3.5. Related area, but not clearly the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying mechanism more directly (`early_initialization` corrupting linear-attention layers) rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative because it is more general and appears to cover the underlying static-cache/linear-attention initialization problem rather than one model-specific crash.", + "best_issue_reason": "Issue 46439 is the best representative of the cluster because it is broader and more diagnostic of the static-cache/linear-attention failure path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Similar subsystem, but not clearly the same concrete bug: 46439 is about shape corruption in `early_initialization`, while 46441 is a `KeyError: 'linear_attention'` in Qwen3.5. Different symptom and likely different code path." + "reason": "They are adjacent in the static-cache/linear-attention area, but the reported errors differ (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) and there is no direct evidence they stem from the same code-path bug." } ] }, @@ -20462,12 +20563,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "e4dc8ec437478198bb85a512e7a1a15c37a3e3556865db3cc5c13ba3f46fb782", + "prepared_review_unit_hash": "6ed082f71dd5d75229d4bc1f8d67024887115ea27117e13e02e2fc5fc592b08e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20475,7 +20576,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20484,27 +20585,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues look like duplicates based on identical titles, matching body length, and a perfect soft-similarity signal, but the packet does not expose the bodies themselves, so the match should be treated as highly likely rather than proven identical. #46552 is the better canonical/best issue because it is open and has inbound references, making it the likely active tracker.", - "confidence": 0.86, - "canonical_issue_reason": "#46552 is the better canonical issue because it is open and has inbound references, so it is the likely active tracking report for this tokenizer bug.", + "summary": "These two issues are near-identical reports of the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical thread; the closed one appears to be the earlier duplicate.", + "confidence": 0.99, + "canonical_issue_reason": "issue #46552 is open and has inbound references, so it is the better active tracking issue for the same report.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue to keep because it appears to be the live report for the same Wav2Vec2CTCTokenizer special-token leakage problem.", + "best_issue_reason": "issue #46552 is the best issue overall because it is the open, referenced canonical report for this exact bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and matching body length, plus soft_similarity=1.0, make these look like duplicate reports of the same issue; the bodies are not exposed, so this is a strong but not absolute match." + "reason": "Same title, same apparent body length/content, and the same underlying Wav2Vec2CTCTokenizer v5 bug report." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair comparison is directionally reasonable, but the summary overstates what the packet proves. The packet shows identical titles, equal body_length, and soft_similarity=1.0, but it does not expose the issue bodies, so claims like \"identical content\" or definitively \"the same underlying bug description\" are not fully grounded. Also, \"active tracker\" is only a cautious inference from open state and inbound references; phrase it as likely/canonical rather than certain. The verdict should stay more conservative." + "accept": true, + "feedback": "The assessment is well grounded in the packet: the two issues have identical titles and body length, and the open one has inbound references, so treating 46552 as the canonical thread is conservative and supported. The soft-edge accept is also justified by the strong similarity evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20528,40 +20629,40 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "2ce99d07559342e0c84d0503837e1f39ae848dfd31a0cf0bd60881b3d4448bd4", + "prepared_review_unit_hash": "f29b0fed96ab3c559f4f03248643f955a17e63c20bb1212111055ffbf63e808d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1568, - "estimated_input_tokens": 392, - "estimated_eval_tokens": 1040 + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1568, - "estimated_input_tokens": 392, - "estimated_eval_tokens": 1040 + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not appear to be duplicates: one reports a tensor size mismatch during object detection training, while the other reports out-of-memory later in RT-DETR v2 training. They describe different failure modes and likely different root causes.", - "confidence": 0.96, - "canonical_issue_reason": "If a representative is needed, issue 46692 is the better canonical issue because it is the more specific, open report about RT-DETR v2 training, but it is not the same bug as 46657.", + "summary": "These two issues both concern object-detection training, but they describe different failure modes: a tensor shape mismatch versus an out-of-memory condition during RT-DETR v2 training. They are not the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits both reports; they are distinct training problems with different symptoms and likely different causes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46692 is the stronger representative for this cluster because it is more specific and currently open, but it should not be treated as a duplicate of 46657.", + "best_issue_reason": "Neither issue is a good global representative for the other because the failure modes do not overlap beyond general training context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs memory exhaustion during later epochs. They are not the same underlying bug." + "reason": "Different bugs: one is a size/tensor mismatch error, the other is an OOM after several epochs. Shared training context is too broad to treat them as duplicates." } ] }, @@ -20591,12 +20692,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "1226d8ce252d4c61f0afc017c4c8abfb9e17e648e1a631a2081889d7c9d0bf07", + "prepared_review_unit_hash": "b2706b658ff33027514bd2fbddd73c15d0e29a25d080ce0b46c785cac47560bb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -20604,7 +20705,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -20613,18 +20714,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues describe unrelated loading/dispatch bugs in different code paths: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch to CPU. They should not be clustered as duplicates.", + "summary": "The two issues are both model-loading failures, but they describe different code paths and different failure modes: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch. They should not be deduplicated.", "confidence": 0.93, - "canonical_issue_reason": "Issue 46822 is the more concrete and self-contained report in this pair, focused on a specific ZeRO-3 zero.Init partitioning failure causing OOM during multi-GPU load.", + "canonical_issue_reason": "Issue #46822 is the more concrete and discussion-backed report, with a specific multi-GPU ZeRO-3 OOM symptom and a named model/submodule involved.", "canonical_pr_reason": null, - "best_issue_reason": "46822 is the better representative issue because it names the affected feature, the failing submodule, and the observed symptom clearly; 46823 is a separate quantized-loading/device-map bug.", + "best_issue_reason": "#46822 is the strongest representative issue here because it is narrowly scoped, technically specific, and has some existing discussion/inbound reference signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying mechanisms and symptoms: one is DeepSpeed ZeRO-3 partitioning of a composite submodule, the other is 4-bit model dispatch incorrectly sending modules to CPU despite sufficient memory. They do not appear mergeable as one fix." + "reason": "Reject: these appear to be unrelated loading/dispatch bugs. #46822 is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, while #46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching modules to CPU and raising ValueError." } ] }, @@ -20654,7 +20755,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "7fb0db3969e7ca3f43113e27c61dc6bc05b87fe6ece7af1b2c00df3d92e09ba6", + "prepared_review_unit_hash": "133ad4e9e43b37d24153ae8a7cf87178f07f918f2e01bfd4aeb4f21ef9a21f5f", "component_budget": { "node_count": 2, "item_count": 2, @@ -20676,18 +20777,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they are not duplicates: PR 40546 is the initial VibeVoice implementation, while PR 42781 adds the Realtime/tokenizer follow-up and broader integration changes.", - "confidence": 0.89, + "summary": "These are related VibeVoice PRs, but they target different scopes: one adds the base VibeVoice integration, while the other adds a realtime variant and extra tokenizer/processing pieces. They are not the same underlying change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42781 is the broader, later VibeVoice change set and is the better single representative of the cluster, but it is still a distinct follow-up rather than a duplicate of PR 40546.", + "canonical_pr_reason": "PR #40546 is the broader base VibeVoice implementation and appears to be the original integration, making it the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 42781 is the most comprehensive standalone PR here because it includes the Realtime and acoustic-tokenizer work in addition to core VibeVoice updates.", + "best_pr_reason": "PR #40546 is the most complete standalone representative of the core VibeVoice feature set; #42781 is a separate realtime extension rather than a duplicate fix.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: they share the same model family, but PR 42781 is a follow-up adding Realtime/tokenizer support and extra integration changes, not the same concrete bug fix or change as the initial VibeVoice implementation." + "reason": "Reject: #40546 implements core VibeVoice support, while #42781 adds VibeVoice Realtime plus additional tokenizer/processing changes. They overlap in model-family plumbing but are not the same concrete change and would not naturally merge as one PR." } ] }, @@ -20717,12 +20818,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "30f4736fd5982b8673b1b47b77c4ad3765af55715c013936e53f5adaf25f8d42", + "prepared_review_unit_hash": "f7c7a000ad7e8b481787a5cbba8d83cc0faa96fc9c0ca9ed15fa0cc757efc474", "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 }, @@ -20730,7 +20831,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20739,18 +20840,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not describe the same bug or change, so this cluster should not be treated as a duplicate set.", + "summary": "These are unrelated pull requests in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support. No duplicate relationship is supported.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs touch different models, code paths, and user-facing features, so there is no single representative duplicate target.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No strong cluster representative exists because the items are unrelated; if forced, neither PR is a good canonical for the pair.", + "best_pr_reason": "pull_request:41224 is the more self-contained, narrowly scoped PR and is the better representative if one must be chosen, but it is not a duplicate of the TimesFM change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features and code paths: TimesFM covariate forecasting vs DINOv3 image classification. They are not mergeable as one PR." + "reason": "Different models and code paths: TimesFM forecasting/covariates versus DINOv3 image classification. No shared underlying bug or change." } ] }, @@ -20835,7 +20936,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-41855-13", + "cluster_id": "cluster-41855-14", "nodes": [ "pull_request:41855", "pull_request:42668", @@ -20849,7 +20950,8 @@ "pull_request:45213", "pull_request:45655", "pull_request:46048", - "pull_request:46267" + "pull_request:46267", + "pull_request:46707" ], "soft_pairs": [ "pull_request:41855|pull_request:43823", @@ -20857,162 +20959,197 @@ "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46707", "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:43995", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46707", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:46267", "pull_request:44827|pull_request:46048", - "pull_request:44827|pull_request:45655", + "pull_request:45170|pull_request:46707", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46707", + "pull_request:43823|pull_request:46707", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "3fafbed2fd0759ee621775abbd64129b4b0d8a1e59a41bda9612fc76cdefc961", + "prepared_review_unit_hash": "e0111eed215e942e5d7aeb956b3b7e5e7299ad5a28001caa7d6f64f9461e3152", "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 18, - "serialized_chars": 34788, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38874, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 18, - "serialized_chars": 34788, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38874, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and not duplicate-like: it mixes unrelated PRs for tokenizer methods, processor auto-loading, export tests, model additions, Falcon refactors, MoE/kernel tweaks, model name renames, a new-model skill, config resolution, TDT loss kernel support, and chat parsing docs/code. The only clear duplicate pair is the two `fixed_cross_entropy` PRs, which both address the same loss helper in the same file for the same underlying `cross_entropy` kwargs support bug.", - "confidence": 0.96, + "summary": "This cluster is mostly superficial thematic overlap across unrelated PRs. The only true duplicate-like pair is the two `fixed_cross_entropy` changes for issue 43240 (`43251` and `43254`); the rest touch different subsystems, models, or documentation/tests and should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR for the one true duplicate pair: it directly targets issue 43240 and makes the broader `fixed_cross_entropy` helper forward `weight` and `label_smoothing` into `nn.functional.cross_entropy`. PR 43254 is the same underlying fix but slightly narrower in presentation; the rest of the cluster is unrelated.", + "canonical_pr_reason": "Pick `pull_request:43251` as the canonical PR for the only real duplicate pair: it explicitly targets issue 43240 and implements the same `fixed_cross_entropy` kwargs support as `43254`, but in a slightly more complete/explicit form.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the duplicate-like subset because it has an explicit issue target, a concrete code-path fix in `loss_utils.py`, and the clearest fix intent. None of the other PRs are close enough to serve as a global canonical representative since they address different subsystems and different changes.", + "best_pr_reason": "`pull_request:43251` is the best overall representative because it is the only PR here with a clear duplicate counterpart and a concrete issue target; all other PRs are unrelated changes that only look similar at a high level.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different problems: Mistral tokenizer missing methods vs adding a new MobileLLM model. No shared code path or same underlying change." + "reason": "Mistral tokenizer method additions vs MobileLLM model addition; different code paths and unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions are unrelated to an Executorch dynamic-shape export test." + "reason": "Tokenizer API work vs ExecuTorch dynamic-shape export test; no shared bug/change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness changes are unrelated to adding MobileLLM model files and configs." + "reason": "Processor auto-loading robustness vs adding `facebook/MobileLLM-125M`; unrelated models and fixes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs fix is unrelated to MobileLLM model addition." + "reason": "`fixed_cross_entropy` kwargs support vs a new MobileLLM model implementation; different functionality." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch training/model code, but one fixes `cross_entropy` kwargs while the other is a Mistral4 test/model bundle; different underlying issues." + "reason": "Loss helper kwargs support vs Mistral4 test/model fixes; only broad ML infrastructure overlap." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "ExecuTorch dynamic-shape export test vs native FSDP2 migration; unrelated subsystems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Export dynamic-shape test coverage is unrelated to Mistral4 test fixes and model changes." + "reason": "Export test for dynamic shapes vs Mistral4 model/test fixes; not the same underlying change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different features: exportability test vs new model implementation." + "reason": "Dynamic-shape export test vs MobileLLM model addition; different goals and files." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model addition is unrelated to fixing `cls.config` resolution order." + "reason": "New model addition vs `cls.config` resolution order fix; unrelated code paths." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are different code paths and goals." + "reason": "MobileLLM model addition vs Falcon output-capture refactor; different models and problems." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill and repo scaffolding changes." + "reason": "Falcon refactor for standardized output collection vs model-creation skill/docs scaffold; not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon forward-signature refactor vs Mistral4 test fixes; unrelated models." }, { - "left": "pull_request:43995", - "right": "pull_request:44827", + "left": "pull_request:44827", + "right": "pull_request:46707", "accept": false, - "reason": "Falcon standardized output refactor and Mistral4 test fixes do not fix the same concrete bug." + "reason": "Mistral4 test/model fixes vs native FSDP2 module addition; distinct areas." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes are unrelated to the `layrnorm` to `layernorm` renaming across CLIP-like models." + "reason": "Mistral4 test fixes vs `layrnorm`\u2192`layernorm` renaming/conversion mapping; different bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and serve chat parsing updates are different subsystems and changes." + "reason": "Mistral4 test fixes vs chat parsing/serve update; unrelated changes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes are unrelated to adding a TDT loss kernel integration." + "reason": "Mistral4 fix suite vs TDT loss kernel integration; different functionality." }, { - "left": "pull_request:44827", - "right": "pull_request:45655", + "left": "pull_request:45170", + "right": "pull_request:46707", "accept": false, - "reason": "Mistral4 test/model changes are unrelated to `cls.config` resolution ordering." + "reason": "CLIP-like `layrnorm` rename fix vs FSDP2 migration; no shared underlying bug." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test fix and the new-model skill/documentation patch are not the same underlying change." + "reason": "Mistral4 tests/fixes vs the model-creation skill PR; one is product code, the other is tooling/docs." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is unrelated to the model-creation skill and scaffolding content." + "reason": "MobileLLM model addition vs model-creation skill scaffolding; not the same artifact or bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes vs config-resolution order fix in `modeling_utils.py`; different code paths." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration vs native FSDP2 module migration; unrelated implementations." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "MobileLLM model addition vs FSDP2 migration; no shared bug or change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying bug in `fixed_cross_entropy`: both PRs add support for forwarding kwargs into `nn.functional.cross_entropy` in the same helper, with overlapping file and function scope." + "reason": "Both PRs target the same issue (43240) and modify the same `fixed_cross_entropy` helper to pass supported kwargs to `nn.functional.cross_entropy`; they are alternate implementations of the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the unrelated PRs are correctly treated as non-duplicates based on distinct subsystems, and the only accepted pair, 43251/43254, clearly shares the same file, function, and issue target, so it looks mergeable as one bugfix PR. No overstatement stands out." + "feedback": "The analysis is grounded in the packet and stays conservative. The only clearly duplicate-like pair supported by the metadata is `pull_request:43251` / `pull_request:43254` (shared issue target 43240 and same `fixed_cross_entropy` helper in the same file). The other pairwise rejections do not overstate evidence and are appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -21039,12 +21176,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "5fb5a3369b76a8b4d71581814ecf786d3463d97a17157d368a8dcee20ff421c0", + "prepared_review_unit_hash": "af8416ab3007dc74f4bb5c3678c6a03b29e928da7ba33ea666d2e82380394242", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21052,7 +21189,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21061,18 +21198,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions workflows, but they are not the same change: one focuses on Node 24 compatibility for core actions, while the other bumps docker/build-push-action and a few other workflow actions to newer versions. They overlap in some workflow files but target different dependencies and failure modes.", - "confidence": 0.92, + "summary": "Both pull requests are GitHub Actions dependency upgrades, but they address different action families and code paths: one updates general workflow actions for Node 24 compatibility, while the other only bumps docker/build-push-action versions in Docker image workflows. They are related maintenance changes, not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better canonical PR because its stated goal is broader and more coherent: upgrading workflow actions for Node 24 compatibility across many workflows.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best representative of the cluster since it has the clearer umbrella purpose and wider workflow coverage, while #42976 is a narrower action-version bump centered on docker build actions.", + "best_pr_reason": "PR 42975 is the better representative of the cluster because it has a clearer stated purpose (Node 24 compatibility) and a broader workflow-wide scope, whereas PR 42976 is a narrower Docker action version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: these are both workflow dependency upgrades, but they change different actions and address different concerns. #42975 targets Node 24 compatibility across many GitHub Actions; #42976 specifically bumps docker/build-push-action and a few related workflow actions. They are not the same underlying fix and would not naturally merge into one PR." + "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact across many workflows for Node 24 compatibility, while 42976 only bumps docker/build-push-action in Docker image workflows. They are not the same concrete fix and would not naturally merge into one PR." } ] }, @@ -21094,130 +21231,101 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-7", + "cluster_id": "cluster-42978-6", "nodes": [ "pull_request:42978", "pull_request:43448", "pull_request:43451", "pull_request:45490", "pull_request:46562", - "pull_request:46658", - "pull_request:46705" + "pull_request:46658" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", "pull_request:42978|pull_request:43451", "pull_request:42978|pull_request:45490", - "pull_request:42978|pull_request:46705", "pull_request:43448|pull_request:43451", "pull_request:43448|pull_request:45490", - "pull_request:43448|pull_request:46705", "pull_request:43451|pull_request:45490", - "pull_request:43451|pull_request:46705", "pull_request:45490|pull_request:46562", - "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "5b92df6afdd2cf52a7c2dd78f5db923413b9dd49187102ffbeec9ee8ddc0d97f", + "prepared_review_unit_hash": "3540031a0eea537cf4c9f24567a9fdc897ef33add634d5ee8ba1b9ff33f3041b", "component_budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 12, - "serialized_chars": 24646, - "estimated_input_tokens": 6162, - "estimated_eval_tokens": 12580 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21159, + "estimated_input_tokens": 5290, + "estimated_eval_tokens": 10836 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 12, - "serialized_chars": 24646, - "estimated_input_tokens": 6162, - "estimated_eval_tokens": 12580 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21159, + "estimated_input_tokens": 5290, + "estimated_eval_tokens": 10836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model-addition PRs. The only strong duplicate-looking pair is the Step 3.7 Flash implementation vs its WIP companion PR; the rest are different models or a separate distributed-config change.", + "summary": "These PRs are mostly separate model-addition efforts that only overlap on boilerplate docs/auto-registry files. The only close pair is Step3p7 vs. the WIP step_3_7_flash work, but they still look like different deliverables rather than one duplicate change.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the cleaner canonical representative: it is the main Step 3.7 Flash model-addition PR, while 46658 is a WIP/scaffolding PR built around the same model code path.", + "canonical_pr_reason": "46562 is the closest representative PR in the only meaningful subcluster (Step3p7); the others are different model additions, so there is no true duplicate canonical across the full set.", "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the best global representative for the only accepted duplicate pair because it contains the core end-user model integration, whereas 46658 is supporting WIP conversion/debug infrastructure around the same feature.", + "best_pr_reason": "46562 is the best single representative PR here, but the cluster is too heterogeneous to treat as one duplicate group.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo). Same docs/auto-registry patterns do not make this the same underlying change." + "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registry edits are boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are distinct model additions with different code paths and tests; shared framework files are incidental." + "reason": "Different models (ViT NEPA vs Molmo2); same kind of model-registration work, but not the same code path or bug fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM are unrelated model additions; they only overlap on generic docs/auto registration plumbing." - }, - { - "left": "pull_request:42978", - "right": "pull_request:46705", - "accept": false, - "reason": "A model-addition PR and a distributed configuration PR are not the same change or bug." + "reason": "Different model families (ViT NEPA vs CTSM). Similar scaffolding files only." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are separate model generations/implementations, not the same concrete feature change." + "reason": "Molmo and Molmo2 are related names but separate model implementations and docs, not one mergeable duplicate PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are different model integrations; overlap is only in shared package/registry boilerplate." - }, - { - "left": "pull_request:43448", - "right": "pull_request:46705", - "accept": false, - "reason": "Molmo model addition and distributed-config work are unrelated." + "reason": "Molmo and CTSM are unrelated model additions; overlap is only in shared auto/docs plumbing." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model additions with different model code and tests; not a duplicate change." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46705", - "accept": false, - "reason": "Molmo2 model work is unrelated to the distributed config PR." + "reason": "Molmo2 vs CTSM are different model additions with no shared concrete bug or implementation." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM is a time-series model addition, while Step 3.7 Flash is a multimodal model addition; they touch different concrete code paths." - }, - { - "left": "pull_request:45490", - "right": "pull_request:46705", - "accept": false, - "reason": "CTSM model integration and distributed config infrastructure are different changes." + "reason": "CTSM and Step3p7 Flash are different model architectures and code paths; shared auto-registration is not enough." }, { "left": "pull_request:46562", "right": "pull_request:46658", - "accept": true, - "reason": "Both PRs target Step 3.7 Flash and share the same core model/auto-mapping code path; 46658 looks like WIP scaffolding and mini-model conversion support for the same feature, so they could plausibly be merged into one PR." + "accept": false, + "reason": "Both mention Step3p7, but 46562 is the main model addition while 46658 is a WIP mini-model/flash conversion script set; not the same mergeable change." } ] }, @@ -21239,145 +21347,115 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-8", + "cluster_id": "cluster-43291-6", "nodes": [ "pull_request:43291", - "pull_request:43498", "pull_request:43665", "pull_request:44815", - "pull_request:45114", "pull_request:46380", "pull_request:46539", - "pull_request:46579" + "pull_request:46870" ], "soft_pairs": [ "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", "pull_request:43291|pull_request:46380", - "pull_request:43498|pull_request:46579", "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:46870", "pull_request:43665|pull_request:44815", "pull_request:43665|pull_request:46380", - "pull_request:43665|pull_request:46579", "pull_request:44815|pull_request:46539", "pull_request:44815|pull_request:46380", - "pull_request:44815|pull_request:46579", - "pull_request:45114|pull_request:46579", - "pull_request:46380|pull_request:46539", - "pull_request:46380|pull_request:46579" + "pull_request:46380|pull_request:46539" ], - "prepared_review_unit_hash": "2e9a3ffb2a640a061eb70dbb9af09576f9fad6879575e80f5527d2b5cbe4b752", + "prepared_review_unit_hash": "4d161b7593036088353ec553460550590411a2e54e7c45274ee2048935c7ea52", "component_budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 14, - "serialized_chars": 23159, - "estimated_input_tokens": 5790, - "estimated_eval_tokens": 11836 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16284, + "estimated_input_tokens": 4071, + "estimated_eval_tokens": 8398 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 14, - "serialized_chars": 23159, - "estimated_input_tokens": 5790, - "estimated_eval_tokens": 11836 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16284, + "estimated_input_tokens": 4071, + "estimated_eval_tokens": 8398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is thematically similar at a very broad level, but the PRs address different bugs and code paths: Whisper tokenization/tests, tie-weights compatibility, model test cleanup, dequantization, doctests, generation watermarking, CI infra, and typo cleanup. No soft edge looks like a true duplicate fix/change set.", - "confidence": 0.92, + "summary": "This cluster is mostly unrelated PR noise: two are test-only or dummy changes, two are infrastructure/config fixes, one is a small ASR pipeline mapping update, and one is an FP8 dequantization fix. I do not see any pair that clearly fixes the same concrete bug or change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must represent the cluster, PR #46579 is the broadest and most central code change, but the set is not a true duplicate cluster.", + "canonical_pr_reason": "PR 46380 is the most substantive and coherent fix in the set: it patches generation-config validation for watermarking_config dicts and carries matching code/test updates across generation paths.", "best_issue_reason": null, - "best_pr_reason": "PR #46579 is the best overall representative: it is the largest, most substantive change set and spans actual code paths rather than only tests or docs.", + "best_pr_reason": "PR 46380 is the best representative change overall because it addresses a clear runtime bug in the generation code path, while the others are either unrelated, test-only, or infrastructure tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but for different models and different failure modes; not the same bug." + "reason": "Whisper tokenizer/test cleanup versus dummy test assertions in CLIP/ViT; different subsystems and no shared bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization/tests vs FP8 dequant/loading fixes are unrelated code paths." + "reason": "Whisper decoding changes versus FP8 dequantization/loading; unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test/tokenizer work is unrelated to generation watermarking and broad validation fixes." - }, - { - "left": "pull_request:43498", - "right": "pull_request:46579", - "accept": false, - "reason": "Backward-compat alias for tie_weights is unrelated to a broad typo-cleanup PR." + "reason": "Whisper tokenization/generation test fix versus generation-config watermarking validation; different bugs." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Model test assertion cleanup is unrelated to CI/integration fixes for Phimoe." + "reason": "Test-only dummy assertions versus CI memory/device-map infrastructure changes; not the same underlying fix." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46870", "accept": false, - "reason": "Different subsystems and different concrete problems; no shared fix." + "reason": "Dummy test assertions versus an ASR pipeline model-type mapping update; unrelated changes." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:44815", "accept": false, - "reason": "Unrelated test cleanup versus generation/configuration and Whisper behavior fixes." + "reason": "Test-only dummy assertions versus FP8 quantization fix; no common concrete issue." }, { "left": "pull_request:43665", - "right": "pull_request:46579", + "right": "pull_request:46380", "accept": false, - "reason": "Test-only changes are not the same as broad code typo fixes." + "reason": "Dummy test assertions versus generation watermarking validation; different targets and purposes." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8/dequant model-loading changes are unrelated to Phimoe CI integration fixes." + "reason": "FP8 dequantization/loading fix versus CI CPU-memory patching for model jobs; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different code paths: FP8 dequantization versus generation watermarking validation." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46579", - "accept": false, - "reason": "Shared files are incidental; one is FP8 dequant logic, the other is typo cleanup across many files." - }, - { - "left": "pull_request:45114", - "right": "pull_request:46579", - "accept": false, - "reason": "Doctest documentation cleanup is not the same change as code typo fixes." + "reason": "FP8 kernel/loading changes versus generation-config watermarking validation; separate bugs." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config/Whisper fixes are unrelated to Phimoe integration test/CI changes." - }, - { - "left": "pull_request:46380", - "right": "pull_request:46579", - "accept": false, - "reason": "Overlap in touched files does not make the underlying fixes the same; these target different issues." + "reason": "Generation validation/runtime fix versus CI runner memory-limit handling; different layers and no shared code-path problem." } ] }, @@ -21410,12 +21488,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "e197a2e99f64ea0af8a4ae35637746085b7ec21d1de78aa47ba61a2a73449be6", + "prepared_review_unit_hash": "39a9a755127b61a66283e04910ad4a4459a2fb422757b7f7dd5c3b497fe5d915", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -21423,7 +21501,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -21432,30 +21510,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three unrelated \u201c[don\u2019t merge]\u201d test PRs: one tweaks packaging/versioning and tests, one rewrites several CI/notification workflows and test utilities, and one changes the PR security-gate workflow. They do not appear to fix the same underlying bug or implement the same change.", + "summary": "All three pull requests are unrelated repository-bot / workflow check changes, not duplicates of the same underlying bug or fix. The shared pattern is only that they are intentional test PRs with similar '[don't merge]' titles and some incidental overlap in test/workflow files.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No strong duplicate canon emerges; if forced, PR 43532 is the broadest representative of the cluster, but it is not actually the same change as the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43532 has the most substantial cross-cutting workflow/testing edits, but the cluster is heterogeneous and the PRs are not true duplicates.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different targets and purposes: setup/versioning and a test file versus a single security-gate workflow change. No shared code-path bug or mergeable same-fix relationship." + "reason": "43488 changes setup/dependency metadata and a Vit test, while 46747 only flips a security-gate workflow trigger from pull_request_target to pull_request. Different code paths and purposes; not one fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "One PR changes packaging/versioning and pytest dependency setup; the other changes CI workflows and testing utilities. The shared vitest file is incidental, not the same underlying fix." + "reason": "43488 is about packaging/versioning and a test file; 43532 edits multiple CI workflows plus testing utilities/notification code. They do not address the same concrete problem." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflow files, but they change different CI systems and behaviors: comment-driven workflow/notifications versus the PR security gate. Not the same concrete change." + "reason": "43532 broadly rewrites comment/scheduled/slack workflows and testing utilities, while 46747 is a single workflow trigger change. Too different to be the same underlying change." } ] }, @@ -21485,7 +21563,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "68ade24b19e473fd7571cc52cfd5dab12b6b26d5704bbd3f8b0f7b9b4a843416", + "prepared_review_unit_hash": "a02063e65a18c8efeb6167eacef081891f924ca1f62f5aa0b173ca41c2d2fdde", "component_budget": { "node_count": 2, "item_count": 2, @@ -21507,18 +21585,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct pipeline-addition PRs in the same segmentation area: one for promptable concept segmentation and one for promptable visual segmentation. They share framework/docs boilerplate, but they implement different features and should stay separate.", + "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share framework plumbing, but they target different tasks/models and should not be treated as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the stronger representative of the cluster because it is the broader and more complete segmentation pipeline addition, covering more model integrations and test coverage.", + "canonical_pr_reason": "No issue is present. If one PR must represent the cluster, #43613 is the broader and more complete standalone pipeline addition, with more model integrations and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the best single PR in this cluster for navigation/triage purposes because it has the larger implementation footprint and wider model support, making it the more representative segmentation-pipeline change.", + "best_pr_reason": "#43613 is the stronger representative PR: it covers a broader visual-segmentation stack and has more supporting tests/docs. #43612 is a separate concept-segmentation feature.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "They are different concrete features: promptable concept segmentation vs promptable visual segmentation. Overlap is limited to shared infrastructure/docs, not the same underlying bug or change, so they should not be merged as duplicates." + "reason": "Different underlying features: concept segmentation vs visual segmentation. They share some registration/docs scaffolding, but they modify different model/pipeline code paths and would not naturally merge into one PR." } ] }, @@ -21548,7 +21626,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "fada96dadf82e0802767f2554e6568719523c6b6ee59db3841ef49d851dec1c7", + "prepared_review_unit_hash": "21f1c4cb40b50a1aeca1f658037c34fc637ebc43ee62c2aa28c5ea06f15af0b5", "component_budget": { "node_count": 2, "item_count": 2, @@ -21570,18 +21648,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `trainer.py` but address different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are related to Trainer internals, but not the same bug or change.", - "confidence": 0.96, + "summary": "The two PRs both touch `trainer.py` but address different trainer extensibility points: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better representative of the cluster because it makes a concrete behavior change in `training_step` around loss scaling, whereas #43663 is a separate refactor of input-column signature handling.", + "canonical_pr_reason": "PR #43651 is the more concrete code-path change: it alters training-step loss scaling behavior and adds an opt-in property. PR #43663 is a separate override hook for data column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the stronger standalone PR to keep as a reference: it fixes a specific training-path behavior and has a clear user-visible effect. PR #43663 is a different trainer customization change, not a duplicate of it.", + "best_pr_reason": "If one PR must represent the cluster, #43651 is the stronger representative because it targets a specific runtime behavior rather than a helper extraction/refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "They share `trainer.py` and Trainer customization context, but they modify different code paths and solve different problems: gradient accumulation loss scaling vs. signature column filtering for PEFT/custom trainers. Not the same underlying change." + "reason": "Different changes in the same file: #43651 controls gradient-accumulation loss scaling, while #43663 adds overrideable signature-column filtering. They are not the same bug or mergeable into one PR." } ] }, @@ -21611,7 +21689,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "5cb23d711ff9c8ed14dd8cbe0e8ad3b7c07b15c6cbe30c021404630ca9df17c1", + "prepared_review_unit_hash": "2403d16bdb51cd61abd961d81d5f49a80f868a0e525d972b2177fbfa39c8ea1f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21633,18 +21711,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch transformers/cli/serve.py and are about TypeAdapter/typing issues, but they address different failures: 43656 is a broader postponed-annotations/type-hint cleanup, while 43842 specifically guards the pydantic TypeAdapter import when pydantic is absent.", - "confidence": 0.86, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they fix different runtime/typing failures: one is a general annotation/NameError cleanup, the other is specifically about avoiding a pydantic import/runtime issue when pydantic is absent. They are related but not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the sharper representative of the cluster because it directly fixes the concrete missing-pydantic TypeAdapter NameError with a minimal, targeted change.", + "canonical_pr_reason": "PR 43656 is the broader and more direct TypeAdapter-related CLI fix, while 43842 targets a narrower missing-pydantic path. As a cluster representative, 43656 better captures the shared theme without conflating two separate bugs.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best standalone fix: it targets the specific import-time failure path and is the most self-contained correction.", + "best_pr_reason": "PR 43656 is the better representative of the cluster because it addresses the core CLI TypeAdapter NameError/annotation problem more generally; 43842 is a distinct follow-up fix for a different dependency-availability path.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Related area, but not the same underlying bug. 43656 adds __future__ annotations and adjusts typing usage; 43842 explicitly fixes the pydantic-optional TypeAdapter NameError via TYPE_CHECKING import and quoted annotation. These are separable changes and should not be merged as duplicates." + "reason": "Same file and similar naming, but the fixes are not the same underlying bug: 43656 changes annotation handling via __future__/typing cleanup, while 43842 specifically guards TypeAdapter usage when pydantic is not installed. They should not be merged as duplicates." } ] }, @@ -21774,8 +21852,8 @@ "pull_request:44066|pull_request:44086", "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44071", - "pull_request:44018|pull_request:44066", "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", @@ -21837,12 +21915,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "ddb3990a0ae977633fdd1ea88ed8500b9bae1dcd00e0ba3ad20eac6acff90e36", + "prepared_review_unit_hash": "3b0f5d11415dbf3a22e99fb246c14e234a5422a325554e289abb7413701d8221", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84504, + "serialized_chars": 84503, "estimated_input_tokens": 21126, "estimated_eval_tokens": 42508 }, @@ -21859,327 +21937,231 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of separate, model-specific output-tracing refactors, not one duplicate stack. The only clear duplicate subgroup is the GPT-Neo pair, and the GPT-J/CodeGen variants around 44066/44085/44722 look like the same core refactor.", - "confidence": 0.74, + "summary": "This cluster splits into two real duplicate subgroups: a GPT-J/CodeGen output-tracing line (#44066/#44085/#44722) and a separate GPT-Neo duplicate pair (#44018/#44068). The remaining PRs are mostly sibling refactors across different model families that share the same standardized-output-tracing theme but not the same concrete code path.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the best canonical PR for the GPT-J/CodeGen subgroup: it covers the same GPT-J output-tracing change as 44066/44085 and is the broadest, most complete version of that refactor.", + "canonical_pr_reason": "#44722 is the best canonical PR for the GPT-J/CodeGen subgroup: it is the latest and most complete overlap on the same concrete GPT-J/CodeGen output-tracing path, and it subsumes the narrower GPT-J-only PRs in that line.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest representative of the only obvious duplicate family in this cluster; the remaining PRs are distinct model migrations rather than duplicates.", + "best_pr_reason": "If one PR must represent the cluster, #44722 is the strongest choice because it anchors the largest true duplicate subgroup; however, GPT-Neo also forms a separate true duplicate pair and should not be collapsed into this PR.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same refactor theme only." + "reason": "Same broad output-tracing theme, but different model families and different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths; both are just standardized output-tracing refactors." + "reason": "Shared refactor pattern only; CVT/FNet-style work is unrelated to DeBERTa V2." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same code path; 44066 only adds the copied CodeGen block, so one PR could subsume the other." + "reason": "Both are GPT-J output-tracing refactors on the same file path; this looks like overlapping versions of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet/RT-DETR ResNet vs EfficientNet; unrelated model implementations." + "reason": "RegNet/ResNet-side output tracing versus EfficientNet; same initiative, not the same fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; same migration style, not the same bug or change." + "reason": "EfficientNet and GPT-J/CodeGen are different model implementations, not one duplicate change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Unrelated model files and code paths." + "reason": "GPT-J/CodeGen versus EfficientNet; the overlap is only at the generic refactor-pattern level." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa; not the same change." + "reason": "MobileNetV2 and DeBERTa V2 are unrelated concrete refactors." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; different model code paths." + "reason": "GPT-J/CodeGen versus MGP-STR; same modernization theme, different code path." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor on the same model file and tests; these could plausibly be one PR." + "reason": "Same GPT-Neo output-tracing refactor in the same model file; these are clear duplicate versions of the same fix." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; only a shared refactor pattern." + "reason": "GPT-J/CodeGen and MPT are distinct model-specific implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." + "reason": "GPT-J/CodeGen versus GPT-Neo; related refactor style, but not the same concrete change." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; not the same concrete change." + "reason": "GPT-Neo and GPT-J/CodeGen are separate code paths, so this is not a duplicate pair." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; different model implementations." + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; unrelated code paths." + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations; no shared concrete bug." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; same migration theme only." + "reason": "ResNet and GPT-J are different model-specific migrations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; unrelated models." + "reason": "GPT-Neo and ResNet are unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; different code paths." + "reason": "ResNet versus MPT; same broad refactor theme, different fix." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same family of work, but not the same change." + "reason": "GPT-Neo is a separate duplicate subgroup from the GPT-J/CodeGen line." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; unrelated model code." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT vs GPT-J/CodeGen; different model implementations." + "reason": "GPT-Neo and Flaubert/XLM are different model families." }, { "left": "pull_request:44018", - "right": "pull_request:44085", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs GPT-J; different model code paths." + "reason": "GPT-Neo versus Flaubert/XLM; only the standardized-output-tracing theme overlaps." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs MGP-STR; unrelated changes." + "reason": "MPT and GPT-J are different concrete refactors." }, { - "left": "pull_request:44068", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same underlying bug." + "reason": "GPT-J and MGP-STR are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR; different model families." + "reason": "GPT-2 and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; same refactor style only." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "Segformer vs LongT5; unrelated model implementations." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "Segformer vs GPT-J/CodeGen; no shared concrete code path." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Segformer vs VisualBERT; different model code." + "reason": "ViLT and Flaubert/XLM share only the generic output-handling theme." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "MPT vs MGP-STR; unrelated models." + "reason": "GPT-Neo and MPT are different model-specific changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet vs VisualBERT; same subsystem theme only." + "reason": "VisualBERT versus Flaubert/XLM; not the same underlying bug/change." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 vs MPT; different code paths." + "reason": "GPT-2 and MPT are separate model-specific migrations." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs Flaubert/XLM; not the same change." + "reason": "MPNet and LongT5 are different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs MPNet; unrelated model implementations." + "reason": "RegNet and MPNet are unrelated model-specific refactors." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT vs ImageGPT; different model code paths." + "reason": "MPT and ImageGPT are not the same underlying change." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM; same refactor theme only." + "reason": "TextNet versus Flaubert/XLM; different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo; unrelated models." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet vs LongT5; different concrete refactors." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT vs SpeechT5; unrelated code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet vs LongT5; not the same underlying change." + "reason": "RegNet and GPT-Neo are separate implementations." }, { - "left": "pull_request:44019", + "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "ResNet vs DeBERTa; only the output-tracing pattern overlaps." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa vs SpeechT5; different model implementations." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa vs VITS; unrelated code paths." - }, - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet vs ImageGPT; same migration style, not a duplicate change." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the broader version of the same change." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J refactor, and 44722 covers the same core change with extra breadth." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J vs SpeechT5; different models and code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "Different model families; only the refactor pattern is shared." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "CVT/FNet vs SpeechT5; unrelated changes." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa vs SpeechT5; not the same bug or fix." + "reason": "SqueezeBERT and DeBERTa V2 are unrelated concrete refactors." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa vs VITS; different model code." + "reason": "DeBERTa V2 versus TextNet; same theme, different code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet vs ImageGPT; same broad task, different concrete changes." + "reason": "FocalNet and ImageGPT are distinct model-specific output-tracing changes." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary and pair verdicts are grounded in the packet and stay conservative. The accepted pairs are supported by shared files and/or the same issue target, and they look mergeable as single PRs for the same refactor bugfix. No clear overstatement of evidence." + "accept": false, + "feedback": "The summary is not fully grounded: the packet shows a second clear same-code-path duplicate pair for GPT-Neo (44018/44068), so saying the only clear duplicate subgroup is the GPT-J/CodeGen line is too strong. The pair verdicts are mostly conservative, but the narrative should acknowledge both duplicate subgroups rather than collapsing the cluster to just GPT-J/CodeGen." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22211,12 +22193,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "4b30bc1a6cc25ec948452a2f97462c32a869f21ffbdba69f91b56d890eee9514", + "prepared_review_unit_hash": "0128970b0d88f07a3ebac37741efc863bc1d0349781c95778847018be916ee97", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84504, + "serialized_chars": 84503, "estimated_input_tokens": 21126, "estimated_eval_tokens": 42508 }, @@ -22224,7 +22206,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, + "serialized_chars": 13067, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -22233,42 +22215,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are pull requests for migrating different model implementations to the standardized output-capture/tracing helpers. They share a common theme, but they touch different model-specific code paths, so they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These PRs are all in the same general output-tracing refactor wave, but they touch different model code paths (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5) and are not duplicate fixes or mergeable into one PR without becoming an unrelated multi-model sweep.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the clearest standalone change with an explicit issue target and a concrete model-specific refactor; among this set it is the best representative PR, though it is not a duplicate of the others.", + "canonical_pr_reason": "44129 is the most concrete representative: it has an explicit issue target and a focused SpeechT5 output-tracing refactor, making it a better anchor than the broader model-specific refactors.", "best_issue_reason": null, - "best_pr_reason": "44129 has the strongest canonical signal (explicit linked issue, clear refactor scope, self-contained diff). The others are similar migration PRs but for different model classes and should remain separate.", + "best_pr_reason": "44129 is the strongest standalone PR in the set because it is tied to a specific issue and clearly describes the standardized output-capture change in one model.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they target different models (VisualBert vs TextNet) and different forward paths; not the same underlying change." + "reason": "Both are output-tracing refactors, but they affect different models (VisualBert vs TextNet) and different code paths; they are similar pattern changes, not the same underlying fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model implementations with distinct output-capture wiring; similarity is only at the refactor pattern level." + "reason": "MPNet and VisualBert are separate model implementations; this is the same refactoring theme, not a duplicate bug or a single mergeable PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model families and code paths; these are parallel migrations, not one shared fix." + "reason": "These are parallel standardized-output refactors in different model files, with no shared concrete bug or code path." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert each update their own model internals for standardized output tracing; same theme, different concrete change." + "reason": "RegNet and SqueezeBert are unrelated model internals; the PRs share a refactor pattern but not the same change request or fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 modify unrelated model-specific forwards and tracing hooks, so they are not duplicates." + "reason": "SqueezeBert and SpeechT5 are distinct models and the diffs indicate separate output-capture migrations, not one underlying defect." } ] }, @@ -22348,12 +22330,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "172d5ce99131b5786a79069b85170286c59145784f89184a24e2a1914c211f59", + "prepared_review_unit_hash": "ac56deb8466ed73436d6b5b601e5a013ccbf32573043cea56649fe51e40b8b33", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, + "serialized_chars": 40179, "estimated_input_tokens": 10045, "estimated_eval_tokens": 20346 }, @@ -22361,7 +22343,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, + "serialized_chars": 40179, "estimated_input_tokens": 10045, "estimated_eval_tokens": 20346 }, @@ -22370,252 +22352,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are separate model-specific output-tracing refactors, not duplicates of the same concrete bug or change. The cluster is theme-similar but code-path distinct, so soft edges should be rejected.", - "confidence": 0.95, + "summary": "These PRs are all parallel model-specific output-tracing refactors (mostly adding `can_return_tuple`/capture helpers) across different architectures. They share a theme, but they change different forward paths, so they should not be deduplicated into one change set.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative and substantial of the set: it touches two closely related Mamba implementations and adds the output-capturing plumbing (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`) that the others follow in simpler form.", + "canonical_pr_reason": "PR 44003 is the most representative single PR in this cluster: it is a substantive output-tracing refactor spanning two closely related model files and introduces the shared helper/capture pattern seen across the group.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best cluster representative because it is broader than the single-file refactors and reflects the shared output-tracing migration pattern most clearly.", + "best_pr_reason": "PR 44003 is a strong canonical example because it is broader than the one-file refactors, touches a related pair of implementations, and reflects the core pattern of this batch.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model implementations and files; not the same underlying change." + "reason": "Same refactor theme, but different model families and distinct forward code paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `vision_text_dual_encoder`); only the refactor pattern matches." + "reason": "Both are output-tracing refactors, but they target unrelated model implementations." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model codepaths; this is not a duplicate change." + "reason": "Different architecture and code path; not the same concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and files; shared output-tracing idea is too broad to merge as duplicates." + "reason": "Both touch tracing helpers, but the affected model stacks are different enough that they are separate PRs." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model implementations; same refactor motif only." + "reason": "Shared refactor pattern only; different model internals and outputs." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `univnet`); not the same bug or change." + "reason": "Different models; similar refactor style is not enough to merge as one bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Same broad refactor pattern, but distinct model codepaths." + "reason": "Distinct model code paths with only a broad tracing-refactor overlap." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different touched files; not duplicate work." + "reason": "Both are tracing refactors, but they modify unrelated model implementations." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Only the tracing refactor theme overlaps; the implementations are unrelated." + "reason": "Same broad pattern, but separate model-specific forward logic." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder wrappers and separate codepaths; not a duplicate." + "reason": "Different encoder-decoder/model stack; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Both are output-tracing refactors, but for different model families with no shared concrete fix." + "reason": "These are parallel refactors in different models, not one concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and files; same thematic cleanup only." + "reason": "Shared theme only; separate model paths and behavior." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Not the same underlying change; these affect different architectures and codepaths." + "reason": "Different model families and separate output-tracing implementations." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Separate model-specific refactors; too broad to treat as duplicates." + "reason": "Both are refactors around output return behavior, but for unrelated models." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Same migration pattern, but unrelated models." + "reason": "Same refactor motif, but different concrete models and forward methods." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model implementations; no evidence of one concrete shared fix." + "reason": "Not the same underlying bug/change; just the same abstraction pattern." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; not mergeable as one duplicate PR." + "reason": "Different model architectures and distinct code paths." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44003", "accept": false, - "reason": "Unrelated model codepaths; only the refactor style overlaps." + "reason": "Separate model-specific refactors; not mergeable as one PR." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "Different models and distinct changes; not the same underlying bug or feature." + "reason": "Only the tracing-refactor theme overlaps; the concrete implementations differ." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba` refactor vs `superpoint` refactor; no shared concrete code-path problem." + "reason": "Different model families and different forward logic." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and implementations; same output-tracing theme is insufficient." + "reason": "Both are refactors, but they affect different model code paths and are not one fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families; not a duplicate change." + "reason": "Unrelated models; the similarity is only the output-tracing cleanup pattern." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Separate model codepaths with only superficial similarity." + "reason": "Different architectures and concrete behavior changes." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models and codepaths; no duplicate bug/change." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44025", - "accept": false, - "reason": "Distinct model implementations; not the same concrete fix." + "reason": "Same general pattern, but distinct model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are output-tracing refactors, but for different encoder/decoder models and not one mergeable change." + "reason": "Both are encoder-style output-tracing refactors, but they target different model wrappers." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; shared refactor pattern only." + "reason": "Different model stacks; not the same concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated implementations; not duplicates." + "reason": "Separate model-specific tracing refactors, not one bug fix." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different codepaths and model architectures; same theme only." + "reason": "Similar refactor language only; the affected code paths are unrelated." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Unrelated model-specific tracing refactors." + "reason": "Different model families and different forward signatures." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `rwkv`); not the same change." + "reason": "Different implementations; same broad refactor theme is insufficient." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Similar wrapper pattern, but distinct modalities and codepaths; not a duplicate." + "reason": "Separate model wrappers with unrelated forward paths." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and files; no shared underlying bug." + "reason": "Not the same concrete code-path problem." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Separate model implementations; same refactor motif only." + "reason": "Different model-specific output behavior; not a duplicate change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different encoder-decoder vs keypoint model code; not duplicate work." + "reason": "Same tracing refactor pattern, but different model code bases." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated models; same tracing cleanup theme only." + "reason": "Distinct implementations; no shared bug to merge together." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model codepaths and change scope." + "reason": "Different concrete forward paths and output handling." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Distinct models with no common concrete fix." + "reason": "Unrelated models; only the refactor style matches." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations; not a duplicate PR." + "reason": "Separate model-specific changes, not one underlying issue." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are unrelated; same output-tracing theme is too broad to accept." + "reason": "Different architectures and output-tracing implementations." } ] }, @@ -22645,7 +22621,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "8c359ee409498d16c29436bb40e56114c47aed12011f75cba0c7d9438fa21ef2", + "prepared_review_unit_hash": "ea8b219672453b00bd8ee0db8c3561f3a220b8f9ffe9bd335c8ed4518061f40f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22667,18 +22643,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-introduction PRs (PenguinVL vs Voxtral TTS). They overlap only on shared Transformers registration/docs plumbing, not on the same underlying code change or bug fix.", - "confidence": 0.95, + "summary": "These are unrelated model-implementation PRs for different models (PenguinVL vs Voxtral TTS). They share only generic Transformers integration files, so they should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the better canonical PR for the cluster only in the sense that it is more narrowly scoped and explicitly tied to issue 45027; however, it is still a separate model implementation from 44662 and not a duplicate of it.", + "canonical_pr_reason": "PR 44662 is the more established standalone implementation: it is non-draft, has much higher review activity, and represents a broader completed model integration.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the strongest representative of its own change because it has an explicit issue target and a focused feature scope. PR 44662 is likewise a valid standalone model-addition PR, but it is not the same change.", + "best_pr_reason": "PR 44662 is the strongest representative in the cluster because it is the more mature, non-draft model-addition PR with substantial review attention.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations with different filenames, model classes, and goals. The shared auto-registration/docs edits are generic boilerplate and do not indicate the same underlying bug or change." + "reason": "Different models and different feature work; the overlap is only in shared Transformers plumbing/docs, not the same underlying bug or change." } ] }, @@ -22708,12 +22684,12 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "36fd144b45053330692b34ddf75137fe5fd47a8b76351c5039e78fe4497b5258", + "prepared_review_unit_hash": "aa96830012e61d2f0bc802b19332f5de98d71b3178f680b756fd5361c82ece44", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4219, + "serialized_chars": 4220, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -22721,7 +22697,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4219, + "serialized_chars": 4220, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -22730,18 +22706,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one changes PR docs workflow behavior, while the other tweaks CI routing and makes an unrelated code edit in modeling_utils.py. They do not appear to fix the same underlying bug or implement the same change.", - "confidence": 0.93, + "summary": "These two pull requests are not duplicates: one rewrites a PR workflow to convert PRs to draft, while the other changes CI branch routing and contains unrelated code/test noise. They do not target the same concrete bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46845 is the better canonical representative because its title and diff are more specific and it contains the substantive CI-related change; PR 44965 has a vague title and a separate workflow edit with no clear overlap.", + "canonical_pr_reason": "No canonical PR exists here because the two PRs address different workflows and code paths rather than the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 46845 is the strongest single representative of the cluster: it has the clearer intent, broader evidence of a real change, and is more informative for triage than the loosely described PR 44965.", + "best_pr_reason": "Neither PR is a strong cluster representative for deduplication; if forced to pick one, 44965 is more self-contained, but the pair should not be merged as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different changes and code paths: 44965 rewrites the PR documentation workflow into a draft-conversion workflow, while 46845 adjusts CI workflow routing and adds an unrelated line in modeling_utils.py. They do not look like the same bug or mergeable duplicate fix." + "reason": "Different underlying changes: 44965 edits PR-draft workflow automation, while 46845 adjusts CI branch selection and includes unrelated model/test edits. They are not the same fix." } ] }, @@ -22771,7 +22747,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "00d57ac4202adc86bf60b174b45d1f6243f4081b0c04b7b3f1bec3b3d873d4d6", + "prepared_review_unit_hash": "465bab4e206c9f96d470275fb1c0e658a359db34163991cbd2e03976f119937d", "component_budget": { "node_count": 2, "item_count": 2, @@ -22793,18 +22769,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about fusion, but they target different layers: #44979 adds a generic module-fusion API and tests, while #45363 wires n-to-1 kernel fusion into KernelConfig/model loading with an example. They are related, but not duplicates of the same change.", - "confidence": 0.95, + "summary": "These are related fusion-feature PRs, but they implement different layers of the stack: one adds a generic Module Fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion wiring and an example. They should not be treated as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more foundational and self-contained change: it introduces the generic Module Fusion API and test coverage, whereas #45363 is a later, feature-specific KernelConfig integration built on a different path.", + "canonical_pr_reason": "PR 44979 is the more foundational and standalone representative of the generic module-fusion abstraction; PR 45363 is a separate KernelConfig-based implementation path.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the best representative for the cluster because it defines the underlying fusion abstraction rather than a specific application of it.", + "best_pr_reason": "PR 44979 is the clearest canonical representative of the cluster topic, but the pair is not duplicate-worthy because the scopes differ materially.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject: #44979 implements a generic module fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and touches different integration points; they are related but not the same concrete change and would not plausibly be merged into one PR." + "reason": "Not the same concrete change: 44979 introduces a generic Module Fusion API, while 45363 wires n-to-1 kernel fusion through KernelConfig and related integrations. Related area, but distinct code paths and PRs." } ] }, @@ -22834,7 +22810,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "b02cbe891a4de78212f42d15ca10bffc7dded6e8f7ebd18951e4271c98162045", + "prepared_review_unit_hash": "3cbf3693d192b418a1c8fc090f307e017d05c9dfe2104164bff0e5119abe9cc7", "component_budget": { "node_count": 2, "item_count": 2, @@ -22856,18 +22832,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs implement the same Mistral regex patch in the same file, with 45317 adding test coverage for the same fix. They look like duplicate fix attempts for the same underlying AttributeError.", - "confidence": 0.98, + "summary": "Both PRs fix the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; `45317` is the more complete fix because it also adds a regression test.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it contains the same code change as 45086 plus a regression test, making it the more complete fix.", + "canonical_pr_reason": "PR `45317` is the better canonical PR because it addresses the same concrete bug as `45086` and includes a test addition, making it the more complete implementation of the fix.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45317 is the best PR candidate because it fixes the same concrete bug and includes test coverage, while 45086 is just the code change.", + "best_pr_reason": "PR `45317` is the best representative of the cluster: it targets the same issue, changes the same code path, and adds coverage for the regression.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same target issue, same modified code path, and the diff shows the same AttributeError fix; 45317 only adds tests, so these are duplicate implementations of the same change." + "reason": "Same underlying AttributeError fix in the same code path, with `45317` adding a regression test; they are plausible duplicates of one change." } ] }, @@ -22897,7 +22873,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "c9a7aef39b22ceba346ce49abb22868f71e8231528e90a2686b358c716d11f35", + "prepared_review_unit_hash": "ac4ba06ccde3db99925c56e7af88c27699357e729535c80248bdf0023119d524", "component_budget": { "node_count": 2, "item_count": 2, @@ -22919,18 +22895,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related but not duplicates: one is a conversion/refactor pass for NemotronH inheritance and key mapping, while the other is a broader model split/registration/doc update for NemotronH, Dense, and Sparse variants.", - "confidence": 0.89, + "summary": "Two open NemotronH PRs overlap in shared model files, but they target different changes: one refactors conversion/mapping and inheritance, while the other adds the dense/sparse split, docs, and tests. They are related, not duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the more canonical representative because it implements the larger end-to-end NemotronH restructuring, including new dense/sparse model packages, auto-mapping, docs, and tests.", + "canonical_pr_reason": "PR #45569 is the better canonical representative for the overall NemotronH restructuring because it is broader and includes the user-facing split into nemotron_h_dense and nemotron_h_sparse plus docs/tests, whereas #45115 is a narrower conversion/inheritance refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best overall fit for the cluster since it covers the full public-facing model organization change; PR #45115 is a narrower internal conversion/refactor change.", + "best_pr_reason": "PR #45569 is the most complete and externally visible change set in the cluster; #45115 is a narrower implementation-focused refactor that appears to be one step in the broader model split, not the same concrete fix.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same underlying change: #45115 focuses on conversion mapping and inheritance refactor, while #45569 splits out dense/sparse variants and updates docs/model registration. They could not realistically be merged into one single PR without conflating separate scopes." + "reason": "They share NemotronH model internals, but #45115 focuses on conversion mapping and inheritance refactoring, while #45569 introduces the dense/sparse model split, docs, and tests. Different concrete changes, so not a duplicate PR." } ] }, @@ -22960,12 +22936,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "6e4837066af0dbd11094225a427bae083dc17b14bf83ac771077805a9cf0d10a", + "prepared_review_unit_hash": "ea556c74f3f576f5f5e71a170c1f8567d3b3562517028afc3a9cceb6c2d92e3a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5953, + "serialized_chars": 5954, "estimated_input_tokens": 1489, "estimated_eval_tokens": 3234 }, @@ -22973,7 +22949,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5953, + "serialized_chars": 5954, "estimated_input_tokens": 1489, "estimated_eval_tokens": 3234 }, @@ -22982,18 +22958,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs overlap on heterogeneous/per-layer configuration work, but they are not the same concrete change: #45333 is config-only, while #45332 adds broader modeling/runtime support too.", + "summary": "These are closely related, but not duplicates: PR #45333 adds per-layer heterogeneous config support, while PR #45332 is a broader end-to-end heterogeneous model support change that also includes modeling/runtime pieces. #45332 is the better canonical PR because it subsumes the config work and represents the larger underlying feature.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the better canonical PR because it implements the broader end-to-end heterogeneous model feature, including the config work plus modeling/runtime integration.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes the configuration work plus modeling/runtime integration, additional utilities, and tests. PR #45333 is a narrower subset focused only on configuration.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the strongest representative of the cluster since it covers the full feature scope rather than only the configuration subset.", + "best_pr_reason": "PR #45332 is the best representative of the feature cluster because it covers the full heterogeneous support implementation rather than only the config layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not merge-equivalent: #45332 includes additional modeling/cache/masking changes beyond the per-layer configuration support in #45333." + "reason": "They are related feature branches, but not the same concrete change: #45333 stops at per-layer config support, while #45332 extends into modeling/runtime integration and additional files. This is a subset/superset relationship, not a duplicate PR." } ] }, @@ -23023,40 +22999,40 @@ "soft_pairs": [ "pull_request:45346|pull_request:46818" ], - "prepared_review_unit_hash": "146fb196678abd4f4bd0d659f71b94723dd7c5fd130cbb2a018d04a75b0f71f9", + "prepared_review_unit_hash": "0886453962f6bc26dbda0ab77ca0581102f84e658cddce95fdf04ede1f861662", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5602, - "estimated_input_tokens": 1401, - "estimated_eval_tokens": 3058 + "serialized_chars": 5600, + "estimated_input_tokens": 1400, + "estimated_eval_tokens": 3056 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5602, - "estimated_input_tokens": 1401, - "estimated_eval_tokens": 3058 + "serialized_chars": 5600, + "estimated_input_tokens": 1400, + "estimated_eval_tokens": 3056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both involve MoE/router behavior, but they fix different bugs in different code paths: one is a narrow double-softmax regression in Mixtral/Qwen2-MoE, the other is a broad expert-parallel router contract and FP8 scale-format fix across many models. They are not duplicates.", - "confidence": 0.97, + "summary": "These PRs are not duplicates: one is a narrow regression test around Mixtral/Qwen2 MoE router logits being raw logits, while the other is a broad expert-parallel/DeepGEMM change enforcing FP8 scale contracts across many models. They touch different code paths and would not plausibly merge into one PR.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46818 is the broader, more central router/EP fix and better represents the cluster\u2019s main architectural theme; PR 45346 is a much narrower test-driven regression fix for a specific softmax mistake.", + "canonical_pr_reason": "No shared underlying change is evident. If forced to pick the broader representative PR, pull_request:46818 is the more substantial code fix; pull_request:45346 is a small test-only regression for a specific MoE softmax bug.", "best_issue_reason": null, - "best_pr_reason": "PR 46818 is the best representative because it spans the larger production change surface and addresses a core runtime contract across multiple models, whereas PR 45346 is limited to two model tests and a specific router-logits regression.", + "best_pr_reason": "pull_request:46818 is the best representative of the cluster because it contains the main implementation work and affects multiple model families. pull_request:45346 is narrower and primarily adds a regression test for a specific router-logits issue.", "soft_edge_verdicts": [ { "left": "pull_request:45346", "right": "pull_request:46818", "accept": false, - "reason": "Both concern MoE routing, but 45346 fixes double-softmax on router logits in specific models, while 46818 changes expert-parallel router contracts and FP8 scale handling across many models. Different bugs and not plausibly one merged PR." + "reason": "Different bugs and code paths: 45346 tests that MoE router_logits remain raw logits in Mixtral/Qwen2, while 46818 changes EP/DeepGEMM FP8 scale handling across many models. Same broad area, but not the same underlying fix." } ] }, @@ -23086,7 +23062,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "146eac1c402366a4f96c093bbff12e0db6240a59587a8fd2c90b99d3e302db7c", + "prepared_review_unit_hash": "8b4fa92977b6bbe873052a95f1f70fde181a6186d1001be66775facf6d41a435", "component_budget": { "node_count": 2, "item_count": 2, @@ -23108,18 +23084,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they address different scopes: one is a broad repository-wide type-checking sweep, while the other adds specific typing protocols/helpers and updates a few concrete integrations. They do not look like the same underlying change.", - "confidence": 0.93, + "summary": "These are two different typing-focused PRs in the same codebase, but they address different scopes and code-paths: one is a broad type-checking sweep across many transformers files, the other adds specific typing protocols and support for PEFT/modeling integration. They are not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical PR because it is a focused typing change centered on `_typing.py` and a small set of related integrations, rather than a wide type-checking sweep across many unrelated files.", + "canonical_pr_reason": "PR 45425 is the better cluster representative because it is a focused typing-infrastructure change with a small, coherent scope, whereas 45415 is a much broader repo-wide type-checking cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster because it is the more coherent, specific change; PR 45415 is a broad cleanup-style type-checking pass and is not the same concrete fix.", + "best_pr_reason": "PR 45425 is the best candidate overall because it makes a concrete, narrowly-scoped typing fix around shared protocols and related integrations; 45415 is a larger cleanup pass and not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both concern typing, but 45415 is a broad type-checking pass across many files, while 45425 adds specific typing protocols and targeted model/integration adjustments. They are related in theme, not the same bug or mergeable change." + "reason": "Both are typing-related, but they fix different things: 45415 is a broad type-checking enablement/ignore cleanup across many files, while 45425 adds specific typing protocols and model/PEFT-related support. Shared files alone do not make them the same change." } ] }, @@ -23149,7 +23125,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "253bd8f5ce2f996863ad6160fdfb8af4f5fa9bc6273550df77a673219d5cd35a", + "prepared_review_unit_hash": "1cc2456c4966456adb8ed2b1b9b8f81fcf2c1d2775006f9e1a240896fdc0a4d3", "component_budget": { "node_count": 2, "item_count": 2, @@ -23171,18 +23147,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch expert-parallel model loading, but they fix different failure modes: one is about loading via accelerate/DeepSpeed ZeRO-3 and serialized distributed config, the other is about FSDP2/rank-0 broadcast overwriting expert parameters. They are related, but not duplicates.", - "confidence": 0.96, + "summary": "These are related EP-loading PRs, but they address different failure modes: one is about preserving EP-related config and handling ZeRO-3/accelerate launch, the other is about preventing expert weights from being overwritten during FSDP2/rank-0 broadcast. They are similar in subsystem, not duplicates of the same fix.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better representative because it targets a more concrete runtime corruption path and includes the broader distributed loading fixes; 45548 is narrower and focused on accelerate/ZeRO-3 configuration handling.", + "canonical_pr_reason": "No strong canonical PR for a duplicate cluster: the two PRs solve different EP loading bugs, so neither cleanly subsumes the other.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone PR in the cluster: it addresses a specific expert-parameter overwrite bug with direct code-path changes, making it the clearest representative of the underlying EP loading class of issues.", + "best_pr_reason": "PR 45662 is the stronger representative of a concrete bug fix because it targets a specific overwrite path during loading and includes coordinated changes across loading and MoE/parallel code paths.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different root causes and fixes: 45548 handles EP + DeepSpeed ZeRO-3 loading/serialization, while 45662 fixes expert parameters being overwritten after rank-0 broadcast under FSDP2. Shared subsystem only, not the same concrete bug." + "reason": "Both concern expert-parallel loading, but 45548 focuses on EP/DeepSpeed ZeRO-3 via accelerate and config serialization, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2. Different concrete code-path bugs, so not a duplicate." } ] }, @@ -23212,12 +23188,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "0749dad4c19e568caa04294559593f292241e53627835558a68c0bdfb28d6203", + "prepared_review_unit_hash": "b8df8452ad467b15afa597c6941bb31ff72c0d597d700d463df4b5b483d7e627", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4669, + "serialized_chars": 4672, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -23225,7 +23201,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4669, + "serialized_chars": 4672, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -23234,18 +23210,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging collision in testing_utils, with 45645 extending the core fix to CI log collection. They are close enough to be treated as duplicates/one combined change.", - "confidence": 0.92, + "summary": "Both PRs target the same xdist/captured_info collision problem, but 45645 is the more complete fix because it includes the safer per-worker output file change and the CI workflow update needed to consume multiple captured_info files.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe logging fix plus the CI workflow update needed to consume multiple captured_info files.", + "canonical_pr_reason": "PR 45645 is the better canonical representative: it covers the underlying xdist artifact collision fix and also updates the workflow to aggregate multiple captured_info files, making it the more complete end-to-end change.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the most complete implementation of the underlying bug fix: it updates the output path behavior and the workflow that reads those artifacts.", + "best_pr_reason": "PR 45645 is the strongest overall candidate because it addresses the same concrete bug as 45639 while also preserving CI debug log collection across multiple xdist workers.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist collision problem for captured_info artifacts; 45645 is a superset of 45639's fix and could plausibly be merged as one PR." + "reason": "Accept: both PRs fix the same captured_info/xdist collision path, and 45645 is effectively a superset that could plausibly subsume 45639 in one merged change." } ] }, @@ -23275,7 +23251,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "88d2cd699b1f8bd28b149d5346aaf019b9f8a6fbdbf67e2bdd7fe3d40f16de0f", + "prepared_review_unit_hash": "7a06a2df4bae912bc336e9d70c5861e42223f335a789c643675c6becae1ffbde", "component_budget": { "node_count": 2, "item_count": 2, @@ -23297,18 +23273,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one implements TRF003 tuple-return handling across model forwards, while the other adds TRF018 weight-initialization modeling rule changes. Shared transformer filenames are broad and incidental, not evidence of the same fix.", - "confidence": 0.98, + "summary": "Both items are linter-related pull requests, but they implement different rules and touch different code paths. PR #45720 adds TRF003 support for returning tuples in model forwards, while PR #46259 adds TRF018 modeling-rule cleanup around weight initialization. They are not duplicates and should not be merged into one PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: they address different lint rules and different code paths.", + "canonical_pr_reason": "PR #45720 is the clearer canonical representative for the cluster because it is the smaller, more targeted rule implementation with a concrete, easily identifiable forward-signature change across multiple models.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for duplication triage; neither PR is a plausible merge target for the other.", + "best_pr_reason": "PR #45720 is the best PR candidate for this cluster because it has a more specific behavioral change and the diff preview shows a single focused transformation pattern. PR #46259 is broader and addresses a different linter rule entirely.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: TRF003 forward/return_dict refactor vs TRF018 _init_weights modeling rule. They do not fix the same concrete bug and would not be merged as one PR." + "reason": "Different linter rules and different underlying changes: TRF003 adds can_return_tuple handling in model forwards, while TRF018 changes weight initialization patterns. Shared model filenames are incidental, so these are not the same change." } ] }, @@ -23404,7 +23380,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "1cec73a91b00e4ce95441106a6111f1ca7e84e9f5edd864bb4674e974ca2adcb", + "prepared_review_unit_hash": "4e46a45e7e142cb6312ae224b0958bfed72f9c202cc09d22b6e15fdc2da3f721", "component_budget": { "node_count": 2, "item_count": 2, @@ -23426,18 +23402,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: #45932 is a mixed CI/telemetry workflow plus model code tweaks, while #46100 is a test migration adding new kernel/model tests and DDP config. They touch different concrete changes and would not realistically be merged into one PR.", - "confidence": 0.94, + "summary": "Two open PRs in the testing area, but they appear to be unrelated changes: one is a Grafana/CI experiment with scattered model edits, the other is a test migration adding DDP/kernel test files. They should not be clustered as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the two pull requests address different workstreams (CI/model changes vs. test migration) rather than the same underlying change.", + "canonical_pr_reason": "PR #46100 is the cleaner, more concrete change set: it introduces specific test infrastructure and model test files, with a coherent migration theme.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong duplicate canonical; if forced, #46100 is the cleaner self-contained test migration, while #45932 is a mixed-purpose change with workflow and model edits.", + "best_pr_reason": "PR #46100 is the better representative for the cluster because it has a single clear purpose and a self-contained diff. PR #45932 looks like an unrelated CI/telemetry experiment plus assorted model edits.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying changes: #45932 adds CI secrets/workflow updates and several model code edits, whereas #46100 adds kernel/model tests and DDP test config. They do not fix the same code-path problem and should not be merged as one PR." + "reason": "They do not appear to fix the same underlying bug or implement the same change. #45932 is a Grafana/CI testing experiment with unrelated model/config edits, while #46100 is a test migration adding distributed test files and model tests. They would not plausibly merge into one PR." } ] }, @@ -23467,7 +23443,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "1a74730ebd4c39dd08fad58602c20cda6dcfef68e0fb84c9e8b172653aafd2b2", + "prepared_review_unit_hash": "ea7d718c8ab5470aedee321011f4fe1005626d848cb30cd338c7525f9a7f98de", "component_budget": { "node_count": 2, "item_count": 2, @@ -23489,18 +23465,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates. PR #46126 is a focused EP/Trainer integration change for distributed tensor-parallel/MoE routing, while PR #46269 is a broad distributed-branch base refactor touching many unrelated distributed subsystems and CI setup.", + "summary": "These PRs are related in the distributed stack but are not duplicates: #46126 is a focused EP + Trainer integration change, while #46269 is a broad distributed branch base with many unrelated edits.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, self-contained code change: it targets EP routing/tensor-parallel behavior and trainer integration. PR #46269 is too broad and spans multiple distributed features, so it is not a good canonical representative for this cluster.", + "canonical_pr_reason": "#46126 is the more canonical representative for this cluster because it is the focused, coherent EP + Trainer integration change rather than a broad umbrella branch with many unrelated modifications.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative because it has a clear concrete purpose and narrower scope, making it the most likely underlying change users would want to track or deduplicate against.", + "best_pr_reason": "#46126 is the best PR for the cluster because its scope is tightly centered on the concrete tensor-parallel / EP integration work, making it the clearest single artifact for this change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Different change sets and scopes. #46126 implements EP routing and trainer integration in distributed tensor-parallel code; #46269 is a broad distributed branch base with FSDP CI and many unrelated file edits. Shared filenames alone do not indicate the same bug or mergeable PR." + "reason": "Reject: they overlap in distributed files, but #46269 is a much broader branch-base PR spanning many subsystems and changes, not the same concrete code-path fix as the focused EP + Trainer integration in #46126." } ] }, @@ -23566,208 +23542,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "aadeb38fb5008aeb9805dd5aa6ad506d68d5a974f270bdaef6082b853f996610", + "prepared_review_unit_hash": "a60eb619b4f4db173a1ac7dea4cf473a460f6b647d8f8ab1e63544762b360174", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25932, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25924, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25932, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25924, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All candidates are small workflow-maintenance PRs, but they are not duplicate changes. The only close cluster is the pr-ci-security-gate.yml series, and those PRs make different hardening edits rather than the same fix.", - "confidence": 0.93, + "summary": "This cluster is mostly a collection of small, unrelated workflow-chore PRs. The only dense subgroup is the pr-ci-security-gate.yml set, but those PRs make different security-hardening changes rather than fixing the same concrete bug/change, so they should not be merged as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the set breaks into unrelated workflow edits, and even the pr-ci-security-gate.yml items are distinct follow-up changes rather than one duplicate PR.", + "canonical_pr_reason": "PR 46554 is the most substantive and central PR in the only coherent subgroup, but it still represents a distinct security-gate change rather than a true duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46554 is the strongest standalone representative because it contains the core security-gate logic change; the others are narrower or orthogonal workflow tweaks.", + "best_pr_reason": "PR 46554 is the clearest representative of the cluster's main security-gate theme and has the strongest connectivity, but it should not subsume the other workflow tweaks as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow areas: self-comment-ci message piping vs security-gate hardening." + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs security checks in pr-ci-security-gate.yml." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; one updates self-comment-ci, the other adjusts pr-ci-security-gate permissions." + "reason": "Unrelated workflow changes; one updates self-comment CI command piping, the other adjusts PR CI security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "No shared underlying bug; self-comment-ci scripting change vs security-gate comments." + "reason": "Different workflow files and goals; not the same bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different fixes in different workflows; not the same change." + "reason": "Different workflow files and distinct security-related changes; not duplicates." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow logic: stdin handling in one CI job vs commit-message detection in another." + "reason": "Both touch shell command invocation, but in different workflows and for different purposes." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark_v2 dispatch trigger changes." + "reason": "Different workflow files and different changes: SSH runner hardening vs benchmark dispatch support." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different concerns; SSH runner vs anti-slop permissions." + "reason": "Different workflows and different fixes; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner changes do not match assign-reviewers checkout ref fix." + "reason": "Different workflows and unrelated changes; not duplicates." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows; SSH runner secret handling vs pr-ci-security-gate logic." + "reason": "SSH runner hardening is unrelated to PR CI security-gate behavior." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "No duplicate relationship; SSH runner environment cleanup vs security-gate workflow permissions." + "reason": "Different workflow concerns: SSH runner secrets handling vs PR CI security-gate permissions." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow edits, but they fix different jobs and different behaviors." + "reason": "Same broad CI area, but different workflows and different changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Distinct workflow changes: anti-slop permissions vs reviewer assignment checkout ref." + "reason": "Different workflow files and distinct fixes; no same underlying bug/change." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different CI workflows and different concrete fixes." + "reason": "Assign-reviewers base-ref checkout is unrelated to build-ci-docker-images shell quoting." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "No shared code path or same bug; anti-slop permission move vs security-gate overhaul." + "reason": "Unrelated workflow changes in different code paths." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer checkout ref fix and benchmark dispatch support are unrelated." + "reason": "Different workflow files and different behavior changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different change types; not duplicates." + "reason": "Checkout ref change vs build-image trigger quoting fix are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers checkout target vs security-gate logic are unrelated." + "reason": "Different workflow systems and different fixes; not duplicates." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch trigger and build-ci commit-message handling are separate fixes." + "reason": "Benchmark dispatch support and build-image trigger quoting are separate changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "No underlying shared bug; benchmark workflow vs security-gate workflow." + "reason": "Different workflows and no shared concrete bug." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different files and problems: build-ci tag selection vs security-gate enforcement." + "reason": "Both are workflow hardening, but for different scripts and different failure modes." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Commit-message quoting fix is unrelated to pr-ci-security-gate permissions." + "reason": "Different workflows and different security/trigger logic." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build-ci Docker workflow tweak vs security-gate comments only." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow and different change; not the same fix." + "reason": "Build-image trigger quoting and PR CI secret scoping are unrelated." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different concrete fixes: one adds security checks, the other changes permissions/approval gating." + "reason": "Same workflow file, but different security fixes: one adds checkout-and-diff checks, the other adjusts caller permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Security-gate logic change vs explanatory comments; not the same underlying bug." + "reason": "One adds active security checks; the other only adds explanatory notes to the reusable workflow." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different hardening changes in the same file, but not the same change or bug." + "reason": "Different security-gate changes: workflow logic vs secrets scoping." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "One changes workflow permissions/guarding, the other only adds notes." + "reason": "Both are about the same workflow, but one changes behavior while the other only adds comments/notes." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate edits: permissions/approval condition vs secrets handling." + "reason": "Different behavior changes in the same workflow file; not the same concrete change." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comments are not the same change as switching secrets: inherit to secrets: {}." + "reason": "Comments/documentation versus secret-scoping behavior are not duplicates." } ] }, @@ -23797,7 +23773,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "c05412b0165880f252ac3b4702606c639a190abef943d35b2266730693ab8dff", + "prepared_review_unit_hash": "42035cfb2ddabe792dfea64a42180a58e6a4843af415115bb4457ea8b4f19762", "component_budget": { "node_count": 2, "item_count": 2, @@ -23819,18 +23795,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about avoiding direct file-open source inspection, but they fix different code paths in different modules and are not duplicates.", - "confidence": 0.95, + "summary": "The two PRs are related in theme (replacing file-open source inspection), but they fix different code paths in different modules and are not mergeable as one change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "46152 is the better representative of the cluster\u2019s shared theme because it updates a core utility to avoid self-source file reads; 46207 is a separate model-specific heuristic change.", + "canonical_pr_reason": "PR 46207 is the stronger representative: it targets a single concrete helper in modeling_utils.py, includes tests, and has a clearly scoped behavior change.", "best_issue_reason": null, - "best_pr_reason": "PR 46152 is the strongest overall cluster representative: it is a self-contained infrastructure fix in import_utils.py, whereas 46207 addresses a different, narrower attention-implementation check in modeling_utils.py.", + "best_pr_reason": "PR 46207 is the best standalone PR here because it addresses a specific bug with source inspection in one code path and is better validated than the broader import_utils refactor in 46152.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Same broad motif (source-reading without open()), but different modules, different behaviors, and different bug fixes; they do not look like one underlying change." + "reason": "Both avoid open() for source reading, but they touch different helpers, different files, and different runtime behavior; this is a shared pattern, not the same underlying fix." } ] }, @@ -23923,12 +23899,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "d672f60d46b09eda7668f7d7ae56257306b52f009d3a50a118dd72cad5139b1f", + "prepared_review_unit_hash": "e47e5930b910791c3a6d4c3688039061ebd811bd5f41082e25bcd00d9fa5129a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23936,7 +23912,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23945,18 +23921,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same off-by-one bug in the sliding-window right boundary (`-dist <= right_window_size` vs `<`) for Moonshine streaming. PR 46546 is the broader, later fix and also covers Gemma4 plus tests.", - "confidence": 0.87, + "summary": "Both PRs fix the same off-by-one boundary in the Moonshine streaming sliding-window mask; 46546 adds the same fix for Gemma4 as well, but the Moonshine code change is the same underlying bug.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the stronger canonical PR: it fixes the same boundary bug in Moonshine streaming, extends the fix to Gemma4, and includes test coverage.", + "canonical_pr_reason": "PR 46310 is the clean, focused Moonshine-streaming fix for the right-window boundary off-by-one and matches the shared issue target.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the best overall candidate because it addresses the bug in more than one affected model and adds tests, making it the most complete fix.", + "best_pr_reason": "PR 46310 is the best representative because it addresses the exact Moonshine streaming bug without extra unrelated model changes.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same concrete off-by-one right-window boundary fix in Moonshine streaming; 46546 contains the same fix and could plausibly absorb 46310." + "reason": "Same Moonshine streaming right-window boundary off-by-one fix in the same mask function; 46546 also applies the identical fix to Gemma4, but the Moonshine change is the same concrete bug and could be merged as one PR." } ] }, @@ -23978,48 +23954,72 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46376-2", + "cluster_id": "cluster-46376-5", "nodes": [ "pull_request:46376", - "pull_request:46417" + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850" ], "soft_pairs": [ - "pull_request:46376|pull_request:46417" + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46850" ], - "prepared_review_unit_hash": "aacc42ad81b99f81b2a604dd6b7daab433881ef85a95a94ff2575284a3c943ad", + "prepared_review_unit_hash": "fd1003607a3fa1f1ce8a50751d6b93488c82c3889c18660702a687019b8b7987", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5996, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 13945, + "estimated_input_tokens": 3487, + "estimated_eval_tokens": 7230 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5996, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 13945, + "estimated_input_tokens": 3487, + "estimated_eval_tokens": 7230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model stack and documentation. They do not fix the same code path and should not be merged as duplicates.", - "confidence": 0.98, + "summary": "The cluster is heterogeneous: three unrelated model-addition PRs, one continuous-batching multimodal support PR, and one Gemma masking bugfix. None look like duplicates or the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the more self-contained, fully scoped feature addition with broader implementation and test coverage, making it the better representative of this cluster.", + "canonical_pr_reason": "No single canonical PR stands out because the items span unrelated models/features and one isolated bugfix rather than one shared change.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the strongest standalone PR in the set because it introduces a complete new model integration rather than a narrower subsystem change.", + "best_pr_reason": "PR 46850 is the strongest standalone candidate because it is a focused, concrete bug fix with a narrow code-path scope and clear validation target.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different features and code paths: continuous batching multimodal support vs. HunYuan VL model integration. Shared model-related language is too broad to indicate the same underlying change." + "reason": "Different change types and targets: continuous-batching multimodal infrastructure vs. a full HunYuan VL model integration." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "Unrelated subsystems and goals: continuous batching support vs. RADIO model support/conversion." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "Different model families and code paths: RADIO support vs. Nemotron Omni support; not the same fix or mergeable into one PR." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "A model-support PR and a Gemma attention-masking bugfix address different code paths and cannot reasonably be treated as the same underlying change." } ] }, @@ -24049,12 +24049,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "896decb3ce70d216d85dd82e15c231f34d56d55142ee8e91b5e1b572d93902cd", + "prepared_review_unit_hash": "52551b80cc5711d2bbd71a18171a5ea7a8d0b6552a905ed5410540ef86752bb3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -24062,7 +24062,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -24071,18 +24071,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs are about different tokenizer bugs in different model families, so they are not duplicates.", - "confidence": 0.98, + "summary": "The two pull requests are about different tokenizer bugs in different model families: CodeLlama decode stripping and DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They are not duplicates and should not be merged together.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 46574 fixes CodeLlama decode stripping, while 46580 fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class misloading; they touch different code paths and problems.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "46574 is the cleaner self-contained fix, but there is no single best PR for the cluster because 46580 addresses a separate tokenizer-loading issue.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs: one changes CodeLlama decode behavior, the other changes auto-tokenizer checkpoint routing for DeepSeek models; they would not merge into one PR." + "reason": "Different underlying problems and code paths: one fixes CodeLlama decoder behavior on decode, the other adds checkpoint-prefix overrides for incorrect tokenizer-class selection in DeepSeek checkpoints." } ] }, @@ -24112,12 +24112,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "10aa40128a55913f664618a062dd403fed90427fdd923017a6dd57dcb14613c7", + "prepared_review_unit_hash": "12a2ec37ee3438ecc69a2d40911f8f19fa332740c23764e4fcc7099607f3e4eb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5496, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24125,7 +24125,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5496, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24134,18 +24134,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Mistral tokenizer-area PRs, but they address different changes: one refactors/moves the existing Mistral converter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities.", - "confidence": 0.92, + "summary": "These are related Mistral tokenizer PRs, but they address different changes: one moves the existing MistralConverter into a new integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. Shared files reflect subsystem overlap, not the same underlying fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46603 is the more mature, non-draft PR and is a self-contained refactor of existing Mistral conversion code into the integrations package; it has stronger review activity and is easier to treat as the representative Mistral PR.", + "canonical_pr_reason": "No single canonical PR: the two pull requests are distinct changes in the same Mistral tokenizer area, not duplicates.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46603 is the best representative PR for the cluster because it is concrete and more settled; pull_request:46604 is a separate feature addition around tekken tokenizer support, not the same change.", + "best_pr_reason": "PR 46604 is the more substantive end-state feature work for the Mistral tokenizer stack; PR 46603 is mainly a refactor/move.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different underlying changes: 46603 moves/organizes the existing MistralConverter code, while 46604 adds new tekken tokenizer detection/conversion/save behavior. They share a subsystem, but not the same concrete bug or fix." + "reason": "Different concrete goals and code paths: 46603 relocates MistralConverter, while 46604 adds tekken detection and save/conversion utilities. They share a subsystem but are not mergeable as one duplicate PR." } ] }, @@ -24179,12 +24179,12 @@ "pull_request:46741|pull_request:46773", "pull_request:46741|pull_request:46831" ], - "prepared_review_unit_hash": "8a47bc8ae7730b2f1b65b6cf381b24e81380f7ec58dc86493717cb40e53fd6fd", + "prepared_review_unit_hash": "9a2902a4167d27fa968154244c93bb0eaf343b2ca2ff1bd04c6a46ab3de6bd36", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 10050, + "serialized_chars": 10051, "estimated_input_tokens": 2513, "estimated_eval_tokens": 5282 }, @@ -24192,7 +24192,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 10050, + "serialized_chars": 10051, "estimated_input_tokens": 2513, "estimated_eval_tokens": 5282 }, @@ -24201,30 +24201,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are not duplicates; they fix different bugs in different code paths: Mamba-style cached decoding, padding-mask application in linear-attention models, QuantizedCache layer construction for hybrid models, and CPU-offload hook behavior in Qwen3.5/Qwen3-Next.", + "summary": "This cluster is heterogeneous: all four PRs are model/runtime fixes, but they target different bugs and code paths (Mamba2 chunked-prefill/speculative decoding, batch-size-1 padding masking, quantized cache construction for hybrid models, and device_map CPU-offload hooks). They are not duplicates of one another.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46741 is the clearest representative fix: it targets a specific cached-decoding bug with an explicit single-token fast path and concrete model coverage/tests. The others address separate subsystems and failure modes.", + "canonical_pr_reason": "No single canonical PR: the items fix distinct defects in different subsystems and model families, so there is no shared underlying change to collapse them into one PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46741 is the strongest standalone PR in the set because it describes a concrete code-path problem, has a focused fix, and includes model-specific validation. It is more self-contained than the broader or more infrastructure-oriented alternatives.", + "best_pr_reason": "If forced to pick a representative, PR #46773 is the most broadly scoped yet still focused runtime bug fix, but it does not subsume the others and should not be treated as a canonical duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "Different failure modes: 46741 fixes cached decoding/state reuse in Mamba2-style mixers, while 46781 fixes QuantizedCache layer construction for hybrid SSM+attention models. They touch related caching code but not the same underlying bug." + "reason": "Different bugs: #46741 fixes cached single-token decode / speculative decoding in Mamba2-style mixers, while #46781 fixes QuantizedCache layer construction for hybrid SSM+attention models." }, { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "46773 is about padding masks being skipped for batch-size-1 linear-attention models; 46741 is about single-token cached decoding in Zamba2/Nemotron-H. Same broad area, but distinct bugs and fixes." + "reason": "#46741 is about Mamba2 cached decoding state handling; #46773 is about padding masks being skipped for batch-size-1 linear-attention models. Same broad theme, different failure and code path." }, { "left": "pull_request:46741", "right": "pull_request:46831", "accept": false, - "reason": "46741 addresses cached mixer state handling, while 46831 fixes device_map CPU offload by invoking the conv1d hook before forward in Qwen3.5/Qwen3-Next. Different code paths and root causes." + "reason": "#46831 adds a conv1d hook call for Qwen3.5/Qwen3-Next under CPU offload, which is unrelated to #46741's Zamba2/Nemotron-H chunked-prefill/speculative decoding fix." } ] }, @@ -24254,7 +24254,7 @@ "soft_pairs": [ "pull_request:46854|pull_request:46864" ], - "prepared_review_unit_hash": "5c384516266980672de0d56b43ba32a955741a65586a16c14feb3c22a4df7c45", + "prepared_review_unit_hash": "0cd2887f90357b73fabd7ff0f44dc8f360b902cd3fd8b149768fc3a606a52c88", "component_budget": { "node_count": 2, "item_count": 2, @@ -24276,18 +24276,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one fixes a CTRL flex-attention BlockMask crash, the other fixes continuous batching for composite/multimodal configs. The soft similarity is superficial, so the pair should not be merged as duplicates.", - "confidence": 0.98, + "summary": "The cluster contains two unrelated pull requests: one fixes a CTRL flex-attention crash in attention mask handling, the other fixes continuous batching for composite/multimodal configs by resolving `text_config`. They do not look like the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46854 is the tighter single-bug fix with a concrete code-path change in CTRL generation, so it is the better representative among the two PRs.", + "canonical_pr_reason": "PR 46864 is the better canonical representative for the cluster because it has the clearer, more self-contained fix and broader applicability to config handling in continuous batching.", "best_issue_reason": null, - "best_pr_reason": "PR 46854 is the clearest standalone fix: a small, localized guard in CTRL attention-mask handling for a specific crash.", + "best_pr_reason": "PR 46864 is the strongest standalone PR in the set: its title and diff align cleanly on a concrete bug in cache initialization for composite configs, whereas PR 46854 is a separate CTRL-specific edge case.", "soft_edge_verdicts": [ { "left": "pull_request:46854", "right": "pull_request:46864", "accept": false, - "reason": "Different bugs in different subsystems: CTRL flex-attention mask handling vs continuous batching config resolution for multimodal models. They do not appear mergeable into one PR." + "reason": "Different bugs and code paths: CTRL flex-attention mask reshaping vs continuous batching config resolution. They should not be merged as duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 7e7371e46788095f028582f4059de435c780fefb..f7985d1b7639e69e6a6620fec043b0f380cc1490 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260624t120028z", + "analysis_id": "hybrid-model-20260624t180019z", "archived_artifacts": { - "hybrid": "snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-24T12:11:40Z", + "published_at": "2026-06-24T18:12:26Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260624T120028Z", + "snapshot_id": "20260624T180019Z", "variant": "hybrid" } diff --git a/snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.json b/snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..3622f7d3439164497c26156c58894e4fa099d9c6 --- /dev/null +++ b/snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.json @@ -0,0 +1,2287 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260624T180019Z", + "generated_at": "2026-06-24T18:12:24Z", + "evidence_quality": "full", + 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they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { 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#46858 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 4 discussion comments plus 2 inbound references.", + "score": 150.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..97bb866d0978d62d13fb404bf5d8a321178e4386 --- /dev/null +++ b/snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,24302 @@ +{ + "schema_version": "1.0", + 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The only clear duplicate groups are the ZeRO-3/Bert/Gemma index-out-of-bounds loading reports, the v5 docs-cleanup pair, and the Qwen3.5 MoE rotary-embedding/offload pair. Most other soft links are false positives across different models, backends, or unrelated doc/runtime bugs.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43596 is the broadest and cleanest representative of the strongest true duplicate group: ZeRO-3 model-loading index-out-of-bounds on Bert/Gemma-style models. It generalizes better than the more specific follow-ups.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best overall issue to anchor the real duplicate cluster because it describes the concrete ZeRO-3 loading failure in a model-agnostic way.", + "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 error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend bugs: AMD GPU failure vs MPS histogram integer issue." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and different symptom classes; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to GPT-OSS AMD GPU failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and failure paths; no shared concrete bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS GPU issue and GraniteMoE invalid-method issue are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Collective mismatch under ZeRO-3 is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export problem vs FP8 runtime failure; different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT export and Qwen3 auto device-map CUDA assert are different bugs." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs documentation example cleanup; not the same issue." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": true, + "reason": "Both are v5 docs cleanup for removed references; same underlying documentation update." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export-to-ONNX failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRl embedding unpacking bug vs resume-training remote-code issue are different." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training remote-code problem is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both involve training errors, but the reported bugs are not the same concrete failure." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert loading bug and remote-code resume bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different symptom: ZeRO-3 index error vs mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch is unrelated to video-token/chat-template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime paths: tensor mask error vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Remote-code resume issue is unrelated to Nemotron example breakage." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 index-out-of-bounds and remote-code resume are different bugs." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention distributed loading, but the concrete failures differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading index-out-of-bounds bug on Bert-style model initialization." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy call issue and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA save/reload output drift are different problems." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure is unrelated to LoRA merge/save mismatch." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to YOLO device-map failures." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch and mask-index mismatch are different bugs." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight shape error and collective mismatch are different failure modes." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Both target Qwen3.5 MoE rotary embedding under offload/materialization; same underlying bug family." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram-not-implemented and YOLO multi-GPU mapping are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading bug and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch-version incompatibility is not the same as the Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Activation-checkpointing mismatch and auto device-map CUDA assert are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to GPT-OSS only-TP failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different error classes; not a duplicate." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 preprocessing dtype issue is unrelated to Nemotron example breakage." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and Qwen3.5 embedding unpacking issue are different bugs." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to MPS histogram support." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models/backends and different symptom types." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy path and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading index-out-of-bounds failure, just reproduced on a different model." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs removals, but they fix different stale references and are not the same doc change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram Int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different tensor/kernel issues with no shared concrete code path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP bug and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU/model compatibility issue and RAG docs update are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy use and mask shape mismatch are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The three accepted pairs are well-supported by the titles: the ZeRO-3 index-out-of-bounds reports, the v5 docs-cleanup pair, and the Qwen3.5 MoE rotary-embedding/offload pair. The rejected soft links are generally justified by clearly different models, backends, or failure modes. The summary also avoids overclaiming by calling the cluster heterogeneous and limiting the true duplicate groups." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "8b97d3cbf661c91df652a5ae65221559a691db525a8897995e0a6162b5271d95", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40043, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only clear duplicate family is the v5 AutoTokenizer wrong-token-ID regression, where issue 45920 is the best umbrella report. Most other pairs are related only by broad subsystem or error shape, not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the strongest canonical issue for the one clearly duplicated family because it generalizes the tokenizer regression across multiple model families and states the v4\u2192v5 break clearly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most actionable global representative: broad impact, concrete regression framing, and a clearer target for a fix than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different failures: corrupted checkpoint/model load vs missing text encoder weight loading." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention compatibility, but they describe different incompatibilities and code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated: PaddleOCR-VL/vLLM load failure vs distributed build support breakage." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model/context differ enough that this is not clearly the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and different symptoms: missing config attribute vs CUDA assert under auto device map." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they are about different APIs and changes." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and failures; no shared underlying bug is evident." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug vs outdated RAG examples; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy behavior is unrelated to the Qwen3.5 video StopIteration failure." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen3.5, but one is device placement and the other is video token/template mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression: both report wrong token IDs in v5, and 45920 is the broader umbrella across many model families." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no shared concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error is unrelated to RAG documentation examples." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the distributed build regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they affect different models and different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but one is a mask-length mismatch and the other is ZeRO-3 empty-tensor indexing; not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading issues with no clear shared root cause." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version compatibility and pydantic model-field breakage are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different area and symptom: detokenization vs pipeline crash." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to PretrainedConfig pydantic breakage." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a general chat crash and the other is a streaming API failure; not enough evidence of one bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/Bert indexing error and torch/transformers compatibility are different issues." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime error and table QA crash do not share a concrete code path." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failures; only broad device/config similarity." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are separate issues." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure vs MPS histogram kernel missing implementation; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are runtime/type issues, but the model paths and root causes differ." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and non-template-node compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug and corrupted checkpoint loading are different failures." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and YOLO device-map failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Different index errors with different shapes and contexts; not the same bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class attribute error are different problems." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to the pydantic PretrainedConfig breakage." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version compatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The only accepted duplicate pair, issue:45812 with issue:45920, is supported by both titles describing the same v5 AutoTokenizer wrong-token-ID regression. The broader summary that the rest of the cluster is mostly heterogeneous also matches the issue titles. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491" + ], + "prepared_review_unit_hash": "cdc74b3c7a044eca2870f597db28fe4be2a3027d1382482aab1f3769e4315365", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36005, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct, model-specific bugs or regressions. The only clear duplicate-like pair is the remote-code/custom-module loading path issue: one report describes leaf-directory cache collisions, the other reports loading the wrong custom module after save/load. Everything else is too semantically different to merge confidently.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45698 is the broader and more representative report of the custom-module loading failure, with multiple discussions/inbound references and a symptom description that covers the cache-collision case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best canonical anchor because it is open, specific, and spans the underlying remote-code/custom-module misloading behavior rather than one narrow manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading failure versus GGUF/gpt-oss support." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both involve Transformers/v5 behavior, but one is int4 OOM and the other is tied-weights translation models; different code paths." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are IndexError-flavored, but one is a mask/tensor length mismatch and the other is a TRL SFT embedding unpacking issue." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/runtime failures: grouped_mm tracing error versus tensor-parallel-only GPT-OSS MoE behavior." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is not the same as Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss architecture support versus chat/completions streaming on Qwen3.5-0.8B." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different failures: init_empty_weights/_is_hf_initialized versus pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is mask shape mismatch and the other is a zero-size tensor access under DeepSpeed ZeRO-3." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but one is image preprocessor dtype mismatch and the other is Qwen3.5 video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage versus torch/transformers version incompatibility; different root causes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is poor text embedding quality and the other is nonsensical pipeline output; not enough to confirm one concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both touch Qwen video input, but one is a broad v5.3.0 regression across multiple models while the other is a specific apply_chat_template feature/token mismatch." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen multimodal/config issues: text_config unwrapping versus uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue is unrelated to remote-code model_class/config_class AttributeError." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to TRL embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/training failures: Mistral-3 image dtype mismatch versus Qwen3.5 embedding unpacking in SFT trainer." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same as the GLM5 issue." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization breakage is unrelated to flash-attn fallback selection." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Same underlying remote-code/custom-module loading bug: one reports leaf-directory cache collisions, the other loads the wrong custom module after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is a different problem from translation-model tied weights in v5." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn fallback logic." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is too broad and not the same concrete bug as tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the docs run-command removal." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is not the same as documentation mentioning a removed command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation-message issues, but 45183 is broad input_ids/inputs_embeds XOR logic while 46463 is T5 decoder-input validation; not clearly the same code path." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is well grounded in the packet and stays conservative on the soft-edge calls. The only accepted pair, issue:45632 and issue:45698, is plausibly the same remote-code/custom-module loading bug family, and selecting the open, broader report as the canonical anchor is supported by the packet. No other pair is asserted as duplicate without enough evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 4, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44918|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43782|issue:44960", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "82c06562de800ae6a76545879908bf8de387cbc9b01c8b4733e7396fbd5c8384", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37025, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but there are a few clear duplicate pairs around the Transformers v5 non-persistent-buffer regression and the `cache.get_seq_length()` return-type bug. Most other soft edges are only broad thematic matches and should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43950 is the best umbrella issue for the non-persistent-buffer regression: it states the bug in the broadest form and directly matches the closest duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest cluster anchor overall because it captures the shared root regression more generally than the narrower follow-ups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes; both are tokenization/loading problems, but not the same underlying bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/training failure versus an invalid-method call in a different model." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of the same Transformers v5 non-persistent-buffer corruption regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example bug and the other is a model quality discrepancy; not the same code-path issue." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Different regressions: missing config fields with `trust_remote_code` versus buffer materialization corruption." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different Trainer/DeepSpeed failures with no clear shared root cause." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/serialization-related, but the specific incompatibility and storage-object error are distinct." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different Qwen-related failures: dtype mismatch under autocast versus a 3D position_ids attention-path issue." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same `cache.get_seq_length()` contract bug: both say it returns a Tensor instead of an int, with different downstream manifestations." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and failure details differ and do not clearly share one fix." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "General tokenizer/version concern versus a SigLIP2 embedding-quality report; too broad to be the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related SigLIP2 symptoms, but zero probabilities and worse text embeddings are not clearly the same underlying defect." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "`inv_freq` reading uninitialized memory after `to_empty` is a specific manifestation of the same non-persistent-buffer initialization regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Both are loading errors, but they concern different models and different broken code paths." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different SigLIP2 complaints: embedding quality versus HF/JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 failures: flash-attention crash versus CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but gradient checkpointing/LoRA inefficacy and int4 reserved-memory growth are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different failure mechanisms; no shared underlying bug is evident." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model loading problems; one is a tokenizer error message, the other is a model load failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading-noise complaint versus a specific model load failure; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated tokenizer/detokenization issue versus a Python 3.13 flash-attn import error." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same broad loading area, but the titles point to different symptoms and likely different causes." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are MoE/memory-related, but the specific problems are distinct." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training DeepSpeed weight-shape error versus early-stopping metric handling; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`trust_remote_code` config-field loss is a narrower symptom, but not enough to treat as the same issue as broad remote_code breakage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and errors: DeepSpeed ZeRO-3 loading versus FineGrainedFP8Config failure." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression versus flash-attn fallback gating; different fixes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-specific load/runtime failures with no clear shared code path." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export issue for a missing model class versus bitsandbytes constructor incompatibility." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model failures and different missing APIs; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different MoE/device bugs: MPS histogram type error versus device mismatch in Gemma4 PLE." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The accepted soft-edge pairs look like genuine same-bug duplicates based on the titles alone: the non-persistent-buffer regression cluster and the `cache.get_seq_length()` contract bug. The rejected pairs are generally cautious and do not overclaim a shared root cause 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": 24, + "review_unit_index": 5, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "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:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "517436269d17a1f79f106287ecd39da4bbf185970d8f11c16ba0228b620dc230", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, centered loosely on Transformers v5/v5.3 compatibility regressions around tokenizers, model loading, and multimodal/video paths. Only a handful of soft edges look like true duplicates; the rest are related-topic but not the same concrete bug.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella representative: it captures the recurring recent-version model-compatibility/loading regressions that dominate this cluster, even though it is not a perfect duplicate of every item.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best cluster representative because it is the most general and central compatibility-regression report among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different bugs: a Mistral regex patch crash vs. flash-attn fallback being blocked by other checks." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are regressions, but one is remote-code compatibility and the other is a Gemma4 device placement mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Related to model registration/loading, but not the same concrete failure path." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA warnings, but one is a broken hf4.x->hf5.x load path and the other is only a config warning." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime failures: autocast dtype mismatch vs. device mismatch under auto mapping." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/model regressions, but the Kimi tokenizer codec issue is a distinct bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: stale pipeline task references left behind after v5 removed those tasks." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer corruption regression in v5 caused by tokenizer/pre-tokenizer handling." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated failures: bitsandbytes/Int8Params keyword incompatibility vs. YOLO multi-GPU device-map issues." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model construction/loading, but one is composite Qwen config unwrapping and the other is remote-code config_class handling." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a tied-weight bug in Mistral3, the other is a from_pretrained buffer corruption regression." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` keyword-argument incompatibility during weight/parameter initialization." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both are remote-code/model loading regressions, but the concrete AttributeError differs from the broader breakage report." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are Whisper/audio related, but one is a broad model run failure and the other is a specific fbank helper issue; not enough evidence they are the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/Qwen training, but one is weight conversion under accelerate+deepspeed and the other is gradient averaging with model_accepts_loss_kwargs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is a LoRA effectiveness issue and the other is a missing support flag on a remote-code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different errors and code paths: custom Trainer loss signature vs. mask/tensor shape mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model loading failures, but for different architectures and no shared concrete mechanism is evident." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen ZeRO-3 loading problems, but the model variants and missing-weight symptoms are too different to safely merge." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are model/tokenizer loading complaints, but the Voxtral error-message issue is separate from the sleng-bert load failure." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failures in different paths: RLHF NaN/SDPA fallback vs. flash_attention crash on sink-less models." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic mask/index shape-mismatch error; likely the same underlying indexing bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same Qwen video-input regression family in v5.3.0, affecting the same multimodal video-processing path." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight shape error vs. segmentation-map processing." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Unrelated: Qwen3.5 PagedAttentionCache crash vs. NemotronH checkpoint loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different model families and different weights-loading paths." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is indeed mostly a loose set of v5/v5.x compatibility/loading/tokenizer regressions with a few clearer duplicate pairs, and the representative choice of issue 45020 is conservative enough. The soft-edge rejects are well supported, and the accepted pairs are plausible from the packet titles without overstating evidence. One minor caution is that a couple of accepted pairs (especially the video/tokenizer ones) are somewhat broad, but still reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "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:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45276", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46489", + "issue:46515", + "issue:46858" + ], + "soft_pairs": [ + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:44910|issue:46858", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:42915|issue:44756" + ], + "prepared_review_unit_hash": "80c2886eb6eed5a79a5c49d32ef4f9758b2c357182fbae60b9783152d15d6975", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 38012, + "estimated_input_tokens": 9503, + "estimated_eval_tokens": 19262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues, with a few clear duplicate pairs around v5 regressions and SigLIP2/custom-model initialization.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43644 is the cleanest anchor: it has an exact duplicate later report (44534) and describes a concrete, well-scoped v5 regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall issue candidate because it is precise, regression-focused, and directly duplicated by a later report with the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: Deepspeed zero3/BertModel index error vs a general torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different models and bugs: Qwen2.5-VL rope/position-id scaling vs Qwen3.5-MoE uninitialized inv_freq after meta materialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated requests: GGUF gpt-oss architecture support vs a Qwen3-MoE sliding_window bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 code paths: FSDP2 shared_kv_states rebuild vs device_map auto PLE device mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different problems: Deepspeed zero3 with non-pretrained BertModel vs broad torch 2.4.1 incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared underlying bug: GGUF gpt-oss support vs Float8 storage lookup failure." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: missing Qwen2.5-VL export/import vs meta-device model loading issues." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/attention related, but the concrete bugs differ: 3D position_ids vs device-tensor seq_length arithmetic." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths: Qwen3MoE FP8 config failure vs meta-device loading breakage." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model initialization regression; the notebook case is just a reproduction environment for the broader v5 breakage." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention bugs on different models: Bamba SDPA/torch.compile vs Qwen3.5 flash-attention position_ids misinterpretation." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "No common bug: Qwen3-vl video processing StopIteration vs an MPS histogram int limitation." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: failing 3d_parallel.py execution vs GGUF gpt-oss support." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch versions, but the actual issues differ: compiled flex_attention on torch>=2.9 vs a torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different subsystems: Qwen3-vl video embedding failure vs TRL SFT unpacking embeddings." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Completely different regressions: missing GenerationMixin import vs Qwen3MoE FP8 failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and likely different root causes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different bugs: Gemma4 PLE device mismatch vs a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: tokenizer mapping/add-new-model-like failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 base-patch16-224 inference bug; both report broken/nonsensical outputs from the same model." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and models: Qwen3-vl video StopIteration vs a generic mask/tensor shape mismatch." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated regressions: _is_hf_initialized flag breakage vs Kosmos2.5 long-input index errors." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation issues affecting different models; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "No shared underlying issue: Deepspeed zero3 BertModel index error vs tokenizer mapping/name handling." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different errors: zero3/BertModel index-out-of-bounds vs mask-shape mismatch in another path." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different issues: Qwen3 MoE LoRA hf4.x/hf5.x incompatibility vs BitNet packed-weight handling during accelerate loading." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different problems: tokenizer mapping/add-new-model-like failure vs generic mask/tensor shape mismatch." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different runtime issues: dequantized model offload with device_map=auto vs disabling mmap on Strix Halo to avoid OOM." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is conservative and grounded in the packet. The choice of issue:43644 is well supported by the identical later report 44534 and the v5 regression framing. The soft-edge verdicts mostly avoid overclaiming, and the two accepted pairs (43645/43646 and 38175/43994) are reasonable based on the issue titles and descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:43257", + "issue:43425", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:44079|issue:46829", + "issue:43425|issue:43957", + "issue:45663|issue:45759" + ], + "prepared_review_unit_hash": "c0778d855e035262752ecd24d97074a76a65d4907e2eef05270cf55faebaf71b", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35686, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous. The only plausible duplicate pair from titles alone is the two BERT loading failures (`ScandiBERT` / `sleng-bert`); the rest look like separate regressions, including the `ModelOutput` and VideoPrism reports, which are not clearly the same bug from the packet.", + "confidence": 0.58, + "canonical_issue_reason": "issue:44488 is the best cluster anchor because it is the more detailed representative of the only clearly related issue pair and is the stronger candidate for consolidation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44488 is the most representative issue in the cluster\u2019s only likely duplicate pair and has the richer discussion trail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both are current/latest-version load failures for BERT-style checkpoints, and the titles do not suggest meaningfully different failure modes." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different symptoms: GLM5 versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is composite-checkpoint loading and the other is `from_config(dtype=...)` leaving config stale; different bugs." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan omissions are unrelated code paths." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but ZeRO-3 weight loading and incorrect visual-encoder save keys are different problems." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "No clear shared bug: an invalid method call in a model implementation versus a broken official example." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but the titles point to different checkpoints and one is tokenizer-specific; not enough to merge." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 issues, but one is buffer initialization and the other is notebook custom-model initialization." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example quantization issue and the other is incorrect inference output." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different topics: Qwen3 MoE LoRA compatibility versus `resize_token_embeddings` behavior." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to GLM-4.7 test loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is quantization/offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different memory symptoms in different settings: MoE training versus int4 quantization reserved-memory OOM." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading problems, but with different models and different failure signatures." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math and optimizer argument handling are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different `resize_token_embeddings` symptoms; not enough evidence of the same bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and different model families." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4 processor AttributeError are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar `resize_token_embeddings` wording, but the affected model internals differ and the titles do not indicate the same root cause." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/load `extra_state` handling is a different bug from the `_is_hf_initialized` argument error." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a packed-sequence/position_ids crash and the other is an `s_aux=None` AttributeError." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Vocabulary-size/token mismatch is a different issue from model loading failures." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to GLM5." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and different symptoms: CUDA assert on auto device mapping versus batched inference leakage." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "A generic `ModelOutput` key-assignment regression and a VideoPrism/ImageClassifierOutput field mix-up are not clearly the same bug from the packet." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility and meta-device loading are different regressions." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different Gemma/Qwen composite-model problems with unrelated failure modes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is broadly grounded, but one soft-edge acceptance is too assertive for the evidence available. In particular, `issue:44079` and `issue:46829` are not clearly the same bug from the packet alone: one is a generic `ModelOutput` key-assignment regression, while the other is a VideoPrism/ImageClassifierOutput field mix-up. Calling the latter a downstream manifestation of the former goes beyond the titles/metadata. The canonical/root-cause language is also a bit stronger than the packet supports. The other rejections are conservative, but this overstatement makes the result too aggressive overall." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 8, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:43611|issue:43645" + ], + "prepared_review_unit_hash": "7edae31313e5d8738ebb88f32b60c99d858e4088ae52bdfd7ff7366311562c57", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37387, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue cluster. The only clear duplicate family is the resize_token_embeddings regression affecting output/decoder embeddings across Gemma4/t5gemma variants; most other pairs share a subsystem or theme but not the same concrete bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45292 is the broadest, most generic statement of the resize_token_embeddings propagation bug; 45276 and 45335 look like model-specific manifestations of the same underlying failure.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the best umbrella issue for the resize_token_embeddings regression family because it is model-agnostic and subsumes the more specific embeddings complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are different model-specific bugs and not clearly the same code path." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is an offloading issue and the other is an int4 CUDA reserved-memory/OOM regression." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated bugs: LoRA gradient checkpointing vs a T5/apex memory leak." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: init_empty_weights argument handling vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are loading/quantization related, but the specific breakages and code paths differ." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific runtime problems: Gemma4 FSDP2 shared_kv_states vs Qwen3_5Moe CPU offload compatibility." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are OOM-related, but one is an int4 quantization memory regression and the other is mmap on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Checkpointing in PEFT LoRA and checkpointing in eval mode are distinct bugs." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: batched audio embedding leakage vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different model internals and failure modes; only broad architecture overlap." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is not the same as the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings bug; 45276 is a Gemma4-specific manifestation of the broader output-embedding propagation failure." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Related Nemotron area, but one is checkpoint loading and the other is an example breakage; not clearly the same defect." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: video input path vs strict config loading." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosion from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load custom models, but one is file permissions and the other is wrong module resolution." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on s_aux=None is a different code path from Gemma4 FSDP2 shared_kv_states." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both tokenizer-related, but BPE marker handling and continue_final_message are distinct bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "One is a model-loading test failure, the other is a save_pretrained checkpoint regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug; 45335 is another model-specific symptom affecting decoder.embed_tokens." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/model-loading issues, but they involve different models and different failures." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization and Trainer resume/max_steps are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading are different problems." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom model init and extra_state save/load handling do not describe the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Both touch tokenization, but speed regression in convert_tokens_to_ids is unrelated to encode/decode space stripping." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite wrong token IDs and slow convert_tokens_to_ids are different tokenizer regressions." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same bug as Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language and generic tokenizer version differences are not the same defect." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5.0.0 custom-model regressions, but one is about base_model_prefix loading and the other about notebook initialization; too different to merge." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative overall. The resize_token_embeddings family is the only clearly supported duplicate cluster, with 45292 serving as the generic umbrella and 45276/45335 as model-specific manifestations. The other pair verdicts are appropriately cautious and do not overclaim sameness from subsystem/theme overlap alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46665", + "issue:46821", + "issue:46869" + ], + "soft_pairs": [ + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:43425|issue:46869", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:36032|issue:43452", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:46821", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:39404|issue:44671", + "issue:43716|issue:45084", + "issue:44737|issue:45859" + ], + "prepared_review_unit_hash": "93acf0e8db7b8888270de0481c8a98e3474b3b846b2a397b84bf0e3ee03a2157", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37636, + "estimated_input_tokens": 9409, + "estimated_eval_tokens": 19074 + }, + "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 v5 regression reports, with a shared theme of loading/tokenizer/model breakage but not a single concrete bug. I did not find any soft pair that looks safe to merge as a duplicate, so all soft edges are rejected.", + "confidence": 0.49, + "canonical_issue_reason": "issue:43611 is the broadest and most representative loading-regression report in the set, making it the best anchor for a heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most general, user-facing failure mode among these issues and serves as the cleanest umbrella, even though the cluster is not tightly unified.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Different code paths and symptoms: Whisper pipeline language return vs generic from_pretrained behavior in Python classes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: Qwen3.5 PagedAttentionCache crash vs tokenizer template compilation error." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different problem domains: flex_attention compilation on torch>=2.9 vs Gemma4 device mismatch during forward." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Both are device/runtime issues, but one is Torch version incompatibility and the other is multi-GPU device-map loading for YOLO; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue is unrelated to Mistral3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is a different failure from Gemma4 PLE device placement." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of an earlier issue is unrelated to the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed/changed pipeline APIs and are not the same underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different root causes: video-input regression vs mask/tensor shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the non-template node compilation error." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and failures: CamemBERT prediction drift vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical outputs from SigLIP2 are not the same bug as ModelOutput key assignment with None values." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Export failure with torch_compilable_check is unrelated to Perceiver non-default-resolution image classification." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict is a different tokenizer bug from gguf_file breaking from_pretrained for auto model/tokenizer loading." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption via sinq is unrelated to continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Extra_state handling in save/from_pretrained is a different API path from unwrapping text_config in from_config." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Different problems: isolated reproduction of an earlier issue vs tokenizer continue_final_message behavior." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a v5 dev regression for MoE models and the other is a specific weight-shape mismatch; too different to merge safely." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Separate tokenizer-loading bugs for different model families and causes; not the same underlying failure." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency for Qwen3 MoE is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel index error is unrelated to compiled flex_attention on newer torch versions." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state handling is not the same as TimesFM window_size attribute errors." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-load failures, but with different models and distinct mechanisms (sleng-bert load failure vs Mistral regex patch crash)." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; different bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-specific loading failures with no clear shared code-path." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder tokenizer output corruption are related to tokenizers broadly, but not clearly the same concrete bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are different subsystems and failures." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions involve different models and bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral3 dtype mismatch is unrelated to the template-node compilation error." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but they affect different models and different execution paths, so they are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 10, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326", + "issue:46869" + ], + "soft_pairs": [ + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43582|issue:43632", + "issue:44811|issue:45584", + "issue:43883|issue:44488", + "issue:44206|issue:44220", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43883|issue:44991", + "issue:43646|issue:44534", + "issue:44849|issue:45325", + "issue:44403|issue:45081", + "issue:45084|issue:46869", + "issue:43645|issue:44534", + "issue:43792|issue:46869", + "issue:43377|issue:43819", + "issue:44464|issue:45987", + "issue:43404|issue:44466" + ], + "prepared_review_unit_hash": "379a65c001cb4689ce767c72ccd57650d61ca8e5fd1f40195666e8f519c10cf4", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37007, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated Transformers bugs. A few pairs share broad themes like v5 regressions, audio processing, or tied weights, but none look like the same concrete bug/change, so all soft edges should be rejected. If an umbrella issue must be chosen, the broad v5 custom-model initialization regression is the best representative.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43646 is the broadest, most umbrella-like regression report in the set: it describes a generic Transformers v5 custom-model initialization breakage and is the closest fit to the other v5-init/buffer-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the most generally representative issue title here and could serve as the nearest umbrella for nearby v5 initialization complaints, even though the cluster is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: tokenizer mapping / add-new-model-like vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache linear_attention failure." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on a specific model is unrelated to runtime post-processor updates for special tokens." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and linear_attention cache crash are different concrete bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and likely different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is buffer initialization and the other is custom model initialization; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to template-node compilation failure." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multimodal iterable-dataset loading are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper skip_special_tokens decoding and empty-transcription generation after align_special_tokens are different failures." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo is unrelated to loading a specific BERT model." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature issues, but they describe different failures and no shared concrete code-path is evident." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in extras and an unsupported tensorflow_text backend name are distinct packaging/backend issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset batching and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-method conflict is unrelated to Jupyter custom-model initialization breakage." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF-from_pretrained breakage and a Qwen2.5-GGUF v5 loading failure are related in theme but not the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map dequantized offload failure is unrelated to the Qwen2.5-GGUF loading regression." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading failures on transformers>=5, but different models and likely different tokenizer/model incompatibilities." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are different bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local checkpoint loading and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related, but custom model initialization and non-persistent buffer junk are different regression types." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is unrelated to Qwen2.5-VL rope-index temporal scaling." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise and a Mistral regex patch crash are not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Template compilation failure and YOLO multi-GPU device-map auto failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter custom-model init breakage and non-persistent buffer junk are separate v5 regressions." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO device-map auto failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching issue and DAC from_latents/forward mismatch are different audio-model bugs." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache sequence-length type mismatch are different generation/caching issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is untied weights in Mistral3 and the other is device-dependent serialization behavior." + } + ] + }, + "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": 24, + "review_unit_index": 11, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46821" + ], + "soft_pairs": [ + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:44062|issue:44987", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:45216|issue:45357", + "issue:36032|issue:41720", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44291|issue:44589" + ], + "prepared_review_unit_hash": "4afee39c74cf9b81be3492713c661bfe63ab3ccdf5707f879e3dcab2903ea7c8", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are unrelated issue reports despite superficial tokenizer/model-loading overlap. I would only treat the Qwen3.5 save_pretrained reports as the same underlying regression; the rest look like distinct bugs affecting different models, code paths, or symptoms.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45216 is the best canonical issue: it reports the broader Qwen3.5 save_pretrained regression earlier, and 45357 reads like a later, more specific continuation of the same checkpoint-saving bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the strongest representative bug report in the set because it names the regression source clearly (save_pretrained) and covers the broader failure mode, making it the best anchor for deduplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: SigLIP2 wrong outputs vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but the failure modes and targets differ (ScandiBERT load vs Mistral regex patch crash)." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Distinct model-specific loading regressions; no clear shared bug path." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Trainer early-stopping metric resolution and token-count tracking are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different transformer-v5 breakages: FP8 config handling vs unexpected _is_hf_initialized arg." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Separate tokenizer/model-loading issues with different root causes and model families." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compilation issue vs image processor size mismatch; not the same bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type bug are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict is a tokenizer API bug; the other is a model/tokenizer load regression." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal failures, but on different models and different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different float8 / init regressions with no shared concrete failure." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen VL family, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated v5 model-init flag breakage vs TimesFM window_size AttributeError." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained checkpoint corruption; 45357 is a later, more specific manifestation of the same bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer-load error and Qwen3 auto device-mapping cuda assert are different failures." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "One is a tokenizer loading regression, the other is a performance slowdown in convert_tokens_to_ids." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE sliding_window behavior vs granite_speech config strictness." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and loading-noise complaint are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base_model_prefix loading regression and non-persistent-buffer corruption are unrelated transformer-v5 issues." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs Qwen3-MoE sliding_window bug are distinct." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as the rope-index temporal-position bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Speech fbank feature extraction and compiled flex_attention are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behaviors." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs missing supports_gradient_checkpointing flag are different problems." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer load failure; no shared underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Model-init flag issue and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are different issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention Qwen vision models, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different loading/runtime failures with no shared code-path evidence." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted linkage, issue:45216 with issue:45357, is well supported by the titles as the same Qwen3.5 `save_pretrained` regression. The other pairwise rejections avoid overclaiming and do not rely on unsupported root-cause assertions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43818", + "issue:43856", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:42796|issue:46710", + "issue:41553|issue:43582", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43482|issue:45538", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:43531|issue:44291", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:41720|issue:45081", + "issue:44829|issue:45479", + "issue:43377|issue:45491", + "issue:43296|issue:46821", + "issue:43611|issue:43646", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:42796|issue:45381", + "issue:44291|issue:44877" + ], + "prepared_review_unit_hash": "33de6e5b139896d417b718aa72793d52a1eb0393d7683bcb324e9668d0343104", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37332, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed cluster of mostly unrelated issue reports, with only a couple of clear duplicate pairs. The strongest true duplicates are the Qwen2.5-VL position-id reports and the SigLIP2 correctness reports; most other soft pairs are same subsystem but not the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43611 is the broadest and most representative concrete regression report in the set, centered on Transformers v5 model-loading/init breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best triage anchor overall: it is specific enough to act on, broad enough to represent the main regression theme, and has the clearest duplicate-like neighbor in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Different bugs: tokenizer BPE-marker handling vs a model accuracy regression after upgrade." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures in different areas: AutoTokenizer loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different models and symptoms: GGUF loading failure vs missing `pad_token_id` on `Llama4Config`." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different code paths: generation with `inputs_embeds`/`past_key_values` vs multimodal fine-tuning with multiple images." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: `ModelOutput` key bookkeeping vs Gemma4 FSDP2 shared KV state handling." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different issues: GGUF model loading vs CLIPTokenizer max-length handling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is `_is_hf_initialized` handling and the other is non-persistent buffer serialization; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer issues: runtime post-processor updates vs missing BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Same broad model family, but sliding-window behavior and `init_empty_weights` argument handling are distinct code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Related packaging/backend theme, but one is missing TensorFlow in the torch extra and the other is a backend detection issue." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: device-map/offload loading failure vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated bugs: `ModelOutput` key assignment vs junk-filled non-persistent buffers." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer loading, but one is ignoring `tokenizer.json` and the other is wrong token IDs for Granite; not enough evidence they are the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: Qwen3 device-mapping CUDA assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training, but one is tied to flash-attention 3 and the other to a single-label classification loss edge case." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different model/pathology: MIMI padding-mask batching bug vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different products and failures: PaddleOCR-VL load in vLLM vs TimesFM `window_size` AttributeError." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 init/load regressions, but one is `base_model_prefix` loading and the other is custom model initialization; similar area, not clearly the same bug." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading issues: Video-LLaVA tower/weights problem vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs in different models: Video-LLaVA architecture issue vs Qwen3.5 `save_pretrained` visual-key regression." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different regressions: buffer serialization junk vs `ModelOutput` key handling." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different topics entirely: TensorFlow packaging/backend vs PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes: `torch.export`/`torch_compilable_check` vs bf16 dtype mismatches in inference." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL position-id/rope-index bug affecting still-image and video paths." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 correctness regression: one reports the HF-vs-JAX discrepancy, the other its broken AutoModel/pipeline behavior." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: iterable-dataset multi-image finetuning failure vs Qwen2.5-VL position-id computation." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: Qwen2.5-VL position ids vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related around tied `lm_head` weights, but one is a missing tie causing bad generation and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different bugs and models: Qwen3MoE FP8 config failure vs Qwen2.5 GGUF loading failure." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Different areas: tokenizer BPE-marker handling vs Qwen2.5-VL position-id logic." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different loading problems: `_is_hf_initialized` init arg handling vs strict config rejection for `granite_speech`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative. The two accepted pairs are plausibly the same underlying bug family from the issue titles, and the rejected pairs are generally framed as related-but-distinct rather than overstated as duplicates. The canonical/best-issue choice for 43611 is also supported by the titles in the set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 13, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:44479|issue:45823", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43828|issue:46821", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43606|issue:43819", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43526|issue:43883", + "issue:43572|issue:45759" + ], + "prepared_review_unit_hash": "18ff378962f94523322fb258df95386765683cc50bf64c11edccb9a43c764b26", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft edges mostly connect superficially similar issue titles, but they span different models, features, and code paths. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items cover unrelated regressions across loading, tokenization, multimodal processors, training, export, and inference, so the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to keep one representative, issue:43873 is the broadest and most active open report, but it still only covers quantization/offloading and should not act as an umbrella for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Both mention odd model behavior, but one is a quantization/offload issue and the other is a tokenizer/version regression; different failure modes and code paths." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Resume/checkpoint key mismatch is unrelated to Qwen2.5-VL RoPE position scaling; only a loose training/inference similarity." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is not the same as torch.export failing on torch_compilable_check; distinct subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT adapter loading from local checkpoints." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss is a model evaluation issue, while Whisper's failure is an empty-transcription special-token bug." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal regressions, but one is a v5 video-input regression and the other is a Gemma4 PLE device-map forward mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "GLM-4V-9B loading failure and loading cjvt/sleng-bert are unrelated model-loading problems." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device-mapping cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are different APIs and bugs." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM's window_size AttributeError." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying and Bamba torch.compile+SDPA failures affect different model internals." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors are documentation/processor issues; Qwen2.5-VL finetuning fails in dataset handling with multiple images per prompt." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both involve model math/runtime issues, but Bark CPU-offload device mismatch is not DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/padding are tokenizer-specific, while torch.export export failure is a compiler/export path issue." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 device-map cudaErrorAssert and Gemma4 PLE forward device mismatch are separate model families and error sources." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batch-padding-mask inconsistency is an encoder bug; OmDet-Turbo is a processor output-size mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is an off-by-one in streaming window masking; the other is a tokenizer performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "mdeberta-v3-base special-token insertion regression is a tokenizer-specific bug, unlike the broader wrong-token-IDs regression across multiple models." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight tying and dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths and model families." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError do not share the same underlying bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to Perceiver non-default resolution interpolation failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying issue and BitNet packed-weight unpacking during accelerate loading are unrelated loading/model-structure bugs." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a language model and ineffective gradient checkpointing with PEFT LoRA are different training/evaluation problems." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3MoE FineGrainedFP8Config support." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both v5-era issues, but they concern different mechanisms and symptoms." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "device_map auto dequantized model offload and quantization/offloading not working as expected are related at a high level, but the concrete failures are different and not mergeable as one bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and Molmo missing all_tied_weights_keys are unrelated processor vs model attribute bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config for composite Qwen multimodal configs." + } + ] + }, + "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": 24, + "review_unit_index": 14, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43322|issue:46050", + "issue:43881|issue:44991", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:41720|issue:42617", + "issue:43550|issue:43720", + "issue:43873|issue:44756", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:44734|issue:46858", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:44008|issue:45823" + ], + "prepared_review_unit_hash": "993f0f1ecd22ef5a973a48666253fd3c4f9c808c17debe661c4fefd6535af4d2", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36635, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: it mixes unrelated bugs across training, checkpoint resume, loading/offload, tokenizers, multimodal serving, quantization, and backend-specific failures. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43873 is the broadest representative of the loading/offloading/quantization theme that appears in a few nearby reports, but the cluster as a whole is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the closest overall representative because it is broad, open, and centered on the shared offloading/quantization motif, even though it does not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: Llava Next loading segfault vs quantized save/load breakage after sinq serialization." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: glm-4v-9b model loading vs tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different code paths and symptoms: auto device mapping CUDA assert vs Llava Next model-loading segfault." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature change is unrelated to a failure running 3d_parallel.py." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory is unrelated to T5's apex FusedRMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and Qwen3.5 flash-attention generation failure are distinct problems." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Tied-weight serialization inconsistency is unrelated to Qwen3.5 visual encoder key saving regression." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected num_items_in_batch in compute_loss is unrelated to FineGrainedFP8Config model failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug is not the same as a tokenizer behavior change across versions." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on GPT-OSS with WikiText-2 is a different issue from version-dependent tokenization changes." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text encoder weights are separate model-loading bugs." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and dtype mismatches in bfloat16 inference are different subsystems and failures." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure is unrelated to early stopping requiring metric_for_best_model." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping assert and inability to run 3d_parallel.py are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload not working and disabling mmap on Strix Halo to avoid OOM are different root causes and fixes." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder omission is not the same as the static-cache seq_length device-tensor bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer resume max_steps calculation are unrelated training/loading issues." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression with images is unrelated to version-dependent tokenization behavior." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram_int failure and TimesFM window_size AttributeError are distinct backend/model bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is not the same as Bark CPU-offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding and processor output size mismatch are different model-processing bugs." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5 is not the same as from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to static-cache seq_length arithmetic on non-CUDA backends." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 tied lm_head weight bug and Qwen3.5 visual encoder key regression are different serialization issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both mention image size, but OmDet-Turbo's processor/model size mismatch is not the same as Perceiver's interpolation failure." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized-model loading with cpu/gpu offload are different quantization/loading bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash with str.to and Gemma4Processor missing _tokenizer are similar in area but not the same concrete failure." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are distinct model-specific 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": 24, + "review_unit_index": 15, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43425", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45161", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:46821|issue:46869", + "issue:44464|issue:46858", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:43526|issue:43881", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43316|issue:44913", + "issue:43425|issue:46821", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:44387|issue:45701", + "issue:44492|issue:44509", + "issue:43873|issue:45704", + "issue:43606|issue:43720", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746" + ], + "prepared_review_unit_hash": "8df3a58df54fc239843be48eac7c6ca2bff371dd603c9bd4bf04ac915980cadc", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34972, + "estimated_input_tokens": 8743, + "estimated_eval_tokens": 17742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a single duplicate cluster: the items cover many unrelated bugs, configs, and model-specific regressions. All soft edges are only broad subsystem similarities, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits: the items span unrelated bugs/features and do not share one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is suitable as a global best representative; the similarities are too shallow and model/subsystem-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: cache path collision for trust_remote_code vs read-only permission propagation in save_pretrained." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated model failures: TimesFM window_size AttributeError vs YOLO auto device-map multi-GPU issue." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve compiled generation/cache, but one is inconsistent chunked outputs and the other is a static-cache slice arithmetic bug on non-CUDA." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different parallelism problems on different models: Qwen3 auto device map crash vs GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Training config/early-stopping issue vs Qwen2-VL multi-GPU training support; not the same defect." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model paths and symptoms: CamemBERT MLM prediction regression vs Qwen3.5 recurrent-state cache reset." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to StableLmConfig's missing pad_token_idx regression." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8 quantization failure is unrelated to the kernels v0.15 import-time version check failure." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different layers entirely: BeitImageProcessorFast label reduction vs glm-4v-9b model loading failure." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API signature change is unrelated to Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers with different failure modes and code paths." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy vs GPTNeoX rotary_pct reload regression; same general area, different underlying bugs." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version incompatibility is not the same as the TimesFM window_size AttributeError." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different failure classes and models: FP8 quantization error vs Llava Next segmentation fault on load." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping/eval metric configuration is unrelated to image processor void-segmentation-map handling." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing error vs Qwen3VL weight_only loading error; not the same code path." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is a different issue from T5Tokenizer's add_special_tokens method conflict." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Memory/OOM regression under int4 quantization is unrelated to tokenization changes across versions." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and stale docs about removed pipelines are documentation-level, but not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are distinct problems." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both mention loading/offload, but device mismatch on CPU offload and unpacking packed weights are different root causes." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk filling in v5 is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is not the same as composite Qwen 3.5/3.6 text_config unwrapping." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and GraniteSpeech PEFT checkpoint loading are different subsystems and 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": 24, + "review_unit_index": 16, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43540|issue:46858", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:43531|issue:44589", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:43421|issue:43927", + "issue:41720|issue:45704", + "issue:43381|issue:45704", + "issue:45704|issue:45923", + "issue:42886|issue:44843" + ], + "prepared_review_unit_hash": "337cf23d5fd3c13ce417c4786925329f99d1fd38f87d44ddcc3085f908da25ef", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36496, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form a single duplicate set. Nearly all pairs are different bugs in different models/subsystems. The only clear duplicate-like match is the offline tokenizer/cache loading failure pair: issue:42886 and issue:44843.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44843 is the best canonical issue because it identifies the specific root cause (`model_info()` called unconditionally in `_patch_mistral_regex`) behind the broader offline tokenizer/cache failure reported in issue:42886.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest global representative of the one true duplicate pair in this cluster; it is specific, actionable, and explains the symptom in issue:42886.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: local-path trailing-slash warning vs undefined variables in multimodal video token counting." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Gemma4Processor missing `_tokenizer` vs Qwen3.5 streaming chat/completions crash." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different code paths: `gather_for_metrics` label truncation vs SAM3 PCS text/bounding-box behavior." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: Bark CPU offload device mismatch vs BigBirdTokenizer special-token decode issue." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Different functionality: TrainerState token counter bug vs generation with `inputs_embeds`/`past_key_values`." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Different issues: Qwen3OmniMoe video input ValueError vs cache seq_length/device-tensor arithmetic in `_prefill`." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Same broad theme of window sizing, but different models and failures (`sliding_window` vs `window_size` AttributeError)." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset processing and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen family configs, but one is `from_config` unwrapping and the other is CPU-offload rotary embedding behavior." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different save/load regressions: incorrect visual encoder keys vs text encoder weights not loaded." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but for different models and likely different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different config problems: `post_init` validation for PatchTSMixer vs `num_labels` propagation in Qwen3.5." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding window bug vs missing `Float8_e4m3fnStorage` type." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different bugs: non-persistent buffer initialization vs inconsistent `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword-argument error is a tokenizer construction bug, not the same as loading ScandiBERT." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model/runtime issues: Perceiver interpolation failure vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention `num_labels`, but one is config propagation and the other is a zero-loss classification bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: model loading failure vs image processor requiring torchvision." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both are training-related, but one is checkpointing in eval mode and the other is a ZeRO-3 gradient anomaly." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model mismatches, but for different model families and distinct failure modes." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen-related problems: warning about `tie_word_embeddings` vs incorrect visual encoder keys on save." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different areas: SmolVLM video padding bug vs FA2 long-context performance regression." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load issues: PEFT local checkpoint loading vs quantized model round-trip after save_pretrained." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token-related configuration, but one is runtime post-processor updates and the other is config persistence for custom token IDs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated: Qwen3 auto device mapping CUDA assert vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Completely different issues: gradient checkpointing eval-mode restriction vs T5 memory leak." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different concerns: apex RMSNorm leak vs missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer-loading failure; 44843 gives the specific root cause (`model_info()` called in `_patch_mistral_regex`) that explains 42886's cache-load breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate-like pair, issue:42886 and issue:44843, is well supported by the titles, which describe the same HF_HUB_OFFLINE tokenizer-cache failure with 44843 giving the more specific cause. The other pair verdicts read as appropriately cautious given the distinct titles and subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 17, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44918", + "issue:44936", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:44918|issue:44936", + "issue:45759|issue:45923", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:43782|issue:45381", + "issue:44995|issue:46858", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:46829|issue:46832", + "issue:45987|issue:46829", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43295|issue:45834", + "issue:43550|issue:44361", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:43596|issue:44220", + "issue:45381|issue:46693", + "issue:44008|issue:46858", + "issue:43531|issue:43643", + "issue:43611|issue:46665" + ], + "prepared_review_unit_hash": "18e30f02d3adffa0c5369f220f98fd9f4c66e9af46d6efe4b61519614bcb6cdd", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35928, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous false positives across unrelated Transformers bugs. Only one soft edge looks like a true duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template reports about batched input with padding=False.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44514 is the best canonical for the confirmed duplicate pair: it reports the same apply_chat_template batched-input/padding=False crash as 44545, but is earlier and has the fuller report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best local anchor in this cluster, but only for the one confirmed duplicate pair; the rest of the cluster is too mixed to justify a single global canonical beyond that.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same function, same batched-input padding=False crash, and same underlying bug report." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training/evaluation flows, but one is a Qwen3.5 embedding/SFT issue and the other is a generic train-then-evaluate failure." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: composite multimodal config unwrapping vs missing gradient-checkpointing flag on a trust_remote_code variant." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated code paths: Mamba2 use_cache correctness vs T5 decoder-input validation error messaging." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Both mention multimodal/quantization topics, but one is a docs/example failure and the other is an offloading behavior bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is a different issue from quantization offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM regression." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer internals, but one is runtime post-processor updates and the other is mask-token registration/empty decode." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen variants and different failures: weight_only loading vs video position-id computation." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is a stale indexer on second forward and the other is a static-cache seq-length tensor issue in prefill/compile." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer backend post-processor updates are unrelated to LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Shared Mistral-regex theme, but one is an AttributeError in patching and the other is a Kimi-K2.5 codec/regression warning issue." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor segmentation-map handling vs a transformers.GenerationMixin import error." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs hub API forwarding bug; no shared underlying code path." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failures: VideoPrism output field mix-up vs RT-DETR feature-level mismatch TypeError." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Static cache seq-length return type bug is unrelated to VideoPrism hidden_states assignment." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different subsystems: BitNet packed-weight loading vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to BitNet accelerate loading." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression is different from Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile/SDPA bug is unrelated to DiaConfig token-ID persistence loss." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken argument conflict does not match the sleng-bert model-loading report." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but one is Qwen3OmniMoe input processing and the other is chat-template token/feature alignment in Qwen3.5." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel zero3-init index error and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Vision-position-id handling and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision is unrelated to static-cache seq-length tensor arithmetic." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig field loss." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the mixed cluster. The one accepted soft edge is well supported by the nearly identical issue titles and closely matching descriptions; the remaining verdicts are appropriately cautious and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032" + ], + "soft_pairs": [ + "issue:43618|issue:43697", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:44220|issue:44661", + "issue:43643|issue:44877", + "issue:41720|issue:44991", + "issue:43335|issue:43756", + "issue:30064|issue:36331", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:43540|issue:44008", + "issue:44485|issue:44509", + "issue:39692|issue:45834", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:45584|issue:45834", + "issue:44479|issue:45834", + "issue:43388|issue:46032", + "issue:43550|issue:45072", + "issue:43825|issue:43994", + "issue:43716|issue:44008" + ], + "prepared_review_unit_hash": "0619e9294eb1bf859831e3a56b3ce3f38972907a6b5ff4104ed4ffb821f69a8b", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35414, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a semantic false positive: the issues span unrelated bugs across many different models and subsystems (tokenizers, configs, multimodal processors, training, inference, docs, and CI regressions). None of the soft edges look like true duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one concrete bug or fix target.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative; picking any one would misrepresent the rest of the cluster because the failure modes and code paths are distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but they affect different model families and different code paths (CLIPOutput vs RTDetrV2 outputs)." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-size failures are separate model-specific issues." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction and the add-new-model-like script failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping CUDA asserts and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer selection are different model bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Segmentation-map processing and CustomTrainer loss-signature handling are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA behavior in Bamba is unrelated to DAC latent decoding mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function area, but different concrete failures: offline model_info call vs backend_tokenizer attribute error." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input validation in Qwen3OmniMoe and Gemma3n variable collision are different multimodal bugs." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and v5 docs cleanup are not the same bug/change." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Kosmos2.5 OCR long-input indexing are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a template-compilation TypeError are unrelated code paths." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both mention tokenizers, but they are different tokenizer/model failures with different symptoms and fixes." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different output regressions in different models; no shared concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are separate issues." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and degenerate zero-loss classification are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation faults and MPS histogram support are unrelated runtime issues." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are device/dtype mismatch reports, but they affect different models and execution paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after token alignment is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 long OCR indexing are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering on tuple labels and Mamba2 cache corruption are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and bfloat16 dtype mismatches are not the same code-path problem." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline docs/error-message regression and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n audio mask name collision 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": 24, + "review_unit_index": 19, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43950", + "issue:44291", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:45987", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43950|issue:45987", + "issue:43782|issue:44977", + "issue:43582|issue:46512", + "issue:43421|issue:44811", + "issue:46294|issue:46463", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:43825|issue:43827", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43782|issue:45325" + ], + "prepared_review_unit_hash": "b3d9941364c15a95f7ec8c6a591efb58ffc22d2116e3d3b295945df052c85b97", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35988, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate/merge candidates stand out: the pairs mostly share broad theme words (tokenizer, loading, dtype, video, etc.) but describe different concrete failures, models, or code paths. I would keep them separate and use the most active, well-scoped bug report as the cluster representative.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43749 is the best cluster representative: it has the highest discussion/inbound-reference activity and a concrete, reproducible regression around FSDP CPU RAM-efficient loading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the strongest global issue candidate because it is high-signal, actionable, and clearly describes a specific broken loading path with visible user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different bugs: Blip2 dtype/state loading vs Video-LLaVA missing temporal attention and near-duplicate weights." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated failures: non-persistent buffer corruption during from_pretrained vs StaticCache.get_seq_length return-type mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different models and code paths: Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Different dtype-related issues: Apple Silicon allocator warmup TypeError vs from_config leaving config.dtype stale." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Different tokenizer issues: runtime special-token post-processor update vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different problem areas: Qwen3.5 video token/features mismatch vs T5 decoder-input validation error message." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure and pipelines import dependency failure are unrelated regressions." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Broadly related to remote_code, but one is a specific removed helper and the other is a general remote_code breakage report." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different Qwen3-VL loading/shape problems: weight mismatch vs missing linear_attn TP plan entries." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs in different models: Qwen3OmniMoe video processing vs Qwen2.5-VL vision_position_ids." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime error-message issue vs documentation still referencing removed pipeline APIs; not the same underlying bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: OmDet-Turbo preprocessing mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different training/runtime failures: mask shape IndexError vs trainer.evaluate() breaking after train()." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer spacing bug may be related thematically, but the second issue is a broader slow/fast inconsistency report, so this is not clearly the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading regressions: FSDP CPU RAM-efficient loading vs init_empty_weights/_is_hf_initialized argument error." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom model loading, but one is a Jupyter/v5 regression and the other is generic from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated dtype/precision problems: Blip2 model dtype mismatch vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Different reports: CamemBERT masked-LM prediction correctness vs version-dependent tokenization changes." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Completely different areas: backend dependency packaging vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different functionality: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different issues: unsafe sys.modules access vs CLIP model structure inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing bugs, but they affect different models and different padding/count logic." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization loading fallback; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC.from_latents vs forward-pass mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL regressions: weight_only loading error vs rope-index scaling of still-image positions." + } + ] + }, + "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": 24, + "review_unit_index": 20, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46209", + "issue:46291", + "issue:46326" + ], + "soft_pairs": [ + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:43582|issue:44857", + "issue:43550|issue:44912", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257", + "issue:39692|issue:44912", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:43257|issue:43696" + ], + "prepared_review_unit_hash": "ce38b97ec2560ed423633e34db26ff4bdad02025357cff3b835b8539433e957f", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36435, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous grab-bag of unrelated Transformers bugs; the soft pairs are only superficially similar and should all be rejected. The broadest umbrella candidate is the remote_code loading regression report.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-style report in the set and is the best fit as a cluster anchor for recent loading/regression failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most suitable global representative because its title is broad enough to cover multiple nearby loading-path regressions, unlike the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different tokenizer/processor AttributeErrors in different models and code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is a missing import and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs CUDA AMP crash; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure vs MXFP4 load fallback; different mechanisms." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Storage-object TypeError vs torchvision dependency regression; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error vs broad remote_code loading regression; not the same concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs removed config references in auto_mappings; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Beit reduce_labels bug vs RTDetrV2 output drift; different models/code paths." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 warnings, but one is a tied-weights bug and the other is a fine-tuning warning/config issue." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compile TypeError vs CLIP tokenizer max-length constant; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading regression vs tokenizer load failure for a specific model; different causes." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image processor label reduction vs MPS attention correctness; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion vs multimodal token counting; different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of another issue vs FP8 B200 inference failure; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import error vs CustomTrainer kwarg regression; unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch vs DiaConfig save/load metadata loss; different models." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import-path issue vs custom model initialization in notebooks; only vaguely related." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/BERT indexing crash vs post-train evaluate failure; different lifecycle bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3 sliding-window behavior vs PIL backend dependency regression; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing tensorflow extra vs kernels package version requirement; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading bug vs OmDet processor size mismatch; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash warning vs accelerate/deepspeed MoE loading; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch vs MXFP4 quantization load issue; unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading bug vs Whisper batch_decode skip_special_tokens bug; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue vs OmDet input-size mismatch; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading regressions, but one is trust_remote_code field loss and the other is text_config unwrapping; distinct bugs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load issue vs Qwen3.5 flash-attention generation bug; different models/code paths." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion vs GPT-oss OOM; completely 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": 24, + "review_unit_index": 21, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:43749|issue:44756", + "issue:43650|issue:43906", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:43540|issue:46701", + "issue:43606|issue:45859", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:44857|issue:46832", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:43525|issue:46291", + "issue:45538|issue:46869", + "issue:28282|issue:34689", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:33357|issue:34567" + ], + "prepared_review_unit_hash": "884dd0fa5043a80d9257b1fdb83be4ac4a52ed01d3decc2761c9e639a99eb935", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35907, + "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 heterogeneous: it mixes unrelated bugs across loading, tokenizers, multimodal/video processing, quantization, cache behavior, and training utilities. None of the soft pairs look like the same underlying defect, so I would not deduplicate within this set.", + "confidence": 0.93, + "canonical_issue_reason": "No safe canonical issue: the items span unrelated subsystems and failure modes, so none can represent the cluster reliably.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; if forced, issue:44479 is the broadest regression candidate, but it still does not match the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: audio chat-template sampling-rate handling vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is an int4 CUDA memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: Qwen3 MoE conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but they target different tokenizer/batch-feature code paths and different bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Same cache area, but one is lazy-init recompilation and the other is max_cache_length being ignored outside quantized cache." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related to video/multimodal paths, but this is a token-counting helper bug while 44479 is a broader video-input regression across models." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Token counting with undefined helpers vs batched video processor output shape; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different problems: FineGrainedFP8Config failure vs loading a specific model with a key error." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "One is FSDP CPU RAM efficient loading; the other is Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Not a technical duplicate; one is an invalid issue title, the other is a reproducible bug report." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Training metric update bug vs perplexity evaluation on a specific model; no shared underlying defect." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different layers: init_empty_weights argument handling vs image-processor torchvision dependency checks." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different models and pipelines: Qwen3OmniMoe video processing vs DiffusionGemma image-text-to-text output handling." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they are distinct model-specific failures with different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Quantization config failure vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency vs TrainerState token-count tracking; different functionality entirely." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Save/load custom token IDs causing IndexError vs MXFP4 quantization fallback to bf16; unrelated bugs." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Import-time PyTorch dependency error vs Bart generate decoder_attention_mask initialization bug." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Same RT-DETR family, but one is AMP/OOM in the loss and the other is a forward-path feature-level mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying/generation quality vs dtype loading behavior; different model init issues." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is codec/warning handling." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Config attribute error vs importing pipelines with a kernels dependency constraint; unrelated." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer model_max_length constant vs multi-GPU device-mapping failure for YOLO; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different load failures: missing PyTorch dependency vs a Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model load failure for a specific repo vs a tokenizer max-length constant bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output regression vs Qwen3.5 save_pretrained key serialization; different code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading vs TrainerState token count not updating; 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": 24, + "review_unit_index": 22, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:44849|issue:45701", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:41720|issue:43540", + "issue:44987|issue:45907", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:42175|issue:44488", + "issue:44568|issue:45488", + "issue:43540|issue:44479", + "issue:44792|issue:44964", + "issue:38175|issue:44898", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44291|issue:44821" + ], + "prepared_review_unit_hash": "d8c7cded80911e80ce3bd5d356bc857c06a6161a91b36a52c77d1e2fb4ebfcd6", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of mostly unrelated bug reports with a few loose overlaps around tokenization and model-loading regressions. None of the soft pairs look like true duplicates or the same fixable code-path change, so all soft edges should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45701 is the broadest and most representative of the small tokenizer/version-regression subset; it best fits the cluster as a whole better than the very specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most central issue here because it describes a general version-dependent tokenization regression that overlaps conceptually with several nearby tokenizer-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights/LM heads, but they are different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "One is a Torch compatibility complaint; the other is a kernels import requirement regression. Different issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8/Qwen3MoE failure and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging omission is unrelated to a missing Qwen2.5-VL class import." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import absence is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both involve video/attention performance themes, but one is a functional video-input regression and the other is a long-context performance regression." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Output_hidden_states behavior in Qwen3.5 is a model-specific bug, not the same as the broader tokenization-version report." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision and tokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights argument handling are different load-path failures." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate/train state issue is unrelated to TimesFM's window_size AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is about model weights staying float32 while the other is about config.dtype being stale; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3MoE FP8 failure and FSDP CPU RAM efficient loading are unrelated training/loading issues." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to missing PyTorch import detection." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight shape error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cuda assert and video-input processing in Qwen3OmniMoe are different code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading on transformers>=5.1.0 and list_repo_files revision forwarding are unrelated repo/API issues." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both touch video inputs, but they affect different models and different errors; not clearly the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "45381 is a specific qwen2.5-vl vision_position_ids bug, while 44479 is a broader multi-model video-input regression; too broad to treat as the same duplicate." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging and a model-loading failure for sleng-bert are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Special-token insertion in mdeberta-v3-base and LlamaTokenizer pre-tokenizer override in v5 are different tokenizer regressions." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "These are both Qwen video issues, but they target different models and different failure signatures; not the same concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are related only at a high level." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero-probabilities and Perceiver non-default resolution failure are distinct vision-model bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and Smollm3 RoPE-layer dropping are unrelated model-construction issues." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and a custom compute_loss signature change are unrelated trainer bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to loading AutoImageProcessor from a URL." + } + ] + }, + "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": 24, + "review_unit_index": 23, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:44062|issue:45081", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:43716|issue:46701", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:43531|issue:44821", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43452|issue:44488", + "issue:43697|issue:46829", + "issue:44625|issue:44877", + "issue:45663|issue:46846", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:43540|issue:46693", + "issue:44737|issue:45588", + "issue:44913|issue:46121", + "issue:28282|issue:32090", + "issue:43697|issue:45216" + ], + "prepared_review_unit_hash": "5e785c045f4c22b0bb5b4587f6aaba5b227019ec0071c511db2f1133f3e5685f", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35697, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in tokenizers, configs, vision models, generation, training, and device/dtype handling. The soft pairs mostly share broad subsystem keywords but do not describe the same concrete code-path failure.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: one is an AddedToken duplicate-argument error, the other is a Mistral regex patch crash on a missing backend_tokenizer attribute." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated errors in different paths: Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention Qwen3.5, but one is about RoPE layer dropping while the other is a missing decorator for apply_rotary_pos_emb registration; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Distinct loading/runtime failures: MobileLLM config key error vs missing Float8 storage object type." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is a PIL backend processor dependency regression, the other is a tokenizer regex patch crash; different code paths and fixes." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-related but describe different RoPE/position-id behaviors in different models and functions." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BOS/EOS not being added and the other is encode-decode spacing loss; not the same underlying issue." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "One is a dtype mismatch in Mistral-3 image preprocessing; the other is a broken diffusion/generation pipeline output type. Different failures." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning problem vs stale auto_mappings references to removed configs; separate maintenance issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug vs T5 decoder-input validation error; no shared code-path." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype mismatches, but in different models and mechanisms: BLIP2 dtype propagation vs SwitchTransformers/TimmWrapper bfloat16 inference issues." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is a reproduction of an existing issue, the other is a broken Nemotron example; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 PLE device mismatch and T5 decoder input validation are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading failure; different subsystems entirely." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction report, the other is a FlashAttention2 performance regression; different problem classes." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape RuntimeError and BART generate unbound-local error are unrelated training/generation bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading failures and sleng-bert tokenizer/model loading failures are different model-loading issues." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output divergence and VideoPrism hidden_states misassignment are separate output-shape/field bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation bug vs strict config rejection for granite_speech; different config-loading behaviors." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 missing linear_attn TP plan entries are different model-parallelism bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT image label reduction and zero-loss sequence classification are unrelated issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression and broad AutoTokenizer wrong-ID regression are different serialization vs tokenization bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input processing ValueError in Qwen3OmniMoe and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet device placement bug vs flash_attention s_aux=None AttributeError; separate code paths." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload default bug and convert_rope_params_to_dict TypeError are distinct configuration-validation issues." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and NoneType broadcast error in Trainer are unrelated environment vs distributed-runtime failures." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained regression are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 24, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45704", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46491", + "issue:46701", + "issue:46829" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43761|issue:46829", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43819|issue:44811", + "issue:43653|issue:44361", + "issue:41762|issue:44936", + "issue:43525|issue:46701", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43452|issue:44843", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:42898|issue:46491", + "issue:45542|issue:46178", + "issue:43531|issue:43742", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "issue:43452|issue:43577", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:44464|issue:44743" + ], + "prepared_review_unit_hash": "6fb19a540c3a08b50812d85ebd4e8a2513720f11bcfa76147f52f6992dd37b29", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, config/loading errors, model output bugs, and training/runtime issues. I don\u2019t see a single issue that cleanly represents all items, and none of the soft edges are strong enough to merge as the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue is a reliable canonical for this cluster; the items span unrelated tokenizer regressions, config deserialization problems, model-loading failures, and output-shape bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue emerges from the set. The titles are too diverse for one issue to serve as a trustworthy representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: BitNet accelerate loading vs Perceiver image classification resolution handling." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but the code paths and symptoms differ; not the same concrete bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but one is CLIP vision output regression and the other is VideoPrism output packaging." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token IDs vs T5 decoder-input validation error; no shared underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related to tied weights, but one is a device-dependent serialization issue and the other is a broader translation-model regression." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both are model/config loading problems, but they concern different artifacts and different failure mechanisms." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related loading failures, but for different tokenizers and different error conditions." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLuke tokenizer task failures are separate bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading index error vs trainer evaluate-after-train failure; different subsystems." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4 config attribute error is unrelated to DiffusionGemma pipeline output handling." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are different codepaths and symptoms." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM loading are unrelated training/runtime bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage is distinct from the mistral-regex offline model_info call." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision models, but they fail for different reasons and at different stages." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import dependency breakage and Windows ROCm torch.distributed issues are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a v5 cleanup-space behavior change and the other is a CodeLlama round-trip spacing issue." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend availability, but tensorboard-without-TensorFlow and tensorflow_text mapping errors are different problems." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated model-loading issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions involving tokenization/processor flow, but they affect different models and different mechanics." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Special-token handling is a broad theme, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading are separate failure domains." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are different model-configuration bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage is not the same as Blip2 dtype preservation." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to T5 using apex.FusedRMSNorm." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token decode failure in BigBird and DiaConfig token-id loss after save/load are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are distinct generation/cache 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": 24, + "review_unit_index": 25, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:46002", + "issue:46050", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846" + ], + "soft_pairs": [ + "issue:44843|issue:44991", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:44734|issue:46612", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:43504|issue:44610", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:44514|issue:45290", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "486ec51859f63e939804d27763477a8b8fa6fc3abab3ca2105f0cc69d87d668f", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated Transformers issues across training, tokenization, multimodal processors, generation, loading, and quantization. None of the soft pairs look like the same underlying bug or change, so I did not accept any duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: these reports span unrelated bugs and subsystems, so none is a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue: any choice would be arbitrary because the cluster is not a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is offline Mistral regex patching and the other is a separate tokenizer failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "One is a video-input regression in Qwen VL models; the other is missing num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the root causes are different: Gemma3 sliding-window attention vs classification-head init/checkpoint behavior." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard sizing is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are different code paths and failures." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization is unrelated to DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import errors are unrelated issues." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Serve KV-cache continuation indexing is a different generation bug from beam-search cache reorder being skipped for certain models." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType errors are not the same as Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization tied-weights inconsistency is separate from sinq quantization save/load breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading failure for BEiT segmentation is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT pretrained-load failure and Bamba torch.compile SDPA failure are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "A Qwen3.5 correctness bug with flash-attention is distinct from a broader FA2 long-context performance regression." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert is unrelated to chunked generation with compiled forward." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from AutoConfig trust_remote_code is different from removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading regression is not the same as Qwen3.5 TP-plan missing linear_attn entries." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness bug are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different model-specific bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet-Turbo processor/model size mismatch do not share a bug path." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in evaluate is not the same as auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and compute_loss num_items_in_batch signature mismatch are different trainer issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-passing regression are separate processor bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batched padding=False handling and the other is tool-call messages with no content." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example errors are not the same as SigLIP2 implementation divergence from JAX." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading/unpacking and MLukeTokenizer AttributeError affect different components." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the unreleased PEFT version bump." + } + ] + }, + "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": 24, + "review_unit_index": 26, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46399", + "issue:46489", + "issue:46710", + "issue:46846" + ], + "soft_pairs": [ + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:44849|issue:46209", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:46209|issue:46710", + "issue:43646|issue:44466", + "issue:44849|issue:45357", + "issue:33357|issue:33666", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:43575|issue:45405", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:46399|issue:46846" + ], + "prepared_review_unit_hash": "604d81b3ad7577c848a41359337e218147e4bd767df66f54761d187c035affa0", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36411, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are distinct tokenizer, loading, model-parallel, or config regressions rather than duplicates. I did not find any soft pair that clearly describes the same concrete bug/change, so all soft edges are rejected.", + "confidence": 0.9, + "canonical_issue_reason": "No single duplicate cluster stands out; if one issue must anchor the set, issue 45812 is the strongest high-signal regression report because it describes a broad silent v4\u2192v5 tokenizer break affecting all Granite models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best standalone representative: broad impact, concrete regression framing, and multiple inbound references make it the clearest triage target in this group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different failures: SigLIP2 model behavior vs pipeline translation-task messaging/support." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug and Trainer import conflict are unrelated code paths." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation issue and FP8/B200 inference issue are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is separate from missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Loader gguf_file regression and ScandiBERT load failure do not share a concrete root cause." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch is unrelated to sinq save/load quantization breakage." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS bus error on CLIP are different symptoms and subsystems." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and return_tensors being ignored are separate API issues." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "BPE marker handling and Qwen3.5 flash-attention generation are not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Hidden-states behavior in Qwen3.5 is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Eval dtype drift and ZeRO-3 gradient growth are both training-related but not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy and DeepSpeed gradient regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors are not the same as processor.tokenizer regression." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are performance/accuracy regressions, but one is FP8 inference on B200 and the other is a post-upgrade accuracy drop." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden_states bug and incorrect visual encoder keys on save_pretrained are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but they involve different models and distinct special-token/BPE symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and PEFT version pinning are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Save/load token ID corruption and MLukeTokenizer AttributeError are different issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure and offline Hub lookup in _patch_mistral_regex are not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and unreleased PEFT minimum version are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy preset loading failure and CPU offload device mismatch are different defects." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a broader Qwen3VL loading regression." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer families and different failure modes; not the same underlying bug." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Missing decorator on apply_rotary_pos_emb and missing linear_attn TP-plan entries are separate Qwen3.5 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": 24, + "review_unit_index": 27, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:42490", + "issue:43065", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45479", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:45072|issue:46832", + "issue:46821|issue:46832", + "issue:43606|issue:44112", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:44589|issue:45520", + "issue:43334|issue:45759", + "issue:43334|issue:43572", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43572|issue:44291", + "issue:46832|issue:46858", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:44869|issue:46752", + "issue:45229|issue:45823", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:45479|issue:46829" + ], + "prepared_review_unit_hash": "b8d0c6ada71cdcba0ea103fc4422f370b04620f1d73469cb1a49dc929327513b", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35625, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated bug reports across tokenizers, model loading, inference, training, and CI. All soft pairs look like superficial similarity only, not the same underlying bug.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43873 is the strongest anchor in the set: it has the most discussion/inbound references and a broad offloading/quantization scope.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most representative issue overall by engagement and breadth; the rest are mostly isolated, model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different failures: bfloat16 dtype mismatch in inference vs RT-DETR feature-level/backbone mismatch." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError is unrelated to RT-DETR forward TypeError." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but one is CPU offload with quantization and the other is a stale device override test; different bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime limit vs accuracy regression after upgrade; no shared code-path." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key/position-id issue is distinct from CLIP structural inconsistency." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error differs from AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different configs and fields: Qwen3-VL pad_token_id vs StableLmConfig pad_token_idx." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field load failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation/compiled-forward inconsistency is not the same as max_cache_length only applying to quantized cache." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is separate from init_empty_weights receiving _is_hf_initialized." + }, + { + "left": "issue:46832", + "right": "issue:46858", + "accept": false, + "reason": "RT-DETR backbone/output mismatch is unrelated to cache.get_seq_length device-tensor arithmetic in static cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is a different failure than the DiffusionGemma pipeline bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed ZeRO-3 gradient growth and model-load failure are different problems." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization, but one is runtime offloading behavior and the other is save/load corruption after sinq quantization." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper trailing replacement-character crash is unrelated to apply_chat_template on an empty list." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM in Gemma4 multi-GPU inference is not the same as device mismatch with device_map=auto." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline is a different bug from unexpected position-id keys." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is unrelated to sinq save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast TypeError." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Slash-suffixed local model import warning and GPT-oss-20b CUDA OOM are not the same issue." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue does not match the DiffusionGemma pipeline failure." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation error for non-template nodes is unrelated to flash_attn import KeyError." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing bug is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are different model issues." + }, + { + "left": "issue:45479", + "right": "issue:46829", + "accept": false, + "reason": "Degenerate zero-loss classification behavior is unrelated to VideoPrism hidden_states being misreported." + } + ] + }, + "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": 24, + "review_unit_index": 28, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:15354", + "issue:29870", + "issue:29942", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43295|issue:43873", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:46821", + "issue:29870|issue:29942", + "issue:43232|issue:44849", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:37428|issue:43824", + "issue:44521|issue:45290", + "issue:39692|issue:46192", + "issue:38175|issue:43493", + "issue:44466|issue:45127" + ], + "prepared_review_unit_hash": "320f629bfc66d9c8ff55c8eb7c7ce0e19c5fa5c73584d9b386a07f27ab060d39", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37389, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and does not form a coherent duplicate cluster; all soft edges are rejectable from titles alone. The best single issue anchor is the high-engagement quantization/offloading bug, but it is only a weak canonical because the other items are largely unrelated.", + "confidence": 0.52, + "canonical_issue_reason": "issue:43873 is the strongest representative by engagement and breadth: it is active, has the most discussion/inbound references, and describes a concrete runtime bug in a core quantization/offloading path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue anchor because it is a well-scoped, high-signal bug with broad impact; however, the surrounding items are too diverse to treat as one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but one is multimodal continuous batching and the other is KV-cache continuation indexing; different code paths and failure modes." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import-version check are unrelated bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated symptoms in different subsystems." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and a resume_from_checkpoint key mismatch are different problems with no clear shared code path." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "One is an A800 cudaErrorAssert with auto device mapping; the other is an accuracy regression after a version upgrade." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope parameter JSON list handling." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is a runtime incompatibility, not the same issue as a model accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch inference issues and Wav2Vec2 save/tokenization failures are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "A processor.tokenizer regression is unrelated to batched video processor shape handling." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention integration crashing on s_aux=None and AutoModelForCausalLM.from_config text_config unwrapping are separate failures." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "An import error for flash attention utilities and a meta-device model-loading regression are distinct problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes and return_tensors being ignored are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing default mm_token_type_ids and a device_map auto forward mismatch in Gemma4 are different issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "A Gemma4 device placement bug is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer access regression and OmDet-Turbo input-size mismatch are separate bugs." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "A StableLmConfig pad_token_idx regression and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate UnboundLocalError and Flash Attention 2 test failures do not describe the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync_gpus handling and Qwen3.5 output_hidden_states behavior are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "A torch.compile SDPA failure and a ZeRO-3 gradient anomaly are distinct training/runtime issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import bookkeeping and a tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape and Qwen2-57B-A14B tensor-parallel OOM are different problems." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast on 5.1.0 are unrelated regressions." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec handling are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash import warning and a SigLIP2 implementation discrepancy are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash-attention utility import and missing Qwen2_5_VL class export are different import issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs and crashes on tool-call assistant messages are both apply_chat_template bugs, but with different triggering conditions and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example/model-processor issues and ignored return_tensors are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is an HF-vs-JAX discrepancy; the symptoms do not clearly point to one duplicate bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head.weight serialization differences and LoRA merge collapse with extended vocab are different tied-weights 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": 24, + "review_unit_index": 29, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:43526|issue:46192", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:43388|issue:43526", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:44206|issue:45584", + "issue:46424|issue:46858", + "issue:44610|issue:44857", + "issue:46512|issue:46821", + "issue:45759|issue:46285" + ], + "prepared_review_unit_hash": "9547833e66cee58485bb5ae0fce3111392d9ece6dd8c0e64aa46d0ae9df19c8f", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36423, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All listed soft pairs are false positives: they share broad subsystem or symptom similarity, but they describe different bugs, different models/configs, or different code paths. No PR pairs are present, and no soft pair is similar enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43950 is the most broadly scoped, concrete core-library regression in the set; it has a clear load-path failure mode and a strong reproduction, so it is the best representative issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest standalone bug report among these issues: specific, actionable, and high-impact, with a clear regression in from_pretrained behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token handling vs a GraniteSpeech CI/device-override failure; unrelated bugs." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL position-id bug vs FP8 inference failure on B200; different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Evaluation dtype drift vs Qwen3 MoE memory usage; same broad area, but not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Added-token spacing issue vs embedding reinit on resize; distinct tokenizer/model-init problems." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen2.5-VL import error; unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on load vs CLIP text-model structure inconsistency; different regressions." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for a missing class vs incorrect detokenization in DeepSeek; not the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage vs stale config dtype after from_config; different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different config/model families and no shared fix path is shown." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video output shape; different processors and bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer load failure vs save_pretrained/tokenization failure; related domain, but not the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch vs GraniteSpeech stale CI test; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs stale paged-generate warning; not the same behavior." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC forward/latents mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in loss computation vs missing auxiliary losses when denoising is off; different training bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg vs Whisper empty-transcription failure after token alignment; distinct paths." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max length honoring vs device-tensor seq-length arithmetic in static cache; both cache-related but not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch vs float16 AMP crash; unrelated." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale dtype in model.config vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Different docs regressions for different pipeline APIs; not duplicate issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics label truncation vs BeitImageProcessorFast reduce_labels bug; different label-handling code." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping vs B200 FP8 inference failure; different hardware/backend problems." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer creation bug in SwitchTransformersConfig vs torch.compile+SDPA failure in Bamba-9B-v2; unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing different import_utils helpers; same area, but distinct symbols and failures." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Same as above: unrelated DAC vs qwen3_omni_moe bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Same as above: unrelated loss crash vs denoising-loss omission." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "mm_token_type_ids defaulting issue vs Qwen2.5-VL RoPE temporal scaling bug; different multimodal paths." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Docs-only issues for different pipeline classes; no shared underlying change." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen text_config unwrap bug vs CLIP text-model structure inconsistency; 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": 24, + "review_unit_index": 30, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45412", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:37428|issue:43425", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:43335|issue:43504", + "issue:44448|issue:44743", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:44514|issue:44521", + "issue:29127|issue:32090", + "issue:43720|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:46431|issue:46566", + "issue:45588|issue:45859", + "issue:45127|issue:45245", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:45200|issue:45588", + "issue:44448|issue:44779" + ], + "prepared_review_unit_hash": "7351c585589b36fb18024caa7a7542a9f4bf61a3fa547418e56e12099b69624c", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only superficially similar and should stay separate; the only clear duplicate is the two Qwen3.5 MoE from_pretrained regression reports.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the earlier, more detailed report of the same transformers>=5.4.0 Qwen3.5 MoE loading regression that issue:45478 repeats.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue anchor overall because it clearly describes the concrete loading failure, affected version range, and model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/runtime dependency problems, but they hit different code paths, platforms, and missing dependencies." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems: CPU offload/device mismatch in Bark vs a qwen3_omni_moe helper behavior issue." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated failures: zero probabilities in SigLIP2 vs RT-DETR memory not released." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different components and bugs: SwitchTransformers config construction vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A model compile/runtime bug in Bamba is not the same as a GraniteSpeech CI test flake." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer broadcast NoneType errors are different problems." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing internal import; the other is broad Torch 2.10 compatibility." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-not-found import error and MacOS bus error on CLIP are not the same failure." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading regressions with different symptoms: base_model_prefix vs weight shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers layer creation bug is unrelated to Beit legacy-field loading failure." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different areas and symptoms: Pegasus output drift vs Qwen3.5 modular recurrent-state reset." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing issue in DebertaV2 is unrelated to qwen3_omni_moe feature extraction behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate and a pipeline error message regression are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are chat-template related, but one crashes on batched padding=False and the other returns empty assistant masks for multimodal input." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different error classes and code paths: LayoutLMv3 box validation vs GPU broadcast of NoneType." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet accelerate-loading failure and GraniteSpeech CI stale override are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe helper logic are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config creation and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug is not the same as a CI-only GraniteSpeech test issue." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templates, but the failures are different: tool-call/no-content crash vs continue_final_message behavior." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing internal import of one symbol does not match a different missing export for HybridCache." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "No chat template available error and meta-device loading bug are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different flash-attention/offload failures with different models and call sites." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tie_word_embeddings collapse is unrelated to the categories>2^24 runtime error." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision loading regression and post_init embedding reinitialization are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path slash warning and GLM-4.7-Flash loading failure are not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0; 45478 is a later duplicate of 45310." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch and unexpected position-id keys are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaults and flash_attention.py s_aux=None crash are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are separate bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet metadata, and the soft-edge judgments stay conservative. The only accepted duplicate pair, issue:45310 vs issue:45478, is well supported by matching titles and chronology." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 31, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:44617|issue:46697", + "issue:39692|issue:44493", + "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:44360|issue:44561", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:45290|issue:46655", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:43927|issue:45698", + "issue:10000|issue:15354", + "issue:44855|issue:46399" + ], + "prepared_review_unit_hash": "505f273521f2463e5a8c4102c181bf27d6f873c9dc703d85064561c367bb4f6d", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36491, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the suggested pairs span unrelated tokenizer, training, vision, loading, and export bugs, so none of the soft matches look like true duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45698 is the best single representative here: it is open, well-discussed, and describes a broadly scoped loading regression with multiple inbound references. The rest of the cluster is too mixed to form a cleaner canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the strongest triage value as a representative issue: broad user impact, active discussion, and a concrete save/load regression path. It is not a duplicate of the other items, but it is the most generally useful issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors and BEiT label handling are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failure modes: CPU offload device mismatch vs AMP loss crash." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume iterator bug and FineWeb startup failure are not the same issue." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking and missing import_utils symbol are distinct problems." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Video OOM and image over-padding are different processor issues." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Example docs errors do not match the position-id regression report." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and feature-length helper behavior are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported argument in image processor is not the same as PLE device mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType and Mac bus error are separate runtime failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Path parsing warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA ReLU concern and removed import helper are different regressions." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure and feature-length helper bug do not match." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities and unexpected key warnings are not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support and model-loading regression are different issues." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing FA2 tests and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Generation decoder mask bug and GPU broadcast NoneType are separate paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/eval dtype drift and multimodal token counting are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and video position-id bug are different layers." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs and ignored return_tensors are distinct tokenizer behaviors." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure and BEiT label reduction bug are different." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and video padding calculation bug do not align." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and multi-GPU OOM are different failure classes." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Dtype mismatch during eval and gradient-checkpointing eval restriction are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Config token-id loss and wrong custom-module loading are separate save/load bugs." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBert German issue and torch.jit.script generator-expression export error are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError and missing decorator registration are different script-related bugs." + }, + { + "left": "issue:44617", + "right": "issue:46655", + "accept": false, + "reason": "Sam3Video OOM and SmolVLM video padding are different video-processing 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": 24, + "review_unit_index": 32, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:29870|issue:33290", + "issue:44857|issue:45588", + "issue:46421|issue:46858", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:41720|issue:45229", + "issue:33357|issue:39692", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:45372|issue:45588", + "issue:29870|issue:34689", + "issue:42915|issue:42994", + "issue:45372|issue:45406", + "issue:43756|issue:45440" + ], + "prepared_review_unit_hash": "8137f386c632f47be17f26ec7c05ef88129b2b2c552dad2823d399e2e5129a28", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab bag of unrelated issue reports; none of the suggested soft pairs look like the same underlying bug or change. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated failures in generation, tokenizers, cache logic, device mapping, quantization, and packaging, so choosing one would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out. Even the closest-looking pairs only share broad subsystems or model families, not the same concrete code-path defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generate() decoder mask initialization and Adafactor/DeepSpeed OOM are different failures with different causes and code paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to the flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but one is recompilation behavior and the other is device-tensor slice arithmetic on non-CUDA backends; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "An import error for flash-support utilities and a missing TensorFlow extra are unrelated packaging/import issues." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and DeepSpeed Adafactor OOM are distinct runtime problems." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer regressions." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading issues and Gemma4 multi-GPU OOM are both memory-related but not the same concrete failure." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior has nothing to do with Trainer GPU broadcast of NoneType." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE divergence are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different output for Pegasus and lm_head.weight serialization inconsistency are separate v5 regressions." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens regression and Gemma3 NaN embeddings from mixed-length batching are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-path failures." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype mismatch in eval and tp-related OOM while loading Qwen2-57B are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counter not updating do not describe the same issue." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are unrelated model-specific bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different Trainer behaviors." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are not the same failure mode." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation mistakes are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation correctness and a stale paged-generate warning are different concerns." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except error swallowing are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer issues." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope-validation list handling are separate v5 regressions." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure from mistral_common and flash_attention s_aux=None are different root causes." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() UnboundLocalError and Llama 3.2 90B Vision model-loading breakage are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but clearly different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import error and transformers serve missing _tokenizer are related by model family but not the same concrete defect." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch and DeepSeekV3MoE divergence are unrelated model implementation 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": 24, + "review_unit_index": 33, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:43653|issue:44442", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:29942|issue:30064", + "issue:45491|issue:46693", + "issue:45459|issue:45712", + "issue:45245|issue:45563", + "issue:29127|issue:33357", + "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:45372|issue:45459", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:43575|issue:44387", + "issue:44464|issue:45584", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:43526|issue:44186", + "issue:27957|issue:33290", + "issue:43994|issue:46369", + "issue:45250|issue:46640" + ], + "prepared_review_unit_hash": "eca47cfc5b7d94f24fdf71d6d68130c3b1022834f07fa5e118600f06b765064c", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37045, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous, with only a loose Flash Attention 2 theme appearing in a few items; I do not see any strong duplicate pairs to merge.", + "confidence": 0.27, + "canonical_issue_reason": "If a representative issue is needed, issue 46693 is the most concrete FA2-related report because it names a specific regression, version context, and affected behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the most actionable issue in the set: specific symptom, version scope, and a clear performance regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Different components and failures: BigBird tokenizer special-token decode bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated regressions: LasrFeatureExtractor unsupported arg crash vs Qwen VL/video input regression." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: executorch export failure in Gemma3n vs flash_attention integration crash on sink-less models." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Both mention failures, but one is FA2 tests and the other is an image processor segmentation-map bug; no same underlying defect." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve FA2-adjacent behavior, but one is a Gemma3 NaN correctness bug and the other is a long-context performance regression." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking from protobuf handling is unrelated to leftover dummy classes and repo-check failures." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Different generation/runtime issues: category-count limit error vs stale warning in paged generate()." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization breakage." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and symptoms: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 incorrect outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory release are separate issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different tokenizer-loading bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE remote-implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common is unrelated to protobuf error masking." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor update bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory-release issue and sam3-litetext memory overflow are different memory problems in different models." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Model-load OOM with tensor parallelism is not the same as the int4 quantization CUDA reserved-memory regression." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatch in model inference are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long OCR index error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression do not share the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL import is not the same as a generic dependency issue report." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FA2 support for XLMRoberta and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer/image-processing bugs." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong outputs and sam3-litetext memory overflow are different model-specific failures." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are vague FA2 titles, but there is no evidence they describe the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 34, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46697" + ], + "soft_pairs": [ + "issue:33290|issue:34689", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:44514|issue:45381", + "issue:43381|issue:43873", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:44855|issue:45137" + ], + "prepared_review_unit_hash": "f0ff92b8433b14108dfeacc9ad77140bafd8b747aa63a5e570e579820dae146f", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35201, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like a true duplicate; the items span unrelated regressions across different models, loaders, processors, and training/runtime paths. If one issue must anchor the set, #43873 is the broadest and most active, but it is not a duplicate of the others.", + "confidence": 0.94, + "canonical_issue_reason": "#43873 is the most central and actively discussed issue in the set, with inbound references and a broad runtime/quantization scope, so it is the best representative if forced to choose one.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 has the strongest triage signal (open, broad impact, discussion, inbound refs) and is the most plausible representative issue among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: Deepspeed/Adafactor OOM vs Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both involve rope-related code, but one is a JSON list type error in validation and the other is a missing decorator during rotary embedding registration." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3 areas and symptoms: missing pad_token_id during load vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: optimizer memory blowup in Deepspeed vs embedding reinitialization after resize." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention crash on s_aux=None is a different code path from stale auto_mappings references." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding failure and the other is wrong video position ids." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and bugs: CLIP hidden_states output regression vs Qwen3.5-MoE CPU offload incompatibility." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom model init breakage is not the same as a specific patchtsmixer post_init policy issue." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both audio-related, but one is wrong default sampling rate and the other is an unsupported feature arg crash." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the categories limit error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different components and failures: recurrent cache reset vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE divergence." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning does not share the same underlying bug as Qwen3 recurrent-state reset." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are different failures." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backends omission is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and zero-loss single-label classification are different issues." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta flash-attention support and BART generate() decoder_attention_mask bug are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config API gaps, but they affect different model families and likely different loading paths." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer post_init allowance is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and v5 docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling bug is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg conflict and list_repo_files revision forwarding are different APIs and bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior does not match the Gemma-3 eos_token_id configuration mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." + } + ] + }, + "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": 24, + "review_unit_index": 35, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506", + "issue:46821" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43761|issue:44079", + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:44987|issue:46178", + "issue:42907|issue:45698", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:44464|issue:46421", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:43316|issue:46821", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:43646|issue:44913" + ], + "prepared_review_unit_hash": "d284de9cb80a777b0e6f7c4dde77415ca9be0abb0ca7ca396605dc267dd5745e", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36566, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous and does not contain any strong duplicate pair. Most items are distinct model-loading, generation, config, or environment bugs with only superficial overlap in keywords.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45698 is the best anchor because it is the most active open issue and concerns a broad save/load deserialization regression around custom modules, which is a common and recurring class of transformer bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest global issue candidate: open, well-discussed, and broadly impactful. Even though the cluster is mixed, this is the most representative issue for a central serialization/loading problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config reload behavior, but one is missing fields with trust_remote_code and the other is rotary_pct resetting on GPTNeoX reload; different models and different failure modes." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are model loading failures, but one is FSDP RAM-efficient loading and the other is Qwen3-VL weight-shape mismatch; not the same underlying bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel failing to return hidden_states, the other is ModelOutput key assignment when a value was previously None; related to outputs but different code paths." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both touch composite config API behavior, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different problems: missing hidden_states vs divergent attention kernels under torch.compile." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "One is a local dataset loading issue in a training script, the other is an unrecognized model/config error; unrelated failures." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen VL models, but one is a load-time shape mismatch and the other is a save_pretrained regression; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs a bare-except bug in Fuyu tensor conversion; different subsystems and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "One is a version-specific model loading regression, the other is a backend mapping error for tensorflow_text; unrelated root causes." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both mention save/load workflows, but one is about saving dequantized models and the other about loading the wrong custom module after save_pretrained; different underlying issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization and metric gathering with tuple labels are separate training/runtime bugs." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both involve parallelism/loading, but one is a script execution problem and the other is tensor-parallel OOM on a large model." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a Trainer GPU broadcast TypeError are different layers and failures." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA divergence is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel load and a key error loading MobileLLM are both loading issues, but they are not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a distinct runtime bug from checkpoint resume key mismatches." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output shape change is unrelated to a missing PyTorch installation/import error." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "One is a missing availability helper in import_utils, the other is a pipelines import failure due to kernels version/revision requirements; same area but different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A regression in processor/tokenizer usage is not the same as a pipeline error message that incorrectly mentions unsupported translation tasks." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length confusion and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation, but one is inconsistent outputs with compiled forward while the other is spurious recompilation from cache lazy initialization." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are different model behaviors and failure modes." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and Whisper empty transcription after align_special_tokens are unrelated issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are distinct multimodal model bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is about patchtsmixer post_init validation, the other about non-persistent buffers being filled with junk in v5; different fixes." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig API differences and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is not the same as sinq quantized model save/load corruption." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import failing until datasets is uninstalled 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": 24, + "review_unit_index": 36, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:44162", + "issue:44190", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46832" + ], + "soft_pairs": [ + "issue:44162|issue:44792", + "issue:43452|issue:44496", + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:46832", + "issue:43540|issue:44514", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43572|issue:46178", + "issue:43065|issue:44617", + "issue:43352|issue:46640", + "issue:44792|issue:45600", + "issue:43388|issue:43688", + "issue:44792|issue:44977", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:35141|issue:42490" + ], + "prepared_review_unit_hash": "3669adfb10bcbebb18d7bf3122844ac6326e7cd46c62c221f1e1f255638272c7", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it is a grab bag of unrelated Transformers issues across loading, caching, multimodal processors, attention kernels, and model configs. No soft pair looks like the same underlying bug/change, so all soft edges are rejected. If a single representative issue is needed, the `from_pretrained`/`save_pretrained` custom-module bug is the strongest anchor because it is concrete, high-impact, and well discussed.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:45698` is the strongest representative: it describes a concrete, reproducible loading/persistence bug with active discussion and inbound references, and it is broader/more actionable than the other isolated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45698` is the best global issue candidate because it has the clearest user impact, strongest discussion signal, and a specific failure mode that is likely to attract/fix the cluster's most serious loading regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different model families and failure modes: ESM2 runtime breakage vs a Janus image-generation test failure." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading-related, but one is gguf/tokenizer path handling and the other is missing `model_type` in config; distinct root causes." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 tied-weights bug vs Ministral FlashAttention support failure; related surface area, but not the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare `except` swallowing errors in Fuyu tensor conversion is unrelated to Windows/ROCm import dependency issues." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision for local models is unrelated to `max_cache_length` only applying to quantized cache." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Both involve Sam3/LiteText, but one is an image-size mismatch and the other is memory overflow; different code-path problems." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "`ADD THE DATA` is not a concrete technical bug, and the Gemma roundtrip issue is a specific tokenizer/pipeline regression." + }, + { + "left": "issue:43761", + "right": "issue:46832", + "accept": false, + "reason": "CLIP hidden-states regression and RT-DETR feature-level TypeError are unrelated model-specific failures." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal, but one is Qwen3OmniMoe video processing and the other is Qwen2.5-VL batched chat-template handling." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are model-loading bugs, but one is a legacy-field preset load failure and the other is wrong custom-module selection after save/load." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to a missing `is_falcon_mamba_ssm_available` utility export." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad-token field regression and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy `Conv2d` placeholder in Sam3PixelDecoder and Sam3Video OOM are different classes of issues." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A specific model lacking FlashAttention2 support is not the same as a generic FlashAttention 2 backend issue." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and removed Sam3LiteText auto-mapping refs are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics label truncation and auxiliary-loss normalization are distinct training/eval bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 FlashAttention generation bug are separate model-specific regressions." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab tie-embedding collapse and Gemma4 `mm_token_type_ids` defaults are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Cache missing in chunked prefill and recurrent state resets with cache/seq_len>1 are cache-related but different code paths and symptoms." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor lookup and missing `fpn_position_embeddings` attribute are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure in a training script is unrelated to loading a specific Phi-4 multimodal model." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing `pad_token_id` in Llama4Config and Qwen3-MoE sliding-window behavior are different configuration/runtime bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache continuation indexing and Gemma4Processor missing `_tokenizer` are unrelated failures." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reload regression are both persistence-themed but affect different objects and mechanisms." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize and import warning for slash-terminated local paths 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": 24, + "review_unit_index": 37, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:46082|issue:46697", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:43673|issue:46421", + "issue:44855|issue:45588", + "issue:43931|issue:44060", + "issue:43827|issue:43994", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:45563|issue:45584", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43976|issue:44855", + "issue:44077|issue:44877", + "issue:45381|issue:46369", + "issue:44479|issue:44734", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:45381|issue:46655", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44112|issue:45600" + ], + "prepared_review_unit_hash": "f89b34b0d463fd5ae60fb9a94be74d71a4e7a8fc54454becaf4610be15e9b45d", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35355, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly noisy: the pairs share broad subsystem vocabulary, but they do not look like the same underlying bugs. No soft edge is strong enough to merge, so I\u2019d anchor the cluster on the most general cache/chunked-prefill regression issue.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46421 is the broadest representative of the cache/chunked-prefill regression theme and reads like the umbrella bug rather than a narrow symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46421 is the best overall anchor because it describes the core lazy-initialization/cache behavior affecting multiple generation paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different bugs: Llama head-dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Unrelated code paths: Whisper timestamp decoding vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both mention trust_remote_code cache handling, but one is a leaf-directory collision and the other is a generic cache FileNotFoundError; not clearly the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-cardinality limit vs cache sequence-length tensor arithmetic are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Same general area, but one is cache missing in v5.0.0 and the other is lazy init causing recompilation; too different to treat as duplicates." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Model load shape mismatch vs tied-weights warning; different failure modes and likely different fixes." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline APIs vs incorrect SigLIP2 inference outputs." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug vs embedding reinitialization after resize; not the same underlying problem." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM for Sam3Video is unrelated to Whisper empty-transcription decode crash." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoXConfig reload behavior; separate issues." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about num_return_sequences is not the same as Whisper failing on empty transcription." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; different surfaces and symptoms." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output shape regression vs XLMRoberta Flash Attention 2; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression vs TorchScript indentation/parsing issue; not a duplicate." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSTMixer post_init policy vs strict granite_speech config loading; different config/model constraints." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs Sam3-LiteText memory overflow; unrelated models and failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen VL variants vs serve KV-cache continuation indexing crash; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs local dataset loading script issue; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert vs category-count limit; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs local dataset loading failure; not the same issue." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward inconsistent outputs vs stale warning about num_return_sequences; too different." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Qwen2.5-VL video regression vs SmolVLM padding calculation bug; different models and causes." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization failure vs local dataset loading script issue; unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/model collapse bug vs incorrect visual encoder keys on save_pretrained; different persistence paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Stale GraniteSpeech CI test vs auto_mappings referencing removed configs; both CI-related but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 38, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:36246", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43479", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:43526|issue:46697", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:43673|issue:46858", + "issue:45632|issue:46234", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:43479|issue:45375" + ], + "prepared_review_unit_hash": "207439778a5ac08def64b5daeffa0f772c8613157906e28759ceb01d28eb32cf", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35856, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most pairs only share a broad subsystem (tokenizers, chat templates, configs, loading, caching) but not the same concrete bug. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out because the cluster does not represent one underlying defect; the items span unrelated bugs across different models, processors, and runtime paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a representative duplicate target; there is no single issue that subsumes the others or matches the rest at the concrete-bug level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenization regressions, but one is a generic v5 regression and the other is a DeepSeek-Coder v1-specific gap in a prior fix; not clearly the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs on different models: Beit label reduction vs Swin2SR padding." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they affect different Sam3 variants and describe different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated regressions: processor/tokenizer access breakage vs gemma4 resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve apply_chat_template crashes, but the triggers differ: tool-call assistant messages vs an empty input list." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3OmniMoe video input validation vs transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug is unrelated to FuyuBatchFeature's bare except swallowing errors." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template issues, but assistant_masks being all-zero is not the same as wrong vision_position_ids." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different repository-loading problems: tokenizer.json selection vs list_repo_files not forwarding revision." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different model behaviors: embedding resize propagation vs Whisper empty transcription handling." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are environment/dependency issues, but one is a Python 3.14 import failure and the other is a missing TensorFlow backend path." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different generation issues: pipeline top_k output nesting vs Bart decoder_attention_mask initialization error." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but the concrete bugs differ: missing GenerationMixin cache in v5 vs device-tensor seq_length breaking static-cache arithmetic." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated: trust_remote_code cache collision vs missing is_falcon_mamba_ssm_available export." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness is not the same as unsafe sys.modules access; the symptoms and fix targets differ." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: Phi-4 multimodal loading vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading related, but one is missing fields with trust_remote_code and the other is an unrecognized model_type error." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to token-embedding resizing reinitialization." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config-validation bugs: explicit head_dim handling vs rope-validation list coercion." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both mention dependencies/backends, but they are too vague and do not point to the same underlying issue." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant mask computation are separate bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Specific missing Qwen2_5_VLImageProcessor import vs a top-level AutoImageProcessor import failure are not the same defect." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config issues: default vision/audio config initialization vs a missing deepstack_visual_indexes field being dropped." + } + ] + }, + "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": 24, + "review_unit_index": 39, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:44295|issue:46506", + "issue:43531|issue:45600", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:43976|issue:44987", + "issue:44016|issue:44220", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:45083|issue:46506", + "issue:43381|issue:45593", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43976|issue:44279", + "issue:44496|issue:45042", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:44496|issue:45759", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:44279|issue:46515", + "issue:43299|issue:45216", + "issue:45335|issue:45584" + ], + "prepared_review_unit_hash": "b310d369f4a4dc407936b0508177da78897a82755ba245a1294e946c783dc094", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36068, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues across different Transformers subsystems; none of the soft pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44521 is the strongest representative to keep: it is open, has substantial discussion/inbound references, and tracks a concrete multimodal `apply_chat_template` bug with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single issue candidate overall because it is active, well-scoped, and more central than the niche regression/import-error reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules (`Qwen2_5_VLImageProcessor` vs `layer_type_validation`)." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Completely different problems: trainer GPU broadcast `NoneType` error vs token embedding reinit after resize." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different bugs and code paths: `position_ids` buffer access vs CPU/CUDA output mismatch in PPDocLayoutV3." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window bug; the other is a stale `auto_mappings.py` reference to removed Sam3LiteText configs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug vs a notebook syntax error; no shared underlying defect." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing generation cache in chunked prefill and the other is about `max_cache_length` only applying to quantized cache." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap: a nonsensical issue title vs an audio feature-extraction helper problem." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility failure vs loading a specific `physical-intelligence/fast` model; different root causes." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different model behaviors: processor/tokenizer regression vs `resize_token_embeddings` not updating `decoder.embed_tokens`." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is saving dequantized weights and the other is a FlashAttention runtime failure; not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper length computation in qwen3_omni_moe vs divergent CPU/CUDA results in a different model." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is an import version-check bug for AuxRequest." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different areas: BEiT image processor label reduction vs text-classification docs mismatch." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python support regression is not the same as a vague dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading vs PIL image processors incorrectly requiring torchvision; separate failures." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch and model-loading error are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache handling in generation vs ANSI color output in loading_report; no shared bug." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failing Janus image-generation test is not the same issue as cache length configuration." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are config/model-loading related, but one lacks `model_type` and the other fails to unwrap `text_config`; different code paths." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention/Ministral-like context, but the concrete failures differ and do not clearly share one fix." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs duplicate `special` keyword in `AddedToken`; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Importing a Qwen2.5-VL model class and a nonexistent `image_utils` symbol are separate import issues." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "`apply_chat_template` assistant-mask bug and FA2 long-context performance regression are different behaviors and fixes." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA span decoding `top_k` bounds error vs empty-list `apply_chat_template` crash; unrelated paths." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch handling in MaskGenerationPipeline vs memory overflow in sam3-litetext; different problems." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue vs torch 2.4.1 incompatibility; too vague to be duplicates." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE model loading regression and Qwen3.5 save_pretrained corruption are distinct bugs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize issue vs Whisper empty-transcription generation failure after special-token alignment; not the same underlying 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": 24, + "review_unit_index": 40, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512" + ], + "soft_pairs": [ + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:46082|issue:46512", + "issue:43976|issue:45405", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:43299|issue:43854", + "issue:44466|issue:45276", + "issue:44242|issue:45200", + "issue:43653|issue:45593", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:44462|issue:45081", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:42994|issue:43317" + ], + "prepared_review_unit_hash": "38a8a0af5cc1134e1e0ae475fac12a299ee77e9041e0bec8a88e442cba327f2a", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36108, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it contains unrelated bugs across tokenizers, model loading, docs, optimization, and version regressions. None of the soft pairs look like the same underlying issue, so I would not deduplicate any of them together.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate stands out: these issues span distinct code paths and failure modes, so they should remain separate tickets.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must serve as the broadest umbrella, issue 45020 is the most cross-cutting regression report, but it still does not actually cover the other bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different failures: config validation for Llama head_dim vs Qwen3.5 kernel registration error." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated dependency problems: generic transformers dependency issue vs an overly high PEFT version pin." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is processor/tokenizer image handling and the other is Deepseek token ID correctness." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer args not being used is unrelated to a warning about tie_word_embeddings in Qwen fine-tuning." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation example errors for SigLIP2 do not match a TextClassificationPipeline docs mismatch about return_all_scores." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both concern config values, but one is invalid head_dim rejection and the other is stale config.dtype after from_config." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility regression is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load is a different code path from Qwen3.5 save_pretrained serialization bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Importing HybridCache is a specific symbol export issue, while the other report is a broad set of import errors after upgrade." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to the vague 'ADD THE DATA' report." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression is a model-specific tokenizer bug, not the Granite AutoTokenizer ID regression." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a model loading regression and the other is incorrect checkpoint serialization on save." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to remote_code model breakage." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression is not the same as GLM-4.7-Flash failing in unit tests." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights is a different problem from resize_token_embeddings not updating Gemma4 layer embeddings." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss with router logits off is unrelated to Gemma 4 mm_token_type_ids default behavior." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBird special-token decode failure is unrelated to D-FINE auxiliary losses when denoising is disabled." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A generic 'add the data' issue is not the same as FP8 inference failing on B200 GPUs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video classification processor bug is unrelated to Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a repository loading issue, not the Mistral regex patch crash." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 is unrelated to the TensorBoard-without-TensorFlow backend error." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is a tokenizer/task issue, not a loss-computation bug in D-FINE." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "AdaFactor OOM in DeepSpeed is different from optimizer.step being invoked twice with DeepSpeed." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model save failure is a different lifecycle problem from device_map=auto loading a dequantized model with CPU offload." + } + ] + }, + "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": 24, + "review_unit_index": 41, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851" + ], + "soft_pairs": [ + "issue:45103|issue:45372", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:44336|issue:46851", + "issue:45859|issue:46851", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:43824|issue:43976", + "issue:43441|issue:44683", + "issue:43525|issue:43881", + "issue:45542|issue:45800", + "issue:46291|issue:46399", + "issue:44016|issue:45823", + "issue:44188|issue:44336", + "issue:46655|issue:46726", + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:45561|issue:45563", + "issue:46399|issue:46851", + "issue:45103|issue:46399" + ], + "prepared_review_unit_hash": "1694208d5b85f0082b8174dd5f1a9025adba66067a7d8a77c26f6202e5720268", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37338, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of transformer v5 regressions, packaging issues, and docs bugs. None of the soft pairs appear to be the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different failures: auto-docstring crashes on future annotations, while the other is an import error from mistral_common affecting Gemma 4 loading." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI-related, but they fix different files and different problems: stale auto_mappings entries vs leftover dummy PT classes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Completely unrelated: processor.save_pretrained file omission versus a performance regression while filtering data after upgrade." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model/code paths and symptoms: MLA rms_norm_eps precision issue versus GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Unrelated: ANSI color leakage in loading_report versus Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family but not the same bug: CPU offload incompatibility in rotary embedding versus variable-length position_ids handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue versus Python version incompatibility; not the same underlying defect." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different code paths: save_pretrained missing files versus gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model components and failure modes: CamemBERT masked LM outputs versus Deepseek tokenizer correctness." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import latency." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are separate issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different regressions: GenerationMixin cache in chunked_prefill versus CLIPVisionModel hidden_states output." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a missing model class is unrelated to Python 3.9/3.10 support." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both concern attention kernels, but one is a model-specific FlashAttention failure and the other is a compiled flex_attention/torch version issue." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Distinct model-loading failures with different missing attributes and model families." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Different environments and symptoms: missing TensorFlow backend wiring versus torch/transformers version incompatibility." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel import dependency requirement versus a Qwen3.5 registration/decorator crash; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI code output in loading_report." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Different processor issues: SmolVLM video padding bug versus AutoProcessor backend-missing import messaging." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage object lookup failure versus Qwen3.5 chat crash; no shared code path." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on a config object versus trust_remote_code dropping fields from AutoConfig are different problems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI color leakage and a wrong docstring are separate documentation/utility issues." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but they affect different Qwen variants and different logic paths." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor and Python-version compatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to the TensorFlow backend packaging bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow imports are not the same underlying issue as unrecognized model config handling." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen-family positional helper bugs with different scopes and symptoms." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file races and a stale generate warning are unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3.5 kernel registration crash and variable-length position_ids are different code paths." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling is unrelated to Qwen kernel registration 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": 24, + "review_unit_index": 42, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45072|issue:46829", + "issue:46614|issue:46665", + "issue:44242|issue:45593", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44451|issue:46752", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:43262|issue:44246" + ], + "prepared_review_unit_hash": "bd9c55832027893f2393e083925f9feac6b63c5e739c84be89de73de74f3e34b", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35480, + "estimated_input_tokens": 8870, + "estimated_eval_tokens": 17996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same concrete bug/change; most are only loosely related by subsystem or model family. The strongest standalone issue is the broad Qwen video regression report.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44479 is the best canonical issue candidate: it is a clear, broad regression report with explicit affected models, version scope, and a concrete video-input failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue in this set because it is specific, high-impact, and likely to attract/anchor duplicate reports for the same regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different code paths and symptoms: bfloat16 dtype mismatch vs hidden_states/output packaging in video classification." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "One is a stale phonemizer backend state bug; the other is inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they affect different models and mechanisms; not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError is unrelated to apply_chat_template failing on an empty list." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a version-specific Qwen3VL loading regression." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window handling and a chat crash in Qwen3.5 are different failures, not one duplicated bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access error is unrelated to gemma-4 Zero3 from_pretrained behavior." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id config inconsistency are unrelated issues." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux handling is a different code path from variable-length position_ids in Qwen3.5." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are distinct bugs." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to apply_chat_template on an empty list." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register semantics are different problems." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is not the same as CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor selection and _torch_extract_fbank_features() are different subsystems." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation drift for return_all_scores is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque error." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and different failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading is unrelated to sys.modules access." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids behavior are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Qwen video-input regression is not the same bug as SmolVLM padding calculation." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen composite configs, but one drops a field and the other fails to unwrap text_config; different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and slow import 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": 24, + "review_unit_index": 43, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:42886", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45600", + "issue:45656", + 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The only strong duplicate pair is the StaticCache.get_seq_length contract bug (45987/46858); most other pairs share broad subsystems or wording but describe different concrete failures.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46858 is the best canonical issue because it states the concrete failure mode and environment for the shared cache-length bug; it is the clearest representative of the same underlying regression as issue:45987.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 is the strongest issue to anchor the cluster because it has the most explicit reproduction, impact, and scope for the StaticCache.get_seq_length tensor-vs-int problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is about a dummy Conv2d placeholder and the other is a model-type/config mismatch. Different bugs." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failure modes: stale indexer cache in GlmMoeDsa vs missing mm_token_type_ids defaulting in Gemma 4." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but the underlying problems are unrelated: Qwen tie_word_embeddings config warning vs stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same concrete bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length return-type bug vs LlamaConfig head_dim validation error; different code paths and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape 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code paths and artifacts." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache regressions, but sync_gpus kwargs update and chunked_prefill cache absence are separate concrete problems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in config and a generic Qwen3.5 Moe from_pretrained error are related by model family only, not clearly the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings on a SAM3 output object and missing fields from trust_remote_code AutoConfig are different failure modes." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Both report the same underlying bug: cache.get_seq_length returns a Tensor instead of an int, with 46858 describing a more specific failing scenario." + } + ] + }, + "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": 24, + "review_unit_index": 45, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43278", + "issue:43475", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46726", + "issue:46821", + "issue:46832", + "issue:46851" + ], + "soft_pairs": [ + "issue:28282|issue:30990", + "issue:43986|issue:46726", + "issue:43475|issue:46821", + "issue:44188|issue:46851", + "issue:41628|issue:44933", + "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:39692|issue:46726", + "issue:44869|issue:45356", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:44242|issue:46832", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:43784|issue:46399", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:43278|issue:45137", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "41e261596c7151a79f17292de4c317061fe79cb8520123dd618156ea9ca68bd1", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36422, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated transformer/model bugs. I found one clear duplicate pair: the two \"Qwen3ForCausalLM leaks VRAM if used in multiple dataloader threads\" issues. The rest are only broadly similar (same subsystem/model family) but not the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:42673 is the better canonical issue because it is the earlier report, has substantially more discussion, and exactly matches the duplicate in issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue overall because it is a clear, specific bug report with the exact duplicate pair and richer discussion context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading/startup problems, but one is a PyTorch import error and the other is Sentence Transformers hanging; different failure modes and likely different code paths." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and missing vision backend behavior, but one is a video-model crash without torchvision and the other is an unrecognized image processor error; too broad to treat as the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated models and symptoms: SAM 3 video attribute error versus TimesFM window_size attribute error." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different bug classes: attention-kernel divergence under torch.compile versus Qwen3.5 position_ids handling for variable-length inputs." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules, so they are not the same underlying defect." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different subsystems and failures: Phi-4 multimodal loading versus DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5/Moe-related loading, but one is a from_pretrained error and the other is a missing config field silently dropped by strict validation; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both are documentation/AutoProcessor-adjacent issues, but one is a SigLIP2 example mistake and the other is a runtime missing-backend error." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated tokenizer issues with different failure points." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "No evidence of the same bug; one is an empty placeholder report and the other is a Gemma-4 Zero3 from_pretrained issue." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different problems: Qwen3-VL-Moe on transformers v5 versus processor.save_pretrained missing files." + }, + { + "left": "issue:44242", + "right": "issue:46832", + "accept": false, + "reason": "Different model families and symptoms: load-balancing loss omission versus RT-DETR forward shape/feature-level mismatch." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "One is a docstring issue for position_ids; the other is a runtime bug with variable-length inputs. Not the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common tokenizers are different issues." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both are Gemma-related, but one is a Gemma4Processor missing _tokenizer crash and the other is a pipeline roundtrip failure on \u2581; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and incorrect output under pipeline parallelism are different issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Both are generation/output correctness problems, but one is pipeline-parallelism output corruption and the other is an image-triggered infinite loop in Qwen3.5." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are top-level import errors, but for different symbols and no evidence of the same broken export path." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate: same title, same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with issue:42673 being the richer earlier report." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3 MoE and transformers v5, but they refer to different models and different loading errors; not enough to merge as one bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different Gemma pipeline failures: tokenizer roundtrip on \u2581 versus image-text-to-text pipeline not working for DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate and ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and missing Qwen2.5-VL import are different problems." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is about PyTorch-dependent AutoModel import and the other is missing AutoImageProcessor export; different root causes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained loading error are opposite operations with different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained failure; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet and the lone positive pair is well supported by identical titles plus earlier date and higher discussion activity. The remaining soft-edge rejections are conservative and do not overclaim equivalence beyond broad topical similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 46, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44190", + "issue:44295", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829" + ], + "soft_pairs": [ + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:42222|issue:45200", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:30333|issue:35141" + ], + "prepared_review_unit_hash": "36270c48dfff39301ffdfe240a06ffbc49f2b5787d0b319e3432af5fa0f869fa", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37562, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated; the only loose commonality is a handful of transformer/tokenizer-v5 regressions, but none of the soft pairs look like the same underlying bug or change. I therefore reject all soft edges and treat issue 42898 as the closest thematic anchor, not a true duplicate target for the others.", + "confidence": 0.87, + "canonical_issue_reason": "issue:42898 is the broadest tokenizer-v5 regression in the set and the closest central reference point for related tokenization reports, though it is still not a duplicate of the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best single issue to keep as the cluster anchor because it is the most general and reusable tokenizer regression reference among these items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different generation bugs: one is sync_gpus/_update_model_kwargs_for_generation behavior, the other is a janus image-generation test failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated areas: BEiT pretrained preset loading versus a pytest-xdist race in testing utilities." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: a captured_info.txt race in tests versus auto_mappings referencing removed configs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Separate failures: model type resolution for a specific checkpoint versus a test-file race condition." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue versus a missing import from image_utils; no shared bug path." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility regression versus an import/export problem in image_utils." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training is unrelated to DeepSpeed Adafactor OOM." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang in sentence-transformers is not the same as embedding resize/post_init reinitialization." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different concrete behaviors: cleanup-space changes versus missing BOS/EOS insertion." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Dependency/backend installation and dummy object cleanup are different repository hygiene issues." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different multimodal bugs: Phi4 config initialization versus a VideoPrism output field mismatch." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction and batching/pipeline finalization are unrelated code paths." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file emission is not the same as Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default handling is unrelated to Whisper timestamp decoding on a trailing replacement character." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both mention tokenizer regressions, but one is clean_up_tokenization_spaces behavior while the other is incorrect Granite token IDs." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "General tokenizer loading failure and a specific add_special_tokens regression are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer complaints, but Deepseek tokenization correctness is a different code path from cleanup-space behavior." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4 multimodal config initialization is unrelated to ModelOutput key assignment when a prior key was None." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-patch-count method and remote-code checkpoint meta-init incompatibility are distinct multimodal issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose model loading and Gemma 4 text-only mm_token_type_ids defaults are not the same problem." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Importing sentence-transformers failing with nn NameError is unrelated to the missing Qwen2.5-VL class export." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache continuation indexing and auto_docstring annotation handling are separate failures." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLFlow reporting on failed jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different targets entirely: MLFlow status reporting versus Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 tokenizer/processor behavior, but one is cleanup-space semantics and the other is processor.tokenizer/image passing regression." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 codec-handling regression is not the same underlying bug as clean_up_tokenization_spaces changes." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer registration / position_ids access and double optimizer stepping under DeepSpeed are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "A classification example returning empty results and a dataset-loading failure in a different script do not share the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump to an unreleased PEFT release is unrelated to leftover dummy classes in testing objects." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job MLFlow reporting and embedding reinitialization after resize are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 47, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710", + "issue:46762" + ], + "soft_pairs": [ + "issue:44060|issue:45125", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44190|issue:46082", + "issue:43122|issue:46209", + "issue:43232|issue:46424", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:43475|issue:46305", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44263|issue:44373" + ], + "prepared_review_unit_hash": "4df003b712321268cbbbc7b230f5a9979c1d0e1a21317061f916e985dea018b3", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36281, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug; most are only loosely related by subsystem or version. I would keep the cluster anchored on the broad tokenizer regression issue, but there is no true duplicate set here.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is the broadest, most clearly reproduced regression in the set (tokenization changes across versions) and is more representative than the narrow, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best standalone issue for triage because it has a clear version boundary, concrete symptoms, and broader user impact than the more specialized reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3.5/MoE concerns, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata; different bugs and fixes." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different modules with unrelated causes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save/load behavior for MoE is unrelated to tokenizer class metadata saved by tokenizer.save_pretrained()." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "One is about SGD optimizer arguments not being used; the other is a documentation parameter-name mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both mention imports/dummy objects, but one is a missing image_utils symbol and the other is leftover dummy classes leaking into dir(transformers); not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "These are different numerical/behavioral problems in different models; no shared failing code path is evident." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues and missing files in processor.save_pretrained() are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization and double optimizer steps under deepspeed are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "A Pegasus output regression and AttentionInterface.register behavior change are separate concrete issues." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "A specific tokenizer BPE-marker bug is not the same as a general AutoTokenizer loading/import issue." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config initialization and non-persistent buffer corruption are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Model FP8 save_pretrained behavior is not the same as processor.save_pretrained missing artifacts." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits and AttentionInterface.register behavior are different problems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import failures, but they concern different packages and symbols with unrelated fixes." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring is not the same as a RoPE implementation bug." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "No concrete evidence ties the attention-interface behavior change to the DeepSeek accuracy regression." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer serialization metadata and Qwen3.5 MoE from_pretrained failure are different issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and the default max_shard_size setting are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "A tokenizer-loading problem and a flash-attention generation issue are not the same bug." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer regression and FP8 inference failure on B200 are unrelated code paths." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max_length handling are different issues, even if both touch generation/cache logic." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A DSA indexer split/value issue is unrelated to remote-code checkpoint meta-initialization compatibility." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation bookkeeping and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to missing chat-template support in a processor." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "An off-by-one sliding-window mask bug is unrelated to video processor padding calculation." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing an attribute and MoonshineStreaming window masking are different model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is unrelated to missing processor save files." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is about torch.split return values and the other is about a missing ReLU; different defects." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hangs and zero probabilities in siglip2 are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A DSA indexer split bug and a wrong position_ids docstring 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": 24, + "review_unit_index": 48, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44373", + "issue:44483", + "issue:44488", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44279|issue:46328", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:45381|issue:46305", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:44483|issue:45406", + "issue:44261|issue:45092", + "issue:22355|issue:27957", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:39401|issue:44488" + ], + "prepared_review_unit_hash": "e903151dd21bbdc0e565906eb66b9ef44eb5941b980b41ceacde963e2efe8b2d", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36175, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, tokenizer regressions, model-loading failures, quantization/saving bugs, and generation/runtime issues. None of the soft-edge pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical for the cluster; the reports span different subsystems and failure modes, so consolidating them would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "One is a vague dependency problem; the other is a SequenceFeatureExtractor.pad performance issue. Different bugs." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving, but one is dequantized Ministral/Devstral saving and the other is sinq quantized save_pretrained/from_pretrained. Different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3.5 from_pretrained error. Not the same defect." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility vs Qwen3.5 visual-encoder key saving regression. Different models and symptoms." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video position ids bug vs MoonshineStreaming sliding-window off-by-one. Unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 vs NaNs in classification heads after checkout/init. Different failure mechanisms." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffers junk on load vs sliding-window mask off-by-one. Unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling vs Gemma4Processor missing _tokenizer. Different API surfaces." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue vs InternVL2 meta initialization incompatibility. Not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "ONNX import failure vs XLMRoberta Flash Attention 2 issue. Different subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug. No concrete overlap." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration. Separate export/import problems." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model-type warning for sam3_video/tracker vs sam3 text-encoder weights not loaded. Different issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression vs infinite loop on a specific image. Not the same underlying bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX module import error vs tokenizer adds extra space after added token. Unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping vs add_special_tokens not adding BOS/EOS. Both tokenizer-related but distinct behaviors." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta vs Sentence Transformers stuck loading. Different symptoms and code paths." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs wrong tokenizer decoder type in v5. Separate tokenizer issues." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific is_offline_mode import error vs broad import errors after upgrade. Too general to be duplicates." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading vs quantized model saving failure. Different functionality." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs wrong docstring for position_ids. Different domains entirely." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3 model-type warning vs memory overflow in sam3-litetext. Different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation sync_gpus state update bug vs D-FINE auxiliary-loss behavior. Unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Ministral BPE marker handling vs version-to-version tokenization change. Both tokenizer regressions but not the same concrete defect." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage vs NaNs in classification heads after checkout/init. Different initialization problems." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Stuck loading sentence-transformers vs MacOS bus error with a CLIP model. Not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failure vs incorrect output under pipeline parallelism. Different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env CLI vs NameError importing sentence-transformers with latest transformers. Both involve imports/packaging, but not one defect." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings API change vs torch.split return values in GlmMoeDsaIndexer. Unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mapping vs a model failing to load. Different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 49, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:46172|issue:46762", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:39401|issue:46614", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:43116|issue:45200", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "7d40ab6e6a04142ed8b59ae3c70583a04e5c7bb8a867b288f086af4589d607a1", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36174, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a single duplicate set; it mixes unrelated import errors, tokenizer regressions, multimodal/model-specific bugs, packaging issues, and training/runtime problems. I would not choose a canonical issue/PR for the cluster as a whole.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical for the cluster; the closest broad import-error reports still don't cover the many tokenizer, model, and training bugs included here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different bugs: reading a registered buffer vs tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated: dequantized model saving vs loading a Phi-4 multimodal model/import failure." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Different problem classes: Python version compatibility vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical-model issues, but they affect different models/code paths and are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific config bugs: RoPE layer count vs tied-weights warning." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: tokenizer mapping fallback vs AutoProcessor not forwarding kwargs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated: saving dequantized weights vs GLM-5 GenerationConfig validation." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different import/config failures with different root causes and modules." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific AutoImageProcessor import issue; the other is a broad upgrade-related import breakage." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different failures: cached_file kwargs forwarding vs chat template handling for tool calls." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs multimodal assistant mask bug; different mechanics." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different issues: num_labels propagation vs flash_attention_3 training degeneration." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Completely unrelated: DSA indexer activation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same family only by model name; one is a warning mismatch, the other is a missing attribute error." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer regressions affecting different features and models." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both tokenizer-related, but the failures are different edge cases and not the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated: Qwen3-VL-Moe bug vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different loading/saving paths: dequantized save issue vs gguf_file from_pretrained breakage." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs in different areas; no shared concrete code-path problem." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is offset mapping and the other is stale phonemizer language state." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but save_pretrained regression and from_pretrained error are different concrete failures." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different issues: example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different moe-related bugs: model behavior/loading vs FP8 save_pretrained." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different root causes." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Separate tokenizer regressions affecting different models and failure modes." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols; not the same issue." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Different training bugs with no shared underlying code path." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different distributed/eval behavior bugs: dtype change vs pipeline-parallel output corruption." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No overlap in failure mode: missing module import vs unclear LayoutLMv3 error message." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 50, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44263", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:44263|issue:46762", + "issue:46614|issue:46752", + "issue:42222|issue:43441", + "issue:45092|issue:46762", + "issue:43827|issue:45446" + ], + "prepared_review_unit_hash": "38f459bdd6d779149fec0c46fc55635b6f8a673dca79b9d122390e37e92e5c7f", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35180, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated bugs, regressions, docs issues, and model-specific failures across different subsystems. All soft edges look like superficial topic overlap rather than the same underlying issue/change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous, with no single bug or regression that meaningfully represents the others.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a good global representative because the pairwise matches are only broad thematic similarities, not concrete duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 implementation discrepancy vs a Qwen3_5 infinite-loop image case." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated code paths: attention-kernel divergence under torch.compile vs feature-extractor padding performance." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but different concrete bugs: GenerationConfig validation vs RoPE implementation discussion." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change and stale phonemizer backend state are different subsystems and symptoms." + }, + { + "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-wide import breakage." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but the reported defects differ: decoder type regression vs incorrect DeepSeek outputs." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Different failures: base_model_prefix loading regression vs NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification script behavior is unrelated to SigLIP2 implementation parity." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE loading, but the concrete bugs are not the same code-path problem." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support issue is unrelated to a flex_attention import-version check bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to dtype mismatch CI failures in other models." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained key regression and from_pretrained load failure are different directions and likely different fixes." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug is unrelated to classification-head NaNs." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration guidance and a missing image-patch method are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length helper behavior and flex_attention import gating are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field issues, but they affect different models and different fields; not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label behavior is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weights in UMT5Encoder is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument usage and trainer.evaluate after train are different trainer/optimizer problems." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder regression and DeepSeek accuracy regression are not the same underlying issue." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is GPT2 support and the other is an unspecified flash-attention issue." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in one model is unrelated to Minimax attention numerical differences." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state and empty-list chat templating are completely different bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral FlashAttention failure affect different models and paths." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old remote-code checkpoints is unrelated to Minimax attention numerics." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation still mentioning pipeline() is unrelated to a flex_attention import-version bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 51, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46655", + "issue:46752" + ], + "soft_pairs": [ + "issue:43064|issue:43673", + "issue:33453|issue:39401", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:43122|issue:46298", + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:44484|issue:45310", + "issue:42222|issue:46178", + "issue:44877|issue:46231" + ], + "prepared_review_unit_hash": "42e9e0125c3610e46bb512f3da7306335a6f7e05b3cb9be26f1963bea77d7a1a", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36697, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft pairs share broad themes like tokenizers, config/load failures, or video/model issues, but they do not look like the same underlying bug. No PRs are present. The broadest and most central issue is the v5 tokenization regression report.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43122 is the best umbrella candidate: it describes a broad tokenizer regression across versions, is clearly articulated, and has inbound references, whereas most other issues are narrower or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most representative and actionable issue in this set for duplicate-triage purposes; it captures the general regression pattern better than the more model-specific or incidental bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different failure modes and code paths: optimizer state/rank mismatch during training vs missing generation cache during chunked prefill." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both involve tokenizers, but one is a loading regression and the other is incorrect offset_mapping for Qwen3; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multithreaded dataloader use vs tokenizer BPE-marker handling; unrelated symptoms and subsystems." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error vs stale warning text for num_return_sequences; different bug classes." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention issues: GPT2 backend scaling ignored vs Gemma4 building the wrong mask type." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer codec handling regression vs phonemizer backend state not resetting; different components entirely." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache bug vs a padding performance inefficiency; not the same underlying problem." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in dataloader threads vs incorrect video padding calculation; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Broken vitpose models vs apply_chat_template crashing on empty input; different layers and symptoms." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "One is an unexpected init_empty_weights argument, the other is PretrainedConfig type-checking; both v5-related but distinct." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pin issue vs incorrect PyTorch version guard for AuxRequest; no common underlying bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None vs flash_attention.py crashing on sink-less models; unrelated failures." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights vs NaNs in classification heads; different behavior and code paths." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained error; same family, different concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions for different models: Qwen3 offset mapping vs Deepseek incorrect results." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalidity vs flash-attention generation failure; distinct issues despite both touching generation." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking breakage in v5.4.0 vs stale model.config.dtype after from_config; different config semantics." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Generic testing_utils bug vs a specific xdist race on captured_info.txt; not the same defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing helper bug vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shape vs crash loading video model without torchvision; both video-related but distinct." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 vs Qwen3.5 checkpoint save regression; different code paths and symptoms." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None assumption vs _patch_mistral_regex backend_tokenizer AttributeError; both tokenizer infra, but not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Two import errors in different symbols/modules; no evidence they share the same root cause." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker warning mismatch vs MobileLLM-125M loading KeyError; separate model-loading issues." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression vs a noisy logging message; clearly unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure vs a testing_utils bug; different areas." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash vs feature extractor padding performance; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Question about default shard size vs Qwen3.5 MoE loading failure; not the same underlying issue." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage vs unsupported tensorflow_text backend mapping; different functionality." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading failure vs documentation parameter name mismatch; one is behavior, the other is docs." + } + ] + }, + "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": 24, + "review_unit_index": 52, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46369", + "issue:46617", + "issue:46762" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43931|issue:44410", + "issue:42222|issue:45542", + "issue:45071|issue:45542", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:44263|issue:46172", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:44261|issue:44485", + "issue:45753|issue:46369" + ], + "prepared_review_unit_hash": "6b2a9bff46fde6e0463ffe6e696f88a309f75ccc0c5e3ddc8bc9fa623556202e", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct regressions or feature gaps across unrelated subsystems, and the soft candidate pairs mostly only share a broad area like \"tokenizers\", \"imports\", or \"FlashAttention\". I would not deduplicate any of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items span unrelated bugs and release regressions (imports, tokenization, model loading, FlashAttention, dtype/precision, API behavior).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as an umbrella representative, because none of the issues covers the same underlying bug or change across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an MLA RMS norm precision bug are unrelated code paths." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "One is a GenerationConfig validation error; the other is an unrecognized model/config issue." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5-MoE from_pretrained loading errors are different failures." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "MLA layernorm epsilon precision drift and Minimax reference-vs-implementation differences are different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing image_utils import may be one symptom of a broader release break, but this is not clearly the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and a double optimizer.step() with deepspeed are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but the reported failures are not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue and a RoPE implementation issue are distinct." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are unrelated regressions." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type checking are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both mention Qwen3-VL, but one is a weight-shape mismatch and the other a model-specific loading bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and a TensorBoard-without-TF backend error are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking and TensorFlow backend detection are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a generic request acceptance failure and the other is a streaming inference issue on a specific model." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A max_shard_size question and a Qwen3.5-MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A DSA indexer ReLU omission and a deepseek-v4 dtype/transpose issue are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return values and deepseek-v4 tensor casting/transposition are different bugs." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "GLM46V image patch counting and MLA layernorm epsilon precision are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch bfloat16 warning and BLIP2 dtype fields staying float32 are different precision/loading issues." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "FlashAttention 2 support request for XLM-Roberta and Nemotron lacking FA2 support are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Duplicate pair already considered above; still not the same concrete loading failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failures on different models/versions and a degenerate training bug with flash_attention_3 are not the same issue." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config attribute and gguf_file/from_pretrained breakage are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor without torchvision and a testing_utils bug are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing image_utils import and a documentation mismatch for set_training() are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layernorm epsilon precision and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop behavior on a specific image and a memory overflow in sam3-litetext are unrelated model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 53, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:44987", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753" + ], + "prepared_review_unit_hash": "4fd05ce3bc5be051d164d632d1e2a854b3ce63d7bb1439c80d3aa4a33ede7021", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36469, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many items share broad Transformers/model-loading language, but the soft pairs do not appear to describe the same underlying bug or change. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the strongest anchor in the set: it is open, has the most discussion, and describes a concrete user-facing runtime bug around quantization/offloading rather than a vague API or test complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to keep as the representative anchor because it is active, substantive, and specific enough to stand on its own; the rest of the cluster is too diverse to serve as duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading-related, but one is a tokenizer mapping None assumption and the other is a model-loading failure for a specific repo; different root causes and code paths." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both touch GLM, but one is a missing image-processor method and the other is a torch.split/indexer bug; not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are unrelated issues." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-family models, but one is a remote/native implementation divergence and the other is a specific dtype/transpose problem in deepseek-v4." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both mention cache/chunked prefill, but one is missing GenerationMixin cache in v5.0.0 and the other is a mask pipeline batch-finalization bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal for tie_embeddings_and_encoder_decoder is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3 variants, but one reports missing attention projections and the other a config field being dropped by strict serialization." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both concern Qwen3 models, but one is a broad transformers 5.0 bug and the other is a specific missing-projection bug in qwen3next." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "These are different ImportErrors involving different modules and symbols; they are not the same breakage." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/load failures, but one is missing torchvision for video processing and the other is a mistral_common symbol mismatch; distinct dependencies and failure modes." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is an API removal regression and the other is quantized save/load corruption; not the same underlying bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer FSDP2 optimizer-state corruption and Liger Kernel not applied with model_init affect different code paths and fixes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A processor-loading crash and a save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video processor bugs, but one is padding calculation and the other is num_frames semantics; related area, different bug." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an IndexError on empty chat templates are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A test seeding problem and a logging message issue are different classes of fixes." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek tensor-shape bug vs accuracy regression after upgrade; the symptoms and likely fixes differ." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing names from different packages and release surfaces." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal around tie_embeddings_and_encoder_decoder is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer-mapping-None are separate tokenizer loading bugs." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A bfloat16 warning and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure do not share the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Ignoring local_files_only and a missing embed_tokens.weight on UMT5Encoder are different from different loading layers." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train and inability to import Trainer due to datasets are not the same issue." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Kwarg passthrough to cached_file and an auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling with SDPA/FlashAttention and chunked-prefill cache recompilation are different code-path problems." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and a BACKENDS_MAPPING tensorflow_text error are different compatibility issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor import crash without torchvision and tokenizer mapping None are distinct failures." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving a dequantized model and saving Pipeline objects are different save_pretrained problems." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save/load corruption and Qwen3_5 infinite-loop behavior on a specific image 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": 24, + "review_unit_index": 54, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "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:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:43825|issue:44655", + "issue:45712|issue:46298", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:42994|issue:44655", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:44625|issue:46365" + ], + "prepared_review_unit_hash": "90bd856dbc2972dbfaf0ccd375486ed4bcb49b757a3b09c3b18a0759668ce3ca", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36144, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of mostly unrelated Transformers issues, centered loosely around v5 regressions, import/API breakages, and model-specific bugs. None of the soft pairs look like true duplicates of the same underlying fix.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43097 is the broadest, clearest user-facing v5 breaking-change report in the set, so it is the best single canonical representative of the cluster theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the strongest overall issue candidate because it captures a general v5 regression with wide compatibility impact, unlike the more model-specific or narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Both mention pipeline-related behavior, but one is about an error message for unsupported translation tasks and the other about saving Pipeline objects; different bugs and fixes." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is about leftover dummy classes leaking into the package API; right is just a noisy logging message. Not the same issue." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failure modes: xLSTM training blockers vs Bamba torch.compile with SDPA." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Both involve compilation/warnings, but one is a generic bfloat16 precision warning and the other is a Bamba SDPA compile failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are different warnings with different triggers and code paths: PyTorch float32 precision warning vs tie_word_embeddings warning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "One is a missing checkpoint key in UMT5Encoder, the other is a save_pretrained shard-size question. Not duplicates." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not shown to be the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for a Nemotron model is unrelated to a Python version compatibility break in Transformers 5.1.0." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but one is unsupported Flash Attention 2.0 for Nemotron and the other is GPT2 attention scaling being ignored; different fixes." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config attribute warning is unrelated to a generic noisy logging message." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are unrelated model-specific problems." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 SDPA/FlashAttention scaling behavior and AttentionInterface.register behavior changes are different code paths and symptoms." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure is unrelated to an import failure for Trainer caused by datasets." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "A patchtsmixer post_init policy issue does not match the Trainer import conflict." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/FP8 model workflows, but one is about saving and the other about loading; not enough evidence of the same fix." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling under backend changes is unrelated to a degenerate zero-loss classification issue." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/backend dependency selection and Trainer import failure due to datasets are different dependency issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and upstream APIs; no evidence of one underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path slash warning and bfloat16 compile warning are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are separate issues." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions API rejection and batched apply_chat_template padding crash are different request paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing CLIPOutput attentions and GPT2 attention-scaling behavior are both attention-related but not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import symbol removal and unwanted network requests with local_files_only=True are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3/VL MoE and fp8, but one is a load-time bug and the other is fp8 inference support; not the same concrete change." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one concerns attentions and the other hidden_states; insufficient evidence they share one fix." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and saving Pipeline objects are distinct save_pretrained problems." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer drop and GLM-5 RoPE implementation discussion are model-specific and not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading failure and a state_dict sorting load error are different loading issues." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and the Trainer import conflict 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": 24, + "review_unit_index": 55, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44483", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:44483|issue:45290", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976" + ], + "prepared_review_unit_hash": "b1c6a0cf5c1e95a747ef8da4f785f46f0a8763d5e5883464755b24b972afdcb9", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37544, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster, not a true duplicate set: the items span unrelated import, config, save/load, training, chat, and performance regressions. None of the soft pairs are safe duplicate merges.", + "confidence": 0.81, + "canonical_issue_reason": "No safe canonical issue: the titles cover multiple unrelated bug families, so merging them would overfit the similarity signal.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the most connected issue in the set and a concrete bug report, but it still does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different bugs: embedding resize vs attention masking." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different architectures and failures; both are missing attributes, not the same defect." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different removed symbols and packages." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated model-specific issues: Flash Attention support vs GenerationConfig validation." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat APIs, but one is request validation and the other template tokenization." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different loading/saving paths; one is base_model_prefix loading, the other pipeline serialization." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load, but pipeline saving and quantized roundtrip are distinct bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Both mention config-ish issues, but they affect different model classes and checks." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different checkpoint/load failures with no shared code-path evidence." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility problems, but for different releases and failure modes." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma/Qwen problems: label propagation versus attention-mask construction." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related, but one is attention behavior and the other head-dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different save/load regressions." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "Completely different subsystems: xLSTM training bugs vs VideoPrism output wiring." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-config-field reports, but for different models and attributes." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Same broad config theme, but not the same missing field or failure path." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Different failures: generation mask initialization vs tensor-parallel training." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained issues, but on different models and missing-state behavior." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no-grad semantics and broad import errors are separate problems." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import failure are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling and variable-length position_ids are different code paths." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generation mask bug and tokenizer-loading regression do not match." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but compiled Python errors and torch.jit parsing are distinct." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and type-checking breakage are different regressions." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different model roundtrip bugs: state_dict ordering versus Gemma pipeline roundtrip." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Config attribute missing versus distributed optimizer-state mismatch; no shared bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different config/loading problems in unrelated model families." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is seeding and the other xdist file races." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Performance-related, but one is a concrete import-star cleanup and the other is a vague slow-import report." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific cache update semantics versus a generic complaint about v5 breakage." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention parallelism, but tensor-parallel training and TP load OOM are different defects." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update semantics and Python-version support 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": 24, + "review_unit_index": 56, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43874", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:42548|issue:44351", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:43502|issue:44961", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071" + ], + "prepared_review_unit_hash": "4b53b9a0a2d4c5d0f31653fcbf10c67122a540bb4f63b67968dfaea53d3f1636", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37605, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues spanning loading, generation, docs, quantization, CI, and model-specific regressions. None of the soft-edge pairs look like true duplicates of the same concrete bug/change, so all soft edges are rejected. No PRs are present in the input.", + "confidence": 0.63, + "canonical_issue_reason": "issue:46617 is the best cluster anchor: it is a concrete, user-facing loading-from-cache regression with broad relevance to the nearby loading-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46617 is the clearest and most actionable issue among the set, with a specific failure mode and current relevance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from_pretrained failures, but they affect different model families and different loading paths." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a state_dict loading bug; the other is an incorrect save_pretrained key regression for a different model." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Importing AutoModel without PyTorch and tokenizer loading regressions are unrelated failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Different symbols and behavior changes; one is missing CLIP attentions, the other is a structural model-class divergence." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to missing set_seed is unrelated to a Phi-4 multimodal loading error." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to a stale device override CI failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing set_seed in a test is unrelated to auto_mappings references breaking CI." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior in v5 and num_frames semantics in a video processor are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "A local_files_only network leak and an AddedToken kwarg collision are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing in serve and cache loading FileNotFoundError are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload after upgrade; not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing tensor-parallel plan metadata are distinct problems." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth leading to OOM is unrelated to checkpoint reload failures after upgrade." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "A missing Qwen2_5_VL import and a trust_remote_code cache FileNotFoundError are different failures." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "A local_files_only leak is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "A missing image-processor helper and a cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "A no_grad decoration request for cache updates is unrelated to the Sam3PixelDecoder dummy Conv2d issue." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` output and AttentionInterface.register behavior changes are different issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 Moe loading/parallelism, but one is missing _tp_plan and the other is a broader from_pretrained regression." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regressions." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a data-filtering slowdown after upgrade are different symptoms." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel planning and a dropped vision-config field are different Qwen3.5 issues." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different top-level symbols; not the same missing-export bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Inconsistent num_frames semantics and missing backend reporting are related to vision processors but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache internals, but one is about no_grad decoration and the other is a sync_gpus model-kwargs update bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A network leak during local-only loading and an unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs and forward-doc confusion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network requests and FP8 MoE save_pretrained are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting and tensor-parallel training bugs affect different subsystems." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3.5 VL loading breakage and a general v4.57-to-v5 reload failure are different model/version regressions." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generate()-time UnboundLocalError and documentation confusion around forward arguments are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors and PretrainedConfig type-checking regressions 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": 24, + "review_unit_index": 57, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:43576|issue:44938", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850" + ], + "prepared_review_unit_hash": "122132ce1fa6ff1cfc0ff42277722adb0ceafe7c6db38ff1f9674e53aa4d3059", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 36841, + "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 regression/import/model-loading issues around Transformers v5; no soft pair looks like a true duplicate, and the only plausible umbrella is the broad v5-breakage report.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the shared v5 regression theme, even though it is too vague to be a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best cluster representative because it summarizes the overall \"v5 breaks many things\" pattern, but it is broad rather than a concrete repro.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading problems, but one is tokenizer loading and the other is a specific Llama 3.2 vision model-loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "These are different save/load failures: compiled Python file execution vs missing files when saving a Pipeline." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "One is an external import break from huggingface_hub, the other is a broken transformers env command in v5." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken CLI command and a PretrainedConfig type-checking regression are different failures and code paths." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are unrelated issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as an ImportError for layer_type_validation." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env CLI regression is unrelated to the missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap; one title is nonsensical and the other is a Gemma audio positional-encoding bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache import and trust_remote_code cache FileNotFoundError are different import/cache failures." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "A scheduler kwargs bug is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and TextClassificationPipeline docs mention different subsystems and different problem types." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken v5 CLI behavior is unrelated to Python 3.14 import/load failures." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention interface usage; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "A missing attribute in SAM 3 video outputs is not the same as cache-loading FileNotFoundError." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "These are both FP8-related, but one is save_pretrained behavior and the other is inference support; different changes." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and B200 FP8 inference are separate code-path problems." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and likely different packaging regressions." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated model-specific bugs." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "A missing GenerationMixin cache in chunked_prefill is not the same as a typo in cache strategy docs/code." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is a concrete repro; the other is only a broad summary of many breakages." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and a TensorBoard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "The processor.save_pretrained bug is concrete, while the other issue has no meaningful content." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "The DSA/ReLU discussion and SmolVLM num_frames inconsistency are different topics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and missing _tp_plan for Qwen3_5Moe are distinct tensor-parallel/model issues." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems and unsafe sys.modules access are related only at a very broad implementation level, not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3.5-VL outputs, but one is bbox hallucination and the other is an infinite-loop bug on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A vision-model output bug is not the same as a config type-checking regression." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload failures are different v5 regressions." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * from models and a missing GenerationMixin cache are unrelated fixes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad v5 breakage report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a specific model config regression, not the same underlying issue." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 upgrade incompatibilities, but one is checkpoint reload failure and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is too specific and does not match the broad v5 breakage report." + } + ] + }, + "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": 24, + "review_unit_index": 58, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44230", + "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:45071", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655" + ], + "soft_pairs": [ + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:44230|issue:46095", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468" + ], + "prepared_review_unit_hash": "8089d1fc77e9e16ac2fc80f393848381e7cf02feaea8f3bf1a2c6970c26a2f64", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 40220, + "estimated_input_tokens": 10055, + "estimated_eval_tokens": 20366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: docs, tokenizer/loading, model-specific bugs, scheduler/config issues, and performance regressions are mixed together. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them or pick a single canonical artifact.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue is a clear canonical representative because the cluster spans many unrelated problems across different features and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is suitable as a global best canonical target; the items are too diverse to safely consolidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade-regression reports, but one is about many import errors and the other about many models breaking; too generic to be the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings vs a cache-strategy typo are unrelated issues." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request and a DeepSeek-V4 weight-conversion question are different tasks, not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* import-time slowdown and a missing Qwen3_5 module import error are different failure modes." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 tracker/model-type warning and Liger Kernel not applying with model_init are unrelated code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading/import behavior, but one is intermittent import slowness and the other is lazy-loading broken; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness in SAM-HQ and an inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken transformers env command and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2 support error and Qwen3-VL bounding-box hallucination are distinct model-specific issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL 2D bbox output are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are separate bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer access error and a generic bug report do not match the same underlying issue." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch in save_pretrained and a generic bug report are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding to cached_file and scheduler kwargs are different subsystems." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo versus SequenceFeatureExtractor.pad conversion overhead are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* slowdown and missing HybridCache import are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown and a small testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Both are version-regression complaints, but one is Python support and the other is broad model breakage; too vague to unify." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-VL / Qwen3.5 model failures with no concrete shared code path." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and a module import failure are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and a tied-weights AttributeError are different issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward arguments and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading not working are both v5-era complaints, but not the same concrete bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 causing degenerate training are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding calculation are different processor bugs." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and scheduler kwargs are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained missing files and tied-weight key handling are different save/model internals." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5 module import are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A placeholder bug report and a specific Qwen3.5 MoE from_pretrained error are not the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp handling and GLM-5 RoPE implementation are distinct model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time slowdown and VRAM leak in multithreaded dataloading are different problems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion in model.forward and a Llama 3.2 loading regression are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4 related, but one is gating logic and the other is a tensor dtype/transpose bug; not the same fix." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak with dataloader threads and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 positional encoding are different model implementations." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only still triggering requests and timestamp calculation in Qwen3VL are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and VRAM leak in multithreaded loading are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad 'many models break' regression and a specific Qwen3_5 import failure are not the same concrete bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3VL timestamp calculation and processor.save_pretrained missing files are different processor-related issues." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer split-return behavior and Gemma-4 positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and Gemma-4 positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm eps handling and Gemma-4 positional encoding are different 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": 24, + "review_unit_index": 59, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44351", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:28348|issue:43352", + "issue:44230|issue:44623", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "8f5a8724941a246822a755261fe83a28c7b604b029326edbdaa4896d6dc5ba16", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 39, + "item_count": 39, + "soft_pair_count": 35, + "serialized_chars": 32285, + "estimated_input_tokens": 8072, + "estimated_eval_tokens": 16400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and not a true duplicate cluster. Only the Flash Attention 2.0 request pair looks like the same underlying change; the rest span unrelated bugs, feature requests, and docs/questions. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45250 is the broadest Flash Attention 2.0 request and best matches the specific GPT2LMHeadModel FA2 support issue; the remaining items are too unrelated to serve as one canonical bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45250 is the cleanest representative issue in the set because it captures the general FA2 support request without being model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching vs DeepSeek-V4 weight-conversion script are unrelated problems." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL processor is unrelated to a multi-thread VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are different import failures." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Nemotron Flash Attention 2.0 support and a Qwen3_5 import error are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is a broad behavior regression and the other is a specific decoder-type bug; not the same concrete issue." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": true, + "reason": "Both are Flash Attention 2.0 support requests; 45250 is the generic umbrella and 28348 is the GPT2LMHeadModel-specific instance." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler keyword handling and an unrelated spam/placeholder issue are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and the unrelated placeholder issue do not match." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder issue and the generic 'breaks too many models' complaint are not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights AttributeError and chat-template tool-call crash are different code paths and failures." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and a missing layer_type_validation import error are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx after v5 update and tied-weights AttributeError are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing pad_token_id and tied-weights key handling are not the same issue." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are FA2 support requests, but for different models and code paths; not enough evidence of one underlying duplicate." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Bart generate() decoder mask crash and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow run-finalization on failure and checkpoint loading performance are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained loading speed and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading speed and documentation confusion about inputs/past_key_values are not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface implementation are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint issue in ModernBERTConfig and a tokenizer regex warning regression are different problems." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "ignore_value usage in Mask2Former and kwargs not forwarded to loss calculation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention interface are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value handling and RoFormer attention implementation are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling and a quantization-operation typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and a ModernBERTConfig type-hint issue are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig type hint and quantization typo are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm RMS-norm question and ModernBERTConfig type hint are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling and ModernBERTConfig type hint are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet is largely heterogeneous, and the summary correctly notes there are no PRs. The only soft accept (28348 \u2194 45250) is plausibly conservative because both are Flash Attention 2.0 support requests, with one being the generic umbrella and the other a model-specific instance." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "f28e583127d842b734a302ddc0b549fa6559f6cbf3bba3b8998b3e849925a067", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests across different subsystems (tokenization truncation, learning-rate scheduling, and Wav2Vec2 word offsets). The similarity is superficial only; this is not a true duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No strong canonical issue exists because the items do not share the same underlying problem. If one must be chosen as a placeholder, issue 10519 is the most feature-request-like and has the most discussion, but it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "None of these issues is a good global representative for the cluster since they concern different code paths and different kinds of requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and different requested behavior: tokenizer truncation options vs Wav2Vec2 word boundary offsets. No shared bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: truncation direction in preprocessing vs ReduceLROnPlateau-like scheduler functionality. They cannot plausibly be the same underlying issue." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Completely different features in different parts of the library; no common code-path problem or duplicate request." + } + ] + }, + "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": 24, + "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": "394d292143a71eded679dfdf6dedd2f3eaa72cb8f03d179ce6f9378f6381c2cf", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are only loosely related by NLP/model-loading theme, but they describe different bugs: TAPAS tokenization mismatch, unauthenticated private-model download error messaging, and inability to load bert-base-uncased. I would not deduplicate any of the soft pairs.", + "confidence": 0.81, + "canonical_issue_reason": "issue:16618 is the broadest user-facing failure in this cluster and is the most likely central representative of a model-loading problem, whereas the other two are more specific and unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best issue candidate because it is the most general and actionable of the three, with the clearest direct product impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "TAPAS tokenization divergence from TensorFlow is a tokenizer/implementation mismatch, not the same underlying bug as failing to load bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model loading, but 15980 is specifically about error handling for private-model downloads without login, while 16618 is a generic inability to load a public model; different failure modes and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 24, + "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": "23084d92683fd6ff4b605c4419ecd9ceb4b0da34f6f1397bbf6bd31816136e83", + "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-tracking issues, not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the requests target different features/code paths (Flash Attention 2 vs GGUF) and are only loosely related by the same \u201cmore architectures\u201d phrasing.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:26350 is slightly more central as the older, higher-activity tracker, but it is not a duplicate of 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying changes: Flash Attention 2 support and GGUF support are separate feature requests, not the same bug or implementation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "0a12f0d4da23c18093d7ec112eab53f040d055a00994bc98ad9dac148a1f5ff8", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster mixes several separate translation-request issues. I see two true duplicate subgroups: the identical placeholder-template issues ([i18n-] Translating docs to ) and the exact same Thai-title issue pair. The Turkish, Spanish, and Romanian requests are similar in theme but are different language targets, so they are not duplicates of each other.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43834 is the earliest issue in the repeated placeholder-template subgroup and is the best anchor for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most central duplicate candidate: earliest of the identical placeholder-title issues and connected to multiple near-identical copies.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same broad translation-doc theme, but different language target; not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language targets; similarity is only from the shared translation template." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs generic placeholder request; not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language targets, so this is not a duplicate bug/change." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder request; only the template is shared." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language target, so not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate requests." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language target; shared wording is just the template." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder request; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; similar template text only." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and placeholder-template issue are not the same change." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request content; only loosely similar." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request content; not a concrete duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-template translation request; same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder title/body pattern and same translation request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Shared translation-template flavor, but the requested language/content differs." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Shared template text only; the issue content is not the same." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-template issue; these look like duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Not the same request; only the body template is similar." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Not the same concrete issue; similarity is superficial." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different request content despite similar template structure." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different request content; not the same underlying bug/change." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai-title issue, so this is a true duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet. The two duplicate subgroups are supported by near-identical titles/bodies and very high similarity scores, and the language-specific translation requests are conservatively left as non-duplicates. The canonical anchor choice for the placeholder-template subgroup is also consistent with the creation dates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "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-36817-18", + "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", + "issue:46645", + "issue:46653" + ], + "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:42738|issue:46653", + "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:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "32fd12c1daf2661d7752feb0456197ab7c56cdc5eca9605c6d59e9a518e24807", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24151, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24151, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by distinct model-request issues (different models, modalities, or features), so the soft similarities are mostly generic \u201cadd support\u201d overlap rather than duplicates. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43671 is the most central, well-scoped request in the cluster, but it still targets a distinct Qwen3-TTS feature and is not a duplicate of the other model requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is a strong representative of the cluster\u2019s model-support requests, though the items are not actually duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config support vs DEIMv2 addition." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Different model families and capabilities: EuroBert vs Qwen3-TTS." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Unrelated additions: EuroBert config vs RF-DETR model." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Different models and likely different code paths: RF-DETR vs DEIMv2." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different requests: RF-DETR object detection model vs LFM2.5 Audio." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different underlying changes: RF-DETR model addition vs weight-sparse transformer support." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Different modalities and models: RF-DETR vs Qwen3-ASR." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different capabilities: RF-DETR model support vs Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition and Qwen3-ASR support are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different changes: NeoBERT support vs weight-sparse transformer support." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model request is unrelated to LFM2.5 Audio." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models and different integration work." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "Different model additions: NeoBERT vs ModernVBERT." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request is distinct from Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "Different requests: MiniCPM3 architecture vs weight-sparse transformer." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "Different model/support targets: MiniCPM3 vs Voxtral-4B-TTS-2603." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are distinct model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT support and Qwen3-TTS support are unrelated changes." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT request vs generic 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 support affect different model paths." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE is a model request; Mirko Privitera is unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR are different capabilities; these are separate requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but they request different concrete models and integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Different feature areas: Qwen3-TTS vs weight-sparse transformer support." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support and LFM2.5 Audio are separate model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support vs weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio support and SAM3-LiteText are unrelated requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink option are distinct features." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT text model request is unrelated to Voxtral TTS." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT support and the unrelated Mirko Privitera issue are not duplicates." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the unrelated Mirko Privitera issue do not match." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "0e6319acdfac644b24cf2a3edbe4477aaf368d2bbaa5798485dac8a2b02d2cbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. They do not describe the same bug or change, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different scopes and domains: documentation about a third-party optimization framework vs. a model architecture refactor. No shared code path, explicit linkage, or duplicate intent." + } + ] + }, + "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": 24, + "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": "694c09ac96bb0d53d43afbb060868b34ca1dfd2178bf08fd0c162b9810eb242f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one asks for block decoding support, while the other requests DeepSeek v3.2 support. They are different feature/problem reports with no clear shared underlying code-path.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue for this pair; the topics are unrelated and do not describe the same bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative for the cluster because the items are about different concerns; neither can subsume the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding behavior vs support for a specific model version. They do not appear to be the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 24, + "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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "ccd5b498744649e4d72bd0f3cfae40d6f094506661e9e28b34bc2943e228e1df", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both mention \u201ctiled\u201d optimization work, but they describe different requests: one is about enabling a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, and the other is about integrating TiledMLP to reduce memory footprint. They are related in theme but not the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #41306 is the more concrete, implementation-specific request: it targets a specific `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, whereas #41826 is a broader feature request about TiledMLP integration.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the better representative because it is narrowly scoped and tied to a clear code path, making it easier to action than the broader TiledMLP memory-footprint request in #41826.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Reject: the titles and descriptions point to different features/code paths (FLCE `from_pretrained()` flag vs TiledMLP integration), so they are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 24, + "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": "6cf0e17c82538a75a999cbee8a043f0e4f76d3a2412cd392343ed0a3a39429e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are thematically related to custom trainers and Trainer internals, but they describe different problems: one is about `remove_unused_column` behavior/customizability, the other about FLOPs estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "#43598 is the better canonical issue because it is a concrete Trainer customization problem with a focused API/behavior change request; it better represents the cluster\u2019s shared theme than the FLOPs-estimation issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the most suitable issue to keep as the representative item: it is specific, actionable, and centered on a clear Trainer behavior change rather than a narrower estimation edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related only at the level of custom trainers/Trainer internals. One concerns `remove_unused_column` customizability, the other concerns FLOPs estimation logic; they are different code paths and not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 24, + "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": "f22d1c63ce973b418e35077017408e9e30cc393d33849e7284cf3aecc3297c53", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related in that both concern missing Qwen model support, but they are not duplicates: one is about registering Qwen3-Omni for AutoModel/AutoModelForConditionalGeneration, and the other is about AutoModelForSequenceClassification support for Qwen3.5.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the requests target different model families and different APIs/tasks, so they do not describe the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, 43684 is the broader model-registration request, but it still does not subsume 44405\u2019s sequence-classification support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support via Qwen3_5Config. Same general ecosystem, but not the same bug or patch." + } + ] + }, + "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": 24, + "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": "3b64ebe59365e0f120f1e94c68ac5f113ec05c2c57001637cf0747681b869d24", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four issues are extremely low-information, with generic or empty titles/body content. They may be related by duplication/spam, but there is not enough concrete bug detail to confirm any shared underlying problem; no PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43859 is the least uninformative of the set only because it has a discussion activity count, but none of the issues describe a specific bug well enough to make a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be kept as the cluster representative, 43859 is marginally best due to having some discussion activity; otherwise the cluster is too underspecified for a meaningful canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only soft title similarity is available; the issues do not describe the same concrete problem or code path." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only soft title similarity is available; there is no substantive evidence that these are the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The artifacts are too generic and underspecified to confirm they are duplicates of the same real issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same generic title, but no body detail or explicit target shows a shared concrete bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "These look superficially similar, but the available metadata is insufficient to establish the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "There is no concrete problem statement beyond a repeated generic title, so duplicate status cannot be confirmed." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 24, + "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": "9006e3de7c48d26da7357c02d9e4e4096ee87009c982cbdbb02cc09278ea2936", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not true duplicates; they look like unrelated spam or placeholder issues with no shared concrete bug or feature request.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are too vague and appear unrelated, with only generic spam/documentation-like titles and no substantive bodies or shared targets.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong cluster representative. If forced, #44418 is only marginally more descriptive, but it still lacks enough detail to serve as a meaningful canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just \"\" placeholders; no evidence of the same underlying issue beyond generic similarity." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just \"\" placeholders; no concrete shared bug or change is described." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a vague documentation suggestion; no specific overlap in problem or request." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"\" and \"Check out 'Google LLC'\" are unrelated spam-like items, not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation enhancement request does not match a spam placeholder as the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A generic documentation enhancement request does not match a spam placeholder as the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no substantive bug or request to indicate a real duplicate relationship." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. a different spam-like title; no shared concrete underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. a different spam-like title; no shared concrete underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 24, + "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": "11d82a7152593ff286c69c38a42cc54a311193577041f0a803578e4a2d94673a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair looks highly similar and likely related, but the evidence is not strong enough to call a confirmed duplicate. Treat #45145 as the conservative canonical issue because it is earlier and has the only inbound reference, but keep the duplicate judgment tentative.", + "confidence": 0.72, + "canonical_issue_reason": "#45145 is the best conservative canonical representative: it was created earlier and has the only inbound reference, but the similarity evidence is still soft rather than definitive.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue to keep as the primary record for this cluster because it is earlier and slightly better connected, though the duplicate link should remain uncertain.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and similar body length are suggestive, but the packet only provides soft similarity and deterministic_accept is false, so this should not be marked as a confirmed duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment is too strong for the evidence provided. The packet only shows identical titles, similar body length, and a soft-similarity signal; it does not establish that these are the same issue. In particular, the pair\u2019s deterministic_accept is false, so marking the soft edge as an accepted duplicate overstates the evidence. The canonical-issue choice (#45145 as earlier with one inbound reference) is reasonable, but the merge/duplicate verdict should be downgraded to conservative uncertainty rather than a clear duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "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": 16, + "component_count": 24, + "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": "81a4c39db496f9a80aa041e58552b590647674f70dc00069d4755679c18a1cb9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct closed issues, not duplicates: one is a Gemma4 audio-module uint8/NF4 TypeError, the other is a BitsAndBytesConfig regression where skip-modules handling clears the default lm_head exclusion and triggers an AssertionError in 4-bit inference.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45674 is the cleaner triage anchor because it states a specific, reproducible configuration regression in 4-bit inference; however, it is not the same bug as 45672.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the best representative of the cluster only in the sense that it is the more explicit and broadly framed regression; 45672 is a separate failure in a different code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Reject: different underlying bugs and code paths. 45672 is a torch.finfo/uint8 problem in Gemma4 audio modules during NF4 inference; 45674 is a BitsAndBytesConfig skip-modules regression that removes the default lm_head exclusion and causes an AssertionError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 24, + "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": "097230013437ac268f20c8a7802bb83bd11b034025102db62f5ef0cb7aa8433d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not look like duplicates or the same underlying problem; they are separate name/date entries with no shared technical context.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate: both are minimal, unrelated entries and do not describe a reproducible bug or request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different person names and birth dates; no shared subject matter, code path, or issue content indicating the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 24, + "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": "c851e161e5943f852f6f97c6de3f50291a34af7f71d047c5eb21fcac1c60c351", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have only personal-name/date titles and no bodies, targets, or shared references. There is no evidence they describe the same bug or request, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles look like unrelated personal entries, and there is no body, linkage, or code-related context indicating 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": 19, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "900dba3f7a3c875403da453f57f12a468de5d4b2c323efd472c55ecafbf30151", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits both: the requests are unrelated (model head support vs FP8 training capability).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45810 is the more concrete feature request and would be the better representative if this cluster were forced to pick one, but it should not absorb #46295 as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying changes: adding Qwen3_5ForTokenClassification for value-model use is a model/API addition, while FP8 training support is an optimization/training feature. No shared bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "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": "9c56118f87a83f92e05a7c4f47414b1ca8f9ca63bfb9b376e495622244ac1754", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to contain two likely duplicate issue pairs: 45870/45871 and 45872/45873. The evidence supports these as same-request pairs based on identical titles and matching body lengths, but not enough to call them definitively exact duplicates. Issue 45869 is a separate dataset/sample listing and does not match the other request types.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the best canonical issue for the 45870/45871 pair because it is the earlier of the two identical-title, matching-length issues and cleanly represents that request.", + "canonical_pr_reason": null, + "best_issue_reason": "No single global canonical exists across all five issues because 45869 is a different topic and the remaining four split into two separate likely-duplicate pairs; 45870 is the strongest overall representative only for the example-request pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial wording, but one is a dataset/sample listing and the other is an example request; different underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869/45870: topical overlap only, not the same request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Likely duplicate: identical title and matching body length strongly indicate the same request, even though the packet lacks full body text." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge/financial time series, but the requests differ in scope and concrete intent; not the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: related theme only, not the same underlying request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different request type and scope; shared subject matter is too broad to treat as the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different request type and scope; not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Likely duplicate: identical title and matching body length strongly suggest the same request, though the evidence is not enough to label it an exact duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary overstates the evidence. The packet only provides soft_similarity plus matching titles/body lengths; it does not contain the issue bodies or any hard duplicate signal, so calling 45870/45871 and 45872/45873 \"exact duplicates\" is too strong. The conservative conclusion would be that these pairs are highly similar / likely duplicates, not definitively exact duplicates. The 45869 separation is grounded, but the duplicate verdicts need to be softened." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "00dfd406d8b26e7e53957300c85342e113fbf95d58c51f608b77a63e70750db7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is shape corruption during early initialization, the other is a `KeyError` in Qwen3.5. Related area, but not clearly the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying mechanism more directly (`early_initialization` corrupting linear-attention layers) rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster because it is broader and more diagnostic of the static-cache/linear-attention failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "They are adjacent in the static-cache/linear-attention area, but the reported errors differ (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) and there is no direct evidence they stem from the same code-path bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "6ed082f71dd5d75229d4bc1f8d67024887115ea27117e13e02e2fc5fc592b08e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are near-identical reports of the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical thread; the closed one appears to be the earlier duplicate.", + "confidence": 0.99, + "canonical_issue_reason": "issue #46552 is open and has inbound references, so it is the better active tracking issue for the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #46552 is the best issue overall because it is the open, referenced canonical report for this exact bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same apparent body length/content, and the same underlying Wav2Vec2CTCTokenizer v5 bug report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet: the two issues have identical titles and body length, and the open one has inbound references, so treating 46552 as the canonical thread is conservative and supported. The soft-edge accept is also justified by the strong similarity evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 24, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "f29b0fed96ab3c559f4f03248643f955a17e63c20bb1212111055ffbf63e808d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern object-detection training, but they describe different failure modes: a tensor shape mismatch versus an out-of-memory condition during RT-DETR v2 training. They are not the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits both reports; they are distinct training problems with different symptoms and likely different causes.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative for the other because the failure modes do not overlap beyond general training context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different bugs: one is a size/tensor mismatch error, the other is an OOM after several epochs. Shared training context is too broad 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": "issue", + "component_index": 24, + "component_count": 24, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "b2706b658ff33027514bd2fbddd73c15d0e29a25d080ce0b46c785cac47560bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both model-loading failures, but they describe different code paths and different failure modes: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46822 is the more concrete and discussion-backed report, with a specific multi-GPU ZeRO-3 OOM symptom and a named model/submodule involved.", + "canonical_pr_reason": null, + "best_issue_reason": "#46822 is the strongest representative issue here because it is narrowly scoped, technically specific, and has some existing discussion/inbound reference signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: these appear to be unrelated loading/dispatch bugs. #46822 is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, while #46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching modules to CPU and raising ValueError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 37, + "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": "133ad4e9e43b37d24153ae8a7cf87178f07f918f2e01bfd4aeb4f21ef9a21f5f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they target different scopes: one adds the base VibeVoice integration, while the other adds a realtime variant and extra tokenizer/processing pieces. They are not the same underlying change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the broader base VibeVoice implementation and appears to be the original integration, making it the better representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the most complete standalone representative of the core VibeVoice feature set; #42781 is a separate realtime extension rather than a duplicate fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: #40546 implements core VibeVoice support, while #42781 adds VibeVoice Realtime plus additional tokenizer/processing changes. They overlap in model-family plumbing but are not the same concrete change and would not naturally merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 37, + "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": "f7c7a000ad7e8b481787a5cbba8d83cc0faa96fc9c0ca9ed15fa0cc757efc474", + "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": "These are unrelated pull requests in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support. No duplicate relationship is supported.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:41224 is the more self-contained, narrowly scoped PR and is the better representative if one must be chosen, but it is not a duplicate of the TimesFM change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and code paths: TimesFM forecasting/covariates versus DINOv3 image classification. No shared 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": 3, + "component_count": 37, + "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": 4, + "component_count": 37, + "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-41855-14", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46707" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46707", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46707", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:45170|pull_request:46707", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46707", + "pull_request:43823|pull_request:46707", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "e0111eed215e942e5d7aeb956b3b7e5e7299ad5a28001caa7d6f64f9461e3152", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38874, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38874, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly superficial thematic overlap across unrelated PRs. The only true duplicate-like pair is the two `fixed_cross_entropy` changes for issue 43240 (`43251` and `43254`); the rest touch different subsystems, models, or documentation/tests and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick `pull_request:43251` as the canonical PR for the only real duplicate pair: it explicitly targets issue 43240 and implements the same `fixed_cross_entropy` kwargs support as `43254`, but in a slightly more complete/explicit form.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the best overall representative because it is the only PR here with a clear duplicate counterpart and a concrete issue target; all other PRs are unrelated changes that only look similar at a high level.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method additions vs MobileLLM model addition; different code paths and unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API work vs ExecuTorch dynamic-shape export test; no shared bug/change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding `facebook/MobileLLM-125M`; unrelated models and fixes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support vs a new MobileLLM model implementation; different functionality." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper kwargs support vs Mistral4 test/model fixes; only broad ML infrastructure overlap." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "ExecuTorch dynamic-shape export test vs native FSDP2 migration; unrelated subsystems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Export test for dynamic shapes vs Mistral4 model/test fixes; not the same underlying change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test vs MobileLLM model addition; different goals and files." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs `cls.config` resolution order fix; unrelated code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-capture refactor; different models and problems." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor for standardized output collection vs model-creation skill/docs scaffold; not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon forward-signature refactor vs Mistral4 test fixes; unrelated models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 test/model fixes vs native FSDP2 module addition; distinct areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs `layrnorm`\u2192`layernorm` renaming/conversion mapping; different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes vs chat parsing/serve update; unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fix suite vs TDT loss kernel integration; different functionality." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "CLIP-like `layrnorm` rename fix vs FSDP2 migration; no shared underlying bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests/fixes vs the model-creation skill PR; one is product code, the other is tooling/docs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs model-creation skill scaffolding; not the same artifact or bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes vs config-resolution order fix in `modeling_utils.py`; different code paths." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration vs native FSDP2 module migration; unrelated implementations." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "MobileLLM model addition vs FSDP2 migration; no shared bug or change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs target the same issue (43240) and modify the same `fixed_cross_entropy` helper to pass supported kwargs to `nn.functional.cross_entropy`; they are alternate implementations of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only clearly duplicate-like pair supported by the metadata is `pull_request:43251` / `pull_request:43254` (shared issue target 43240 and same `fixed_cross_entropy` helper in the same file). The other pairwise rejections do not overstate evidence and are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 37, + "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": "af8416ab3007dc74f4bb5c3678c6a03b29e928da7ba33ea666d2e82380394242", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are GitHub Actions dependency upgrades, but they address different action families and code paths: one updates general workflow actions for Node 24 compatibility, while the other only bumps docker/build-push-action versions in Docker image workflows. They are related maintenance changes, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative of the cluster because it has a clearer stated purpose (Node 24 compatibility) and a broader workflow-wide scope, whereas PR 42976 is a narrower Docker action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact across many workflows for Node 24 compatibility, while 42976 only bumps docker/build-push-action in Docker image workflows. They are not the same concrete fix and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 37, + "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-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "3540031a0eea537cf4c9f24567a9fdc897ef33add634d5ee8ba1b9ff33f3041b", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21159, + "estimated_input_tokens": 5290, + "estimated_eval_tokens": 10836 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21159, + "estimated_input_tokens": 5290, + "estimated_eval_tokens": 10836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly separate model-addition efforts that only overlap on boilerplate docs/auto-registry files. The only close pair is Step3p7 vs. the WIP step_3_7_flash work, but they still look like different deliverables rather than one duplicate change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "46562 is the closest representative PR in the only meaningful subcluster (Step3p7); the others are different model additions, so there is no true duplicate canonical across the full set.", + "best_issue_reason": null, + "best_pr_reason": "46562 is the best single representative PR here, but the cluster is too heterogeneous to treat as one duplicate group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registry edits are boilerplate, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo2); same kind of model-registration work, but not the same code path or bug fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families (ViT NEPA vs CTSM). Similar scaffolding files only." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related names but separate model implementations and docs, not one mergeable duplicate PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; overlap is only in shared auto/docs plumbing." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are different model additions with no shared concrete bug or implementation." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 Flash are different model architectures and code paths; shared auto-registration is not enough." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Both mention Step3p7, but 46562 is the main model addition while 46658 is a WIP mini-model/flash conversion script set; not the same 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": 7, + "component_count": 37, + "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-43291-6", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46870" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:46870", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:46380|pull_request:46539" + ], + "prepared_review_unit_hash": "4d161b7593036088353ec553460550590411a2e54e7c45274ee2048935c7ea52", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16284, + "estimated_input_tokens": 4071, + "estimated_eval_tokens": 8398 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16284, + "estimated_input_tokens": 4071, + "estimated_eval_tokens": 8398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PR noise: two are test-only or dummy changes, two are infrastructure/config fixes, one is a small ASR pipeline mapping update, and one is an FP8 dequantization fix. I do not see any pair that clearly fixes the same concrete bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the most substantive and coherent fix in the set: it patches generation-config validation for watermarking_config dicts and carries matching code/test updates across generation paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the best representative change overall because it addresses a clear runtime bug in the generation code path, while the others are either unrelated, test-only, or infrastructure tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test cleanup versus dummy test assertions in CLIP/ViT; different subsystems and no shared bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding changes versus FP8 dequantization/loading; unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenization/generation test fix versus generation-config watermarking validation; different bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test-only dummy assertions versus CI memory/device-map infrastructure changes; not the same underlying fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46870", + "accept": false, + "reason": "Dummy test assertions versus an ASR pipeline model-type mapping update; unrelated changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only dummy assertions versus FP8 quantization fix; no common concrete issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Dummy test assertions versus generation watermarking validation; different targets and purposes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/loading fix versus CI CPU-memory patching for model jobs; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 kernel/loading changes versus generation-config watermarking validation; separate bugs." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation validation/runtime fix versus CI runner memory-limit handling; different layers and no shared code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 37, + "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-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "39a9a755127b61a66283e04910ad4a4459a2fb422757b7f7dd5c3b497fe5d915", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are unrelated repository-bot / workflow check changes, not duplicates of the same underlying bug or fix. The shared pattern is only that they are intentional test PRs with similar '[don't merge]' titles and some incidental overlap in test/workflow files.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "43488 changes setup/dependency metadata and a Vit test, while 46747 only flips a security-gate workflow trigger from pull_request_target to pull_request. Different code paths and purposes; not one fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about packaging/versioning and a test file; 43532 edits multiple CI workflows plus testing utilities/notification code. They do not address the same concrete problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 broadly rewrites comment/scheduled/slack workflows and testing utilities, while 46747 is a single workflow trigger change. Too different to be 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": 9, + "component_count": 37, + "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": "a02063e65a18c8efeb6167eacef081891f924ca1f62f5aa0b173ca41c2d2fdde", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share framework plumbing, but they target different tasks/models and should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present. If one PR must represent the cluster, #43613 is the broader and more complete standalone pipeline addition, with more model integrations and tests.", + "best_issue_reason": null, + "best_pr_reason": "#43613 is the stronger representative PR: it covers a broader visual-segmentation stack and has more supporting tests/docs. #43612 is a separate concept-segmentation feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: concept segmentation vs visual segmentation. They share some registration/docs scaffolding, but they modify different model/pipeline code paths and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 37, + "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": "21f1c4cb40b50a1aeca1f658037c34fc637ebc43ee62c2aa28c5ea06f15af0b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch `trainer.py` but address different trainer extensibility points: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete code-path change: it alters training-step loss scaling behavior and adds an opt-in property. PR #43663 is a separate override hook for data column filtering.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must represent the cluster, #43651 is the stronger representative because it targets a specific runtime behavior rather than a helper extraction/refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different changes in the same file: #43651 controls gradient-accumulation loss scaling, while #43663 adds overrideable signature-column filtering. They are not the same bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 37, + "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": "2403d16bdb51cd61abd961d81d5f49a80f868a0e525d972b2177fbfa39c8ea1f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they fix different runtime/typing failures: one is a general annotation/NameError cleanup, the other is specifically about avoiding a pydantic import/runtime issue when pydantic is absent. They are related but not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the broader and more direct TypeAdapter-related CLI fix, while 43842 targets a narrower missing-pydantic path. As a cluster representative, 43656 better captures the shared theme without conflating two separate bugs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the better representative of the cluster because it addresses the core CLI TypeAdapter NameError/annotation problem more generally; 43842 is a distinct follow-up fix for a different dependency-availability path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar naming, but the fixes are not the same underlying bug: 43656 changes annotation handling via __future__/typing cleanup, while 43842 specifically guards TypeAdapter usage when pydantic is not installed. They should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 37, + "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": 13, + "component_count": 37, + "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:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "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:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "3b0f5d11415dbf3a22e99fb246c14e234a5422a325554e289abb7413701d8221", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster splits into two real duplicate subgroups: a GPT-J/CodeGen output-tracing line (#44066/#44085/#44722) and a separate GPT-Neo duplicate pair (#44018/#44068). The remaining PRs are mostly sibling refactors across different model families that share the same standardized-output-tracing theme but not the same concrete code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44722 is the best canonical PR for the GPT-J/CodeGen subgroup: it is the latest and most complete overlap on the same concrete GPT-J/CodeGen output-tracing path, and it subsumes the narrower GPT-J-only PRs in that line.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must represent the cluster, #44722 is the strongest choice because it anchors the largest true duplicate subgroup; however, GPT-Neo also forms a separate true duplicate pair and should not be collapsed into this PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same broad output-tracing theme, but different model families and different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Shared refactor pattern only; CVT/FNet-style work is unrelated to DeBERTa V2." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file path; this looks like overlapping versions of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-side output tracing versus EfficientNet; same initiative, not the same fix." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are different model implementations, not one duplicate change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; the overlap is only at the generic refactor-pattern level." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa V2 are unrelated concrete refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; same modernization theme, different code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model file; these are clear duplicate versions of the same fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are distinct model-specific implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; related refactor style, but not the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate code paths, so this is not a duplicate pair." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations; no shared concrete bug." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model-specific migrations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; same broad refactor theme, different fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo is a separate duplicate subgroup from the GPT-J/CodeGen line." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; only the standardized-output-tracing theme overlaps." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different concrete refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM share only the generic output-handling theme." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model-specific changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT versus Flaubert/XLM; not the same underlying bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are separate model-specific migrations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are not the same underlying change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet versus Flaubert/XLM; different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are separate implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa V2 are unrelated concrete refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 versus TextNet; same theme, different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are distinct model-specific output-tracing changes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is not fully grounded: the packet shows a second clear same-code-path duplicate pair for GPT-Neo (44018/44068), so saying the only clear duplicate subgroup is the GPT-J/CodeGen line is too strong. The pair verdicts are mostly conservative, but the narrative should acknowledge both duplicate subgroups rather than collapsing the cluster to just GPT-J/CodeGen." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 37, + "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": "0128970b0d88f07a3ebac37741efc863bc1d0349781c95778847018be916ee97", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all in the same general output-tracing refactor wave, but they touch different model code paths (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5) and are not duplicate fixes or mergeable into one PR without becoming an unrelated multi-model sweep.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the most concrete representative: it has an explicit issue target and a focused SpeechT5 output-tracing refactor, making it a better anchor than the broader model-specific refactors.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest standalone PR in the set because it is tied to a specific issue and clearly describes the standardized output-capture change in one model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models (VisualBert vs TextNet) and different code paths; they are similar pattern changes, not the same underlying fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model implementations; this is the same refactoring theme, not a duplicate bug or a single mergeable PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are parallel standardized-output refactors in different model files, with no shared concrete bug or code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model internals; the PRs share a refactor pattern but not the same change request or fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are distinct models and the diffs indicate separate output-capture migrations, not one underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "ac56deb8466ed73436d6b5b601e5a013ccbf32573043cea56649fe51e40b8b33", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all parallel model-specific output-tracing refactors (mostly adding `can_return_tuple`/capture helpers) across different architectures. They share a theme, but they change different forward paths, so they should not be deduplicated into one change set.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative single PR in this cluster: it is a substantive output-tracing refactor spanning two closely related model files and introduces the shared helper/capture pattern seen across the group.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is a strong canonical example because it is broader than the one-file refactors, touches a related pair of implementations, and reflects the core pattern of this batch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model families and distinct forward code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they target unrelated model implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architecture and code path; not the same concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both touch tracing helpers, but the affected model stacks are different enough that they are separate PRs." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Shared refactor pattern only; different model internals and outputs." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models; similar refactor style is not enough to merge as one bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct model code paths with only a broad tracing-refactor overlap." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are tracing refactors, but they modify unrelated model implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Same broad pattern, but separate model-specific forward logic." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder/model stack; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "These are parallel refactors in different models, not one concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Shared theme only; separate model paths and behavior." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and separate output-tracing implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are refactors around output return behavior, but for unrelated models." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor motif, but different concrete models and forward methods." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Not the same underlying bug/change; just the same abstraction pattern." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model architectures and distinct code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model-specific refactors; not mergeable as one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Only the tracing-refactor theme overlaps; the concrete implementations differ." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and different forward logic." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are refactors, but they affect different model code paths and are not one fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated models; the similarity is only the output-tracing cleanup pattern." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and concrete behavior changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Same general pattern, but distinct model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are encoder-style output-tracing refactors, but they target different model wrappers." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model stacks; not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model-specific tracing refactors, not one bug fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Similar refactor language only; the affected code paths are unrelated." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and different forward signatures." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different implementations; same broad refactor theme is insufficient." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model wrappers with unrelated forward paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Not the same concrete code-path problem." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model-specific output behavior; not a duplicate change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Same tracing refactor pattern, but different model code bases." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Distinct implementations; no shared bug to merge together." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different concrete forward paths and output handling." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated models; only the refactor style matches." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model-specific changes, not one underlying issue." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different architectures and output-tracing implementations." + } + ] + }, + "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": 37, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "ea8b219672453b00bd8ee0db8c3561f3a220b8f9ffe9bd335c8ed4518061f40f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated model-implementation PRs for different models (PenguinVL vs Voxtral TTS). They share only generic Transformers integration files, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44662 is the more established standalone implementation: it is non-draft, has much higher review activity, and represents a broader completed model integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 44662 is the strongest representative in the cluster because it is the more mature, non-draft model-addition PR with substantial review attention.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different feature work; the overlap is only in shared Transformers plumbing/docs, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 37, + "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-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "aa96830012e61d2f0bc802b19332f5de98d71b3178f680b756fd5361c82ece44", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4220, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4220, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one rewrites a PR workflow to convert PRs to draft, while the other changes CI branch routing and contains unrelated code/test noise. They do not target the same concrete bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR exists here because the two PRs address different workflows and code paths rather than the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong cluster representative for deduplication; if forced to pick one, 44965 is more self-contained, but the pair should not be merged as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different underlying changes: 44965 edits PR-draft workflow automation, while 46845 adjusts CI branch selection and includes unrelated model/test edits. They are not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 37, + "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": "465bab4e206c9f96d470275fb1c0e658a359db34163991cbd2e03976f119937d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related fusion-feature PRs, but they implement different layers of the stack: one adds a generic Module Fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion wiring and an example. They should not be treated as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the more foundational and standalone representative of the generic module-fusion abstraction; PR 45363 is a separate KernelConfig-based implementation path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the clearest canonical representative of the cluster topic, but the pair is not duplicate-worthy because the scopes differ materially.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Not the same concrete change: 44979 introduces a generic Module Fusion API, while 45363 wires n-to-1 kernel fusion through KernelConfig and related integrations. Related area, but distinct code paths and 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": 18, + "component_count": 37, + "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": "3cbf3693d192b418a1c8fc090f307e017d05c9dfe2104164bff0e5119abe9cc7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; `45317` is the more complete fix because it also adds a regression test.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR `45317` is the better canonical PR because it addresses the same concrete bug as `45086` and includes a test addition, making it the more complete implementation of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR `45317` is the best representative of the cluster: it targets the same issue, changes the same code path, and adds coverage for the regression.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same code path, with `45317` adding a regression test; they are plausible duplicates of one 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": 19, + "component_count": 37, + "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": "ac4ba06ccde3db99925c56e7af88c27699357e729535c80248bdf0023119d524", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open NemotronH PRs overlap in shared model files, but they target different changes: one refactors conversion/mapping and inheritance, while the other adds the dense/sparse split, docs, and tests. They are related, not duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical representative for the overall NemotronH restructuring because it is broader and includes the user-facing split into nemotron_h_dense and nemotron_h_sparse plus docs/tests, whereas #45115 is a narrower conversion/inheritance refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the most complete and externally visible change set in the cluster; #45115 is a narrower implementation-focused refactor that appears to be one step in the broader model split, not the same concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH model internals, but #45115 focuses on conversion mapping and inheritance refactoring, while #45569 introduces the dense/sparse model split, docs, and tests. Different concrete changes, so not a 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": 20, + "component_count": 37, + "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": "ea556c74f3f576f5f5e71a170c1f8567d3b3562517028afc3a9cceb6c2d92e3a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5954, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5954, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related, but not duplicates: PR #45333 adds per-layer heterogeneous config support, while PR #45332 is a broader end-to-end heterogeneous model support change that also includes modeling/runtime pieces. #45332 is the better canonical PR because it subsumes the config work and represents the larger underlying feature.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes the configuration work plus modeling/runtime integration, additional utilities, and tests. PR #45333 is a narrower subset focused only on configuration.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative of the feature cluster because it covers the full heterogeneous support implementation rather than only the config layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They are related feature branches, but not the same concrete change: #45333 stops at per-layer config support, while #45332 extends into modeling/runtime integration and additional files. This is a subset/superset relationship, not a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 37, + "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-45346-2", + "nodes": [ + "pull_request:45346", + "pull_request:46818" + ], + "soft_pairs": [ + "pull_request:45346|pull_request:46818" + ], + "prepared_review_unit_hash": "0886453962f6bc26dbda0ab77ca0581102f84e658cddce95fdf04ede1f861662", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5600, + "estimated_input_tokens": 1400, + "estimated_eval_tokens": 3056 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5600, + "estimated_input_tokens": 1400, + "estimated_eval_tokens": 3056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one is a narrow regression test around Mixtral/Qwen2 MoE router logits being raw logits, while the other is a broad expert-parallel/DeepGEMM change enforcing FP8 scale contracts across many models. They touch different code paths and would not plausibly merge into one PR.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No shared underlying change is evident. If forced to pick the broader representative PR, pull_request:46818 is the more substantial code fix; pull_request:45346 is a small test-only regression for a specific MoE softmax bug.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46818 is the best representative of the cluster because it contains the main implementation work and affects multiple model families. pull_request:45346 is narrower and primarily adds a regression test for a specific router-logits issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45346", + "right": "pull_request:46818", + "accept": false, + "reason": "Different bugs and code paths: 45346 tests that MoE router_logits remain raw logits in Mixtral/Qwen2, while 46818 changes EP/DeepGEMM FP8 scale handling across many models. Same broad area, but not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 37, + "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": "8b4fa92977b6bbe873052a95f1f70fde181a6186d1001be66775facf6d41a435", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different typing-focused PRs in the same codebase, but they address different scopes and code-paths: one is a broad type-checking sweep across many transformers files, the other adds specific typing protocols and support for PEFT/modeling integration. They are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better cluster representative because it is a focused typing-infrastructure change with a small, coherent scope, whereas 45415 is a much broader repo-wide type-checking cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best candidate overall because it makes a concrete, narrowly-scoped typing fix around shared protocols and related integrations; 45415 is a larger cleanup pass and not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they fix different things: 45415 is a broad type-checking enablement/ignore cleanup across many files, while 45425 adds specific typing protocols and model/PEFT-related support. Shared files alone do not make them 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": 23, + "component_count": 37, + "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": "1cc2456c4966456adb8ed2b1b9b8f81fcf2c1d2775006f9e1a240896fdc0a4d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related EP-loading PRs, but they address different failure modes: one is about preserving EP-related config and handling ZeRO-3/accelerate launch, the other is about preventing expert weights from being overwritten during FSDP2/rank-0 broadcast. They are similar in subsystem, not duplicates of the same fix.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No strong canonical PR for a duplicate cluster: the two PRs solve different EP loading bugs, so neither cleanly subsumes the other.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the stronger representative of a concrete bug fix because it targets a specific overwrite path during loading and includes coordinated changes across loading and MoE/parallel code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert-parallel loading, but 45548 focuses on EP/DeepSpeed ZeRO-3 via accelerate and config serialization, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2. Different concrete code-path bugs, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 37, + "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": "b8df8452ad467b15afa597c6941bb31ff72c0d597d700d463df4b5b483d7e627", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info collision problem, but 45645 is the more complete fix because it includes the safer per-worker output file change and the CI workflow update needed to consume multiple captured_info files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative: it covers the underlying xdist artifact collision fix and also updates the workflow to aggregate multiple captured_info files, making it the more complete end-to-end change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall candidate because it addresses the same concrete bug as 45639 while also preserving CI debug log collection across multiple xdist workers.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs fix the same captured_info/xdist collision path, and 45645 is effectively a superset that could plausibly subsume 45639 in one merged 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": 25, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "7a06a2df4bae912bc336e9d70c5861e42223f335a789c643675c6becae1ffbde", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are linter-related pull requests, but they implement different rules and touch different code paths. PR #45720 adds TRF003 support for returning tuples in model forwards, while PR #46259 adds TRF018 modeling-rule cleanup around weight initialization. They are not duplicates and should not be merged into one PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45720 is the clearer canonical representative for the cluster because it is the smaller, more targeted rule implementation with a concrete, easily identifiable forward-signature change across multiple models.", + "best_issue_reason": null, + "best_pr_reason": "PR #45720 is the best PR candidate for this cluster because it has a more specific behavioral change and the diff preview shows a single focused transformation pattern. PR #46259 is broader and addresses a different linter rule entirely.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different linter rules and different underlying changes: TRF003 adds can_return_tuple handling in model forwards, while TRF018 changes weight initialization patterns. Shared model filenames are incidental, so these are not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 37, + "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": 37, + "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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "4e46a45e7e142cb6312ae224b0958bfed72f9c202cc09d22b6e15fdc2da3f721", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the testing area, but they appear to be unrelated changes: one is a Grafana/CI experiment with scattered model edits, the other is a test migration adding DDP/kernel test files. They should not be clustered as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46100 is the cleaner, more concrete change set: it introduces specific test infrastructure and model test files, with a coherent migration theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the better representative for the cluster because it has a single clear purpose and a self-contained diff. PR #45932 looks like an unrelated CI/telemetry experiment plus assorted model edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "They do not appear to fix the same underlying bug or implement the same change. #45932 is a Grafana/CI testing experiment with unrelated model/config edits, while #46100 is a test migration adding distributed test files and model tests. They would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "ea7d718c8ab5470aedee321011f4fe1005626d848cb30cd338c7525f9a7f98de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related in the distributed stack but are not duplicates: #46126 is a focused EP + Trainer integration change, while #46269 is a broad distributed branch base with many unrelated edits.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more canonical representative for this cluster because it is the focused, coherent EP + Trainer integration change rather than a broad umbrella branch with many unrelated modifications.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best PR for the cluster because its scope is tightly centered on the concrete tensor-parallel / EP integration work, making it the clearest single artifact for this change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they overlap in distributed files, but #46269 is a much broader branch-base PR spanning many subsystems and changes, not the same concrete code-path fix as the focused EP + Trainer integration in #46126." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 37, + "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-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "a60eb619b4f4db173a1ac7dea4cf473a460f6b647d8f8ab1e63544762b360174", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25924, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25924, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a collection of small, unrelated workflow-chore PRs. The only dense subgroup is the pr-ci-security-gate.yml set, but those PRs make different security-hardening changes rather than fixing the same concrete bug/change, so they should not be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and central PR in the only coherent subgroup, but it still represents a distinct security-gate change rather than a true duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the clearest representative of the cluster's main security-gate theme and has the strongest connectivity, but it should not subsume the other workflow tweaks as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs security checks in pr-ci-security-gate.yml." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one updates self-comment CI command piping, the other adjusts PR CI security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and goals; not the same bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and distinct security-related changes; not duplicates." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both touch shell command invocation, but in different workflows and for different purposes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different changes: SSH runner hardening vs benchmark dispatch support." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different fixes; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and unrelated changes; not duplicates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner hardening is unrelated to PR CI security-gate behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow concerns: SSH runner secrets handling vs PR CI security-gate permissions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Same broad CI area, but different workflows and different changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and distinct fixes; no same underlying bug/change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Assign-reviewers base-ref checkout is unrelated to build-ci-docker-images shell quoting." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow changes in different code paths." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different behavior changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Checkout ref change vs build-image trigger quoting fix are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow systems and different fixes; not duplicates." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support and build-image trigger quoting are separate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and no shared concrete bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow hardening, but for different scripts and different failure modes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different security/trigger logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-image trigger quoting and PR CI secret scoping are unrelated." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different security fixes: one adds checkout-and-diff checks, the other adjusts caller permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "One adds active security checks; the other only adds explanatory notes to the reusable workflow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate changes: workflow logic vs secrets scoping." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both are about the same workflow, but one changes behavior while the other only adds comments/notes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different behavior changes in the same workflow file; not the same concrete change." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments/documentation versus secret-scoping behavior are 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": 30, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "42035cfb2ddabe792dfea64a42180a58e6a4843af415115bb4457ea8b4f19762", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related in theme (replacing file-open source inspection), but they fix different code paths in different modules and are not mergeable as one change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the stronger representative: it targets a single concrete helper in modeling_utils.py, includes tests, and has a clearly scoped behavior change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the best standalone PR here because it addresses a specific bug with source inspection in one code path and is better validated than the broader import_utils refactor in 46152.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid open() for source reading, but they touch different helpers, different files, and different runtime behavior; this is a shared pattern, not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 37, + "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-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable 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": 32, + "component_count": 37, + "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-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "e47e5930b910791c3a6d4c3688039061ebd811bd5f41082e25bcd00d9fa5129a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one boundary in the Moonshine streaming sliding-window mask; 46546 adds the same fix for Gemma4 as well, but the Moonshine code change is the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46310 is the clean, focused Moonshine-streaming fix for the right-window boundary off-by-one and matches the shared issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR 46310 is the best representative because it addresses the exact Moonshine streaming bug without extra unrelated model changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same Moonshine streaming right-window boundary off-by-one fix in the same mask function; 46546 also applies the identical fix to Gemma4, but the Moonshine change is the same concrete bug and could 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": 33, + "component_count": 37, + "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-46376-5", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46850" + ], + "prepared_review_unit_hash": "fd1003607a3fa1f1ce8a50751d6b93488c82c3889c18660702a687019b8b7987", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 13945, + "estimated_input_tokens": 3487, + "estimated_eval_tokens": 7230 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 13945, + "estimated_input_tokens": 3487, + "estimated_eval_tokens": 7230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is heterogeneous: three unrelated model-addition PRs, one continuous-batching multimodal support PR, and one Gemma masking bugfix. None look like duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out because the items span unrelated models/features and one isolated bugfix rather than one shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46850 is the strongest standalone candidate because it is a focused, concrete bug fix with a narrow code-path scope and clear validation target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different change types and targets: continuous-batching multimodal infrastructure vs. a full HunYuan VL model integration." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "Unrelated subsystems and goals: continuous batching support vs. RADIO model support/conversion." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "Different model families and code paths: RADIO support vs. Nemotron Omni support; not the same fix or mergeable into one PR." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "A model-support PR and a Gemma attention-masking bugfix address different code paths and cannot reasonably be treated as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 37, + "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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "52551b80cc5711d2bbd71a18171a5ea7a8d0b6552a905ed5410540ef86752bb3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are about different tokenizer bugs in different model families: CodeLlama decode stripping and DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They are not duplicates and should not be merged together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and code paths: one fixes CodeLlama decoder behavior on decode, the other adds checkpoint-prefix overrides for incorrect tokenizer-class selection in DeepSeek checkpoints." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 37, + "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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "12a2ec37ee3438ecc69a2d40911f8f19fa332740c23764e4fcc7099607f3e4eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Mistral tokenizer PRs, but they address different changes: one moves the existing MistralConverter into a new integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. Shared files reflect subsystem overlap, not the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two pull requests are distinct changes in the same Mistral tokenizer area, not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 is the more substantive end-state feature work for the Mistral tokenizer stack; PR 46603 is mainly a refactor/move.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different concrete goals and code paths: 46603 relocates MistralConverter, while 46604 adds tekken detection and save/conversion utilities. They share a subsystem but are not mergeable 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": 36, + "component_count": 37, + "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-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781", + "pull_request:46831" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46781", + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46831" + ], + "prepared_review_unit_hash": "9a2902a4167d27fa968154244c93bb0eaf343b2ca2ff1bd04c6a46ab3de6bd36", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10051, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10051, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: all four PRs are model/runtime fixes, but they target different bugs and code paths (Mamba2 chunked-prefill/speculative decoding, batch-size-1 padding masking, quantized cache construction for hybrid models, and device_map CPU-offload hooks). They are not duplicates of one another.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items fix distinct defects in different subsystems and model families, so there is no shared underlying change to collapse them into one PR.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick a representative, PR #46773 is the most broadly scoped yet still focused runtime bug fix, but it does not subsume the others and should not be treated as a canonical duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different bugs: #46741 fixes cached single-token decode / speculative decoding in Mamba2-style mixers, while #46781 fixes QuantizedCache layer construction for hybrid SSM+attention models." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "#46741 is about Mamba2 cached decoding state handling; #46773 is about padding masks being skipped for batch-size-1 linear-attention models. Same broad theme, different failure and code path." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46831", + "accept": false, + "reason": "#46831 adds a conv1d hook call for Qwen3.5/Qwen3-Next under CPU offload, which is unrelated to #46741's Zamba2/Nemotron-H chunked-prefill/speculative decoding 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": 37, + "component_count": 37, + "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-46854-2", + "nodes": [ + "pull_request:46854", + "pull_request:46864" + ], + "soft_pairs": [ + "pull_request:46854|pull_request:46864" + ], + "prepared_review_unit_hash": "0cd2887f90357b73fabd7ff0f44dc8f360b902cd3fd8b149768fc3a606a52c88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3283, + "estimated_input_tokens": 821, + "estimated_eval_tokens": 1898 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3283, + "estimated_input_tokens": 821, + "estimated_eval_tokens": 1898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated pull requests: one fixes a CTRL flex-attention crash in attention mask handling, the other fixes continuous batching for composite/multimodal configs by resolving `text_config`. They do not look like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46864 is the better canonical representative for the cluster because it has the clearer, more self-contained fix and broader applicability to config handling in continuous batching.", + "best_issue_reason": null, + "best_pr_reason": "PR 46864 is the strongest standalone PR in the set: its title and diff align cleanly on a concrete bug in cache initialization for composite configs, whereas PR 46854 is a separate CTRL-specific edge case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46854", + "right": "pull_request:46864", + "accept": false, + "reason": "Different bugs and code paths: CTRL flex-attention mask reshaping vs continuous batching config resolution. 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 + } + ] +} diff --git a/snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/manifest.json b/snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ea74372c33440e8398a29a96764b6c4db08c0754 --- /dev/null +++ b/snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260624t180019z", + "artifacts": { + "hybrid": "snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-24T18:12:26Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260624T180019Z", + "variant": "hybrid" +} diff --git a/snapshots/20260624T180019Z/manifest.json b/snapshots/20260624T180019Z/manifest.json index 31a076a149e693fa1c68548cf256f0283168aba7..eac6eeae739aa85e67882e50b155b508de198fe8 100644 --- a/snapshots/20260624T180019Z/manifest.json +++ b/snapshots/20260624T180019Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1326 }, "extracted_at": "2026-06-24T18:00:19Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260624t180019z", + "runs": { + "hybrid-model-20260624t180019z": { + "analysis_id": "hybrid-model-20260624t180019z", + "artifacts": { + "hybrid": "snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/manifest.json", + "model": null, + "published_at": "2026-06-24T18:12:26Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260624T180019Z", "watermark": {